[Multi Modal] Configurable MM Profiling (#25631)
Signed-off-by: wwl2755 <wangwenlong2755@gmail.com> Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com> Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
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@@ -17,6 +17,7 @@ from transformers import BatchFeature, PretrainedConfig, TensorType
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from vllm.attention.layer import MultiHeadAttention
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from vllm.config import VllmConfig
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from vllm.config.multimodal import BaseDummyOptions
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from vllm.distributed import get_tensor_model_parallel_world_size
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from vllm.model_executor.layers.activation import get_act_fn
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from vllm.model_executor.layers.linear import (ColumnParallelLinear,
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@@ -496,16 +497,20 @@ class Step3VLDummyInputsBuilder(BaseDummyInputsBuilder[Step3VLProcessingInfo]):
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self,
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seq_len: int,
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mm_counts: Mapping[str, int],
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mm_options: Optional[Mapping[str, BaseDummyOptions]] = None,
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) -> MultiModalDataDict:
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target_width, target_height = \
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self.info.get_image_size_with_most_features()
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num_images = mm_counts.get("image", 0)
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image_overrides = mm_options.get("image") if mm_options else None
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return {
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"image":
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self._get_dummy_images(width=target_width,
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height=target_height,
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num_images=num_images)
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num_images=num_images,
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overrides=image_overrides)
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}
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