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vllm-omni/vllm_omni/diffusion/io_support.py
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2026-06-18 17:14:18 +08:00

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Python

# SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from __future__ import annotations
import inspect
from vllm_omni.diffusion.data import OmniDiffusionConfig
from vllm_omni.diffusion.registry import DiffusionModelRegistry
def supports_multimodal_input(od_config: OmniDiffusionConfig) -> tuple[bool, bool]:
if od_config.diffusion_load_format == "diffusers" and (pipe_cls := od_config.diffusers_pipeline_cls) is not None:
signature = inspect.signature(pipe_cls.__call__)
support_image_input = "image" in signature.parameters
support_audio_input = (
"audio" in signature.parameters or "audio_latents" in signature.parameters
) # ref. LTX-2 format
return support_image_input, support_audio_input
supports_image_input = False
supports_audio_input = False
model_cls = DiffusionModelRegistry._try_load_model_cls(od_config.model_class_name)
if model_cls is not None:
supports_image_input = bool(getattr(model_cls, "support_image_input", False))
supports_audio_input = bool(getattr(model_cls, "support_audio_input", False))
return supports_image_input, supports_audio_input
def image_color_format(model_class_name: str) -> str:
model_cls = DiffusionModelRegistry._try_load_model_cls(model_class_name)
return getattr(model_cls, "color_format", "RGB")
def supports_audio_output(model_class_name: str) -> bool:
model_cls = DiffusionModelRegistry._try_load_model_cls(model_class_name)
if model_cls is None:
return False
return bool(getattr(model_cls, "support_audio_output", False))
def get_dummy_run_num_frames(model_class_name: str, supports_audio_input: bool) -> int:
"""Get num_frames for the dummy warmup run. Returns 0 to skip warmup."""
model_cls = DiffusionModelRegistry._try_load_model_cls(model_class_name)
if model_cls is not None and hasattr(model_cls, "dummy_run_num_frames"):
return int(getattr(model_cls, "dummy_run_num_frames"))
return 2 if supports_audio_input or supports_audio_output(model_class_name) else 1