[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>
This commit is contained in:
Wenlong Wang
2025-10-03 03:59:10 -07:00
committed by GitHub
parent 2ed3f20dba
commit 79aa244678
60 changed files with 654 additions and 99 deletions

View File

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