From 995ee8e74cac1318d0f7df1aaab17b83006a4bcc Mon Sep 17 00:00:00 2001 From: Olivier Sprangers Date: Thu, 5 Dec 2024 18:47:40 +0100 Subject: [PATCH 1/3] fix_img_link --- nbs/docs/getting-started/7_why_timegpt.ipynb | 18 ++---------------- 1 file changed, 2 insertions(+), 16 deletions(-) diff --git a/nbs/docs/getting-started/7_why_timegpt.ipynb b/nbs/docs/getting-started/7_why_timegpt.ipynb index 9137e04e..0c4add8b 100644 --- a/nbs/docs/getting-started/7_why_timegpt.ipynb +++ b/nbs/docs/getting-started/7_why_timegpt.ipynb @@ -14,21 +14,7 @@ "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/yibeihu/opt/anaconda3/envs/report/lib/python3.9/site-packages/dask/dataframe/__init__.py:42: FutureWarning: \n", - "Dask dataframe query planning is disabled because dask-expr is not installed.\n", - "\n", - "You can install it with `pip install dask[dataframe]` or `conda install dask`.\n", - "This will raise in a future version.\n", - "\n", - " warnings.warn(msg, FutureWarning)\n" - ] - } - ], + "outputs": [], "source": [ "#| hide \n", "from nixtla.utils import in_colab" @@ -775,7 +761,7 @@ "#### Benchmark Results\n", "For a more comprehensive dive into model accuracy and performance, explore our [Time Series Model Arena](https://github.com/Nixtla/nixtla/tree/main/experiments/foundation-time-series-arena)! TimeGPT continues to lead the pack with exceptional performance across benchmarks! 🌟\n", "\n", - "![benchmark results](../../assets/timeseries_model_arena.png)" + "" ] }, { From 5bbc6cad06c363bf377a4768267e9a2fd8d3c657 Mon Sep 17 00:00:00 2001 From: Olivier Sprangers Date: Thu, 5 Dec 2024 19:12:06 +0100 Subject: [PATCH 2/3] update_img_links --- nbs/docs/getting-started/1_introduction.ipynb | 2 +- nbs/docs/getting-started/7_why_timegpt.ipynb | 2 +- nbs/{assets => img}/timeseries_model_arena.png | Bin 3 files changed, 2 insertions(+), 2 deletions(-) rename nbs/{assets => img}/timeseries_model_arena.png (100%) diff --git a/nbs/docs/getting-started/1_introduction.ipynb b/nbs/docs/getting-started/1_introduction.ipynb index fd31ebea..f9082981 100644 --- a/nbs/docs/getting-started/1_introduction.ipynb +++ b/nbs/docs/getting-started/1_introduction.ipynb @@ -52,7 +52,7 @@ "\n", "Self-attention, the revolutionary concept introduced by the paper [Attention is all you need](https://arxiv.org/abs/1706.03762), is the basis of this foundation model. TimeGPT model is not based on any existing large language model(LLM). Instead, it is independently trained on a vast amount of time series data, and the large transformer model is designed to minimize the forecasting error.\n", "\n", - "\n", + "\n", "\n", "The architecture consists of an encoder-decoder structure with multiple layers, each with residual connections and layer normalization. Finally, a linear layer maps the decoder’s output to the forecasting window dimension. The general intuition is that attention-based mechanisms are able to capture the diversity of past events and correctly extrapolate potential future distributions." ] diff --git a/nbs/docs/getting-started/7_why_timegpt.ipynb b/nbs/docs/getting-started/7_why_timegpt.ipynb index 0c4add8b..afb4d2c6 100644 --- a/nbs/docs/getting-started/7_why_timegpt.ipynb +++ b/nbs/docs/getting-started/7_why_timegpt.ipynb @@ -761,7 +761,7 @@ "#### Benchmark Results\n", "For a more comprehensive dive into model accuracy and performance, explore our [Time Series Model Arena](https://github.com/Nixtla/nixtla/tree/main/experiments/foundation-time-series-arena)! TimeGPT continues to lead the pack with exceptional performance across benchmarks! 🌟\n", "\n", - "" + "\"Benchmark\"" ] }, { diff --git a/nbs/assets/timeseries_model_arena.png b/nbs/img/timeseries_model_arena.png similarity index 100% rename from nbs/assets/timeseries_model_arena.png rename to nbs/img/timeseries_model_arena.png From db88b67d3964f80c23a1f60b9b05cddc34decaa7 Mon Sep 17 00:00:00 2001 From: Olivier Sprangers Date: Thu, 5 Dec 2024 19:17:48 +0100 Subject: [PATCH 3/3] remove_merge_conflicht_header --- nbs/docs/getting-started/7_why_timegpt.ipynb | 7 ------- 1 file changed, 7 deletions(-) diff --git a/nbs/docs/getting-started/7_why_timegpt.ipynb b/nbs/docs/getting-started/7_why_timegpt.ipynb index 78e20a7d..afb4d2c6 100644 --- a/nbs/docs/getting-started/7_why_timegpt.ipynb +++ b/nbs/docs/getting-started/7_why_timegpt.ipynb @@ -754,13 +754,6 @@ " " ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "`<<<<<<< HEAD`" - ] - }, { "cell_type": "markdown", "metadata": {},