Remove redundant code

Signed-off-by: DarkLight1337 <[email protected]>

tests/models/decoder_only/vision_language/mm_processor_kwargs/test_qwen2_vl.py

@@ -3,7 +3,7 @@
 import pytest
 from transformers import AutoTokenizer
 
-from vllm.inputs import InputContext, InputProcessingContext
+from vllm.inputs import InputProcessingContext
 
 from .....conftest import _ImageAssets
 from ....utils import build_model_context
@@ -22,39 +22,6 @@ def processor_for_qwen2_vl():
     return Qwen2VLMultiModalProcessor
 
 
-@pytest.fixture()
-def get_max_qwen2_vl_image_tokens():
-    from vllm.model_executor.models.qwen2_vl import (
-        get_max_qwen2_vl_image_tokens)
-    return get_max_qwen2_vl_image_tokens
-
-
-@pytest.mark.parametrize("mm_processor_kwargs,expected_max_tokens", [
-    ({}, 16384),
-    ({
-        MIN_PIXELS: 64**2,
-        MAX_PIXELS: 512**2
-    }, 324),
-])
-@pytest.mark.parametrize("model", [MODEL])
-def test_qwen2_vl_max_image_tokens(
-    get_max_qwen2_vl_image_tokens,
-    model: str,
-    mm_processor_kwargs: Dict[str, Any],
-    expected_max_tokens: int,
-):
-    """Ensure that the max token calc handles min/max pixels properly."""
-    ctx = build_model_context(
-        model_name=model,
-        tokenizer_name=model,
-        mm_processor_kwargs=None,
-    )
-
-    actual_max_tokens = get_max_qwen2_vl_image_tokens(
-        InputContext(ctx.model_config), **mm_processor_kwargs)
-    assert actual_max_tokens == expected_max_tokens
-
-
 @pytest.mark.parametrize(
     "mm_processor_kwargs, expected_toks_per_img, expected_pixels_shape", [
         ({}, 1426, (5704, 1176)),

vllm/model_executor/models/qwen2_audio.py

@@ -80,22 +80,15 @@ def _get_feat_extract_output_lengths(input_lengths: torch.Tensor):
     return feat_lengths, output_lengths
 
 
-def get_max_qwen2_audio_audio_tokens(ctx: InputContext) -> int:
-    hf_config = ctx.get_hf_config(Qwen2AudioConfig)
-    max_source_position = hf_config.audio_config.max_source_positions
-    output_lengths = (max_source_position - 2) // 2 + 1
-    return output_lengths
-
-
 class Qwen2AudioMultiModalProcessor(BaseMultiModalProcessor):
 
     def get_supported_mm_limits(self) -> Mapping[str, Optional[int]]:
         return {"audio": None}
 
     def get_mm_max_tokens_per_item(self) -> Mapping[str, int]:
         hf_config = self.ctx.get_hf_config(Qwen2AudioConfig)
-        max_source_position = hf_config.audio_config.max_source_positions
-        max_output_lengths = (max_source_position - 2) // 2 + 1
+        max_source_positions = hf_config.audio_config.max_source_positions
+        max_output_lengths = (max_source_positions - 2) // 2 + 1
 
         return {"audio": max_output_lengths}