[Model] Qwen3-Omni: register thinker-only pipeline for Instruct serve (#6284)
Signed-off-by: ZhengWG <zwg0606@gmail.com> Signed-off-by: Zheng Wengang <zwg0606@gmail.com> Co-authored-by: amy-why-3459 <wuhaiyan17@huawei.com>
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@@ -59,7 +59,7 @@ The new deploy schema lives under `vllm_omni/deploy/` and is paired with a froze
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| `edges` | list | optional | `null` | Explicit edge list for the KV transfer graph. Auto-derived from stage inputs if omitted. |
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| `stages` | list | optional | `[]` | Per-stage runtime overrides matched by `stage_id`. Pipeline stages are still created from `PipelineConfig` when this list is empty. |
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| `platforms` | dict | optional | `null` | Keyed by `npu` / `rocm` / `xpu`, each contains a `stages:` list with per-platform overrides applied on top of the CUDA defaults. |
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| `pipeline` | str | optional | `null` | Override the auto-detected pipeline registry key (used for structural variants like `qwen2_5_omni_thinker_only`). |
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| `pipeline` | str | optional | `null` | Override the auto-detected pipeline registry key (used for structural variants like `qwen2_5_omni_thinker_only` / `qwen3_omni_moe_thinker_only`). |
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| `trust_remote_code` | bool \| null | optional | `null` | **Pipeline-wide.** Trust HF remote code on model load; applies to every stage when specified. |
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| `distributed_executor_backend` | str \| null | optional | `null` | **Pipeline-wide.** Distributed executor backend forwarded to vLLM (`"mp"`, `"ray"`, `"external_launcher"`). If omitted, vLLM auto-selects backend from runtime topology. |
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| `dtype` | str \| null | optional | `null` | **Pipeline-wide.** Model dtype for every stage. |
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@@ -28,6 +28,18 @@ vllm serve Qwen/Qwen3-Omni-30B-A3B-Instruct --omni --port 8091 \
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--deploy-config /path/to/deploy_config_file
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```
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To serve **thinker-only** (text output, no talker / code2wav loaded) with Instruct
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weights, pass the bundled thinker-only deploy YAML. The `pipeline:` key
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`qwen3_omni_moe_thinker_only` overrides the HF `enable_audio_output` resolver:
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```bash
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vllm serve Qwen/Qwen3-Omni-30B-A3B-Instruct --omni --port 8091 \
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--deploy-config vllm_omni/deploy/qwen3_omni_moe_thinking.yaml
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```
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Captioner / Thinking checkpoints (`enable_audio_output=false`) still auto-select
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the same single-stage pipeline without `--deploy-config`.
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### Launch individual stages (stage-based CLI)
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Adopt the stage-based CLI architecture to independently instantiate execution processes per functional stage.
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@@ -24,6 +24,18 @@ vllm serve Qwen/Qwen3-Omni-30B-A3B-Instruct --omni --port 8091 \
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--deploy-config /path/to/your_deploy_config.yaml
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```
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To serve **thinker-only** (text output, no talker / code2wav loaded) with Instruct
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weights, pass the bundled thinker-only deploy YAML. The `pipeline:` key
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`qwen3_omni_moe_thinker_only` overrides the HF `enable_audio_output` resolver:
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```bash
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vllm serve Qwen/Qwen3-Omni-30B-A3B-Instruct --omni --port 8091 \
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--deploy-config vllm_omni/deploy/qwen3_omni_moe_thinking.yaml
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```
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Captioner / Thinking checkpoints (`enable_audio_output=false`) still auto-select
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the same single-stage pipeline without `--deploy-config`.
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For a 3x-GPU multi-replica layout (talker/code2wav scale-out on cuda:1,2),
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use `--stage-overrides` on top of the default config:
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@@ -534,6 +534,7 @@ class TestPipelineDiscovery:
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"""Check that specific models are in OMNI_PIPELINES."""
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assert "qwen2_5_omni" in OMNI_PIPELINES
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assert "qwen3_omni_moe" in OMNI_PIPELINES
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assert "qwen3_omni_moe_thinker_only" in OMNI_PIPELINES
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assert "qwen3_tts" in OMNI_PIPELINES
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def test_registry_resolver_qwen3_omni_all_stages(self):
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@@ -558,6 +559,18 @@ class TestPipelineDiscovery:
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assert pipeline.default_deploy_config_name is None
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assert len(pipeline.stages) == 1 # thinker only
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def test_registry_qwen3_omni_thinker_only_key_is_static(self):
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"""Explicit registry key must not re-enter the HF-config resolver."""
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pipeline = resolve_pipeline_config(
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"qwen3_omni_moe_thinker_only",
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Q3_OMNI_ALL_STAGES_HF_CONFIG,
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)
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assert pipeline is OMNI_PIPELINES["qwen3_omni_moe_thinker_only"]
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assert pipeline.model_type == "qwen3_omni_moe_thinker_only"
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assert len(pipeline.stages) == 1
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assert pipeline.stages[0].engine_output_type == "text"
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assert pipeline.stages[0].final_output_type == "text"
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@pytest.mark.parametrize(
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"pipeline",
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[registered for registered in OMNI_PIPELINES.values() if isinstance(registered, PipelineConfig)],
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@@ -1225,14 +1238,22 @@ stages:
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assert deploy.connectors is not None
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assert deploy.platforms is not None
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def test_qwen3_omni_thinker_only_deploy_config_uses_resolved_pipeline(self):
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@pytest.mark.parametrize(
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("hf_config", "model"),
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[
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(Q3_OMNI_THINKER_HF_CONFIG, "Qwen/Qwen3-Omni-30B-A3B-Thinking"),
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(Q3_OMNI_ALL_STAGES_HF_CONFIG, "Qwen/Qwen3-Omni-30B-A3B-Instruct"),
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],
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ids=["thinker_checkpoint", "instruct_forced_thinker_only"],
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)
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def test_qwen3_omni_thinker_only_deploy_config_uses_resolved_pipeline(self, hf_config, model):
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deploy_path = Path(get_deploy_config_path("qwen3_omni_moe_thinking.yaml"))
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with patch(
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"vllm_omni.config.config_factory.get_config",
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return_value=Q3_OMNI_THINKER_HF_CONFIG,
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return_value=hf_config,
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):
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pipeline = StageConfigFactory.get_pipeline_config(
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"Qwen/Qwen3-Omni-30B-A3B-Thinking",
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model,
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trust_remote_code=False,
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deploy_config_path=str(deploy_path),
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)
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@@ -1241,6 +1262,7 @@ stages:
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assert pipeline.model_type == "qwen3_omni_moe_thinker_only"
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deploy = load_deploy_config(deploy_path)
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assert deploy.pipeline == "qwen3_omni_moe_thinker_only"
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stages = merge_pipeline_deploy(pipeline, deploy)
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assert len(stages) == 1
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@@ -97,7 +97,10 @@ from vllm_omni.model_executor.models.qwen2_5_omni.pipeline import (
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QWEN2_5_OMNI_PIPELINE,
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QWEN2_5_OMNI_THINKER_ONLY_PIPELINE,
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)
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from vllm_omni.model_executor.models.qwen3_omni.pipeline import resolve_qwen3_omni_pipeline
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from vllm_omni.model_executor.models.qwen3_omni.pipeline import (
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QWEN3_OMNI_THINKER_ONLY_PIPELINE,
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resolve_qwen3_omni_pipeline,
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)
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from vllm_omni.model_executor.models.qwen3_tts.pipeline import QWEN3_TTS_PIPELINE
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from vllm_omni.model_executor.models.step_audio2.pipeline import (
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STEP_AUDIO2_ASR_PIPELINE,
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@@ -123,6 +126,7 @@ OMNI_PIPELINES: dict[str, PipelineConfig | PipelineResolverFunc] = {
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# has no model_type key).
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"nemotron_labs_voicechat": NEMOTRON_VOICECHAT_PIPELINE,
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"qwen3_omni_moe": resolve_qwen3_omni_pipeline,
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"qwen3_omni_moe_thinker_only": QWEN3_OMNI_THINKER_ONLY_PIPELINE,
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"qwen3_tts": QWEN3_TTS_PIPELINE,
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"step_audio_2": STEP_AUDIO2_PIPELINE,
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"step_audio_2_asr": STEP_AUDIO2_ASR_PIPELINE,
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@@ -1,6 +1,8 @@
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# Deploy config for Qwen3-Omni-MoE thinker-only checkpoints.
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# Deploy config for Qwen3-Omni-MoE thinker-only (text output, no talker/code2wav).
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# Works for Captioner/Thinking checkpoints and for Instruct weights when this
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# YAML is passed via --deploy-config (pipeline key forces the single-stage topology).
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# Verified on 2x H100-80G GPUs.
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pipeline: qwen3_omni_moe
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pipeline: qwen3_omni_moe_thinker_only
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distributed_executor_backend: mp
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enable_prefix_caching: true
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