[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>

vllm/model_executor/models/qwen2_audio.py

@@ -34,6 +34,7 @@ from transformers.models.qwen2_audio import (Qwen2AudioConfig,
 from transformers.models.whisper import WhisperFeatureExtractor
 
 from vllm.config import VllmConfig
+from vllm.config.multimodal import BaseDummyOptions
 from vllm.multimodal import MULTIMODAL_REGISTRY
 from vllm.multimodal.inputs import (AudioItem, ModalityData,
                                     MultiModalDataDict, MultiModalFieldConfig,
@@ -144,6 +145,7 @@ class Qwen2AudioDummyInputsBuilder(
         self,
         seq_len: int,
         mm_counts: Mapping[str, int],
+        mm_options: Optional[Mapping[str, BaseDummyOptions]] = None,
     ) -> MultiModalDataDict:
         feature_extractor = self.info.get_feature_extractor()
 
@@ -151,9 +153,13 @@ class Qwen2AudioDummyInputsBuilder(
         audio_len = feature_extractor.chunk_length * sampling_rate
         num_audios = mm_counts.get("audio", 0)
 
+        audio_overrides = mm_options.get("audio") if mm_options else None
+
         return {
             "audio":
-            self._get_dummy_audios(length=audio_len, num_audios=num_audios)
+            self._get_dummy_audios(length=audio_len,
+                                   num_audios=num_audios,
+                                   overrides=audio_overrides)
         }