[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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@@ -29,6 +29,7 @@ from transformers import BatchFeature, CLIPVisionConfig, SiglipVisionConfig
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from transformers.modeling_utils import no_init_weights
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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.model_executor.layers.quantization import QuantizationConfig
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from vllm.multimodal import MULTIMODAL_REGISTRY
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from vllm.multimodal.cache import BaseMultiModalProcessorCache
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@@ -149,6 +150,7 @@ class HCXVisionDummyInputsBuilder(
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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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num_images = mm_counts.get("image", 0)
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num_videos = mm_counts.get("video", 0)
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@@ -156,12 +158,17 @@ class HCXVisionDummyInputsBuilder(
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target_width, target_height = \
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self.info.get_image_size_with_most_features()
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target_num_frames = 32
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image_overrides = mm_options.get("image") if mm_options else None
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video_overrides = mm_options.get("video") if mm_options else None
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return {
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"image":
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self._get_dummy_images(
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width=target_width,
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height=target_height,
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num_images=num_images,
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overrides=image_overrides,
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),
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"video":
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self._get_dummy_videos(
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@@ -169,6 +176,7 @@ class HCXVisionDummyInputsBuilder(
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height=target_height - 1,
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num_frames=target_num_frames,
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num_videos=num_videos,
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overrides=video_overrides,
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)
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}
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