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vllm-omni/vllm_omni/model_executor/models/step_audio2/pipeline.py
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2026-07-18 09:34:33 +00:00

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Python

# SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
"""Step-Audio2 pipeline topologies (frozen)."""
from vllm_omni.config.stage_config import (
PipelineConfig,
StageExecutionType,
StagePipelineConfig,
)
_PROC = "vllm_omni.model_executor.stage_input_processors.step_audio2"
_HF_ARCHITECTURES = (
"StepAudio2ForCausalLM",
"StepAudio2ForConditionalGeneration",
)
STEP_AUDIO2_PIPELINE = PipelineConfig(
model_type="step_audio_2",
model_arch="StepAudio2ForConditionalGeneration",
hf_architectures=_HF_ARCHITECTURES,
stages=(
StagePipelineConfig(
stage_id=0,
model_stage="step_audio2_thinker",
execution_type=StageExecutionType.LLM_AR,
input_sources=(),
final_output=True,
final_output_type="text",
owns_tokenizer=True,
requires_multimodal_data=True,
engine_output_type="latent",
model_arch="StepAudio2ThinkerForConditionalGeneration",
async_chunk_process_next_stage_input_func=f"{_PROC}.thinker2token2wav_async_chunk",
sampling_constraints={"detokenize": True},
),
StagePipelineConfig(
stage_id=1,
model_stage="token2wav",
execution_type=StageExecutionType.LLM_GENERATION,
input_sources=(0,),
final_output=True,
final_output_type="audio",
engine_output_type="audio",
model_arch="StepAudio2Token2WavModel",
sync_process_input_func=f"{_PROC}.thinker2token2wav",
sampling_constraints={"detokenize": False},
),
),
)
STEP_AUDIO2_ASR_PIPELINE = PipelineConfig(
model_type="step_audio_2_asr",
model_arch="StepAudio2ForConditionalGeneration",
stages=(
StagePipelineConfig(
stage_id=0,
model_stage="step_audio2_thinker",
execution_type=StageExecutionType.LLM_AR,
input_sources=(),
final_output=True,
final_output_type="text",
owns_tokenizer=True,
requires_multimodal_data=True,
engine_output_type="text",
model_arch="StepAudio2ThinkerForConditionalGeneration",
sampling_constraints={"detokenize": True},
),
),
)