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[bugfix] Fix unexpected argument 'is_finished' in function llm2code2wav_async_chunk of mimo-audio#1570

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Gaohan123 merged 7 commits intovllm-project:mainfrom
qibaoyuan:fix-async
Mar 2, 2026
Merged

[bugfix] Fix unexpected argument 'is_finished' in function llm2code2wav_async_chunk of mimo-audio#1570
Gaohan123 merged 7 commits intovllm-project:mainfrom
qibaoyuan:fix-async

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@qibaoyuan qibaoyuan commented Feb 28, 2026

bug: #1569

PLEASE FILL IN THE PR DESCRIPTION HERE ENSURING ALL CHECKLIST ITEMS (AT THE BOTTOM) HAVE BEEN CONSIDERED.

Purpose

Fix unexpected argument 'is_finished' in function llm2code2wav_async_chunk of mimo-audio:
(EngineCore_DP0 pid=51408) [Stage-0] ERROR 02-28 16:59:52 [chunk_transfer_adapter.py:213] Failed to use custom_process_input_func for payload extraction: llm2code2wav_async_chunk() got an unexpected keyword argument 'is_finished'

Test Plan

serving:

vllm-omni serve XiaomiMiMo/MiMo-Audio-7B-Instruct --omni \
--chat-template ./examples/online_serving/mimo_audio/chat_template.jinja  \
--stage-configs-path model_executor/stage_configs/mimo_audio_async_chunk.yaml

client:

python examples/online_serving/mimo_audio/openai_chat_completion_client_for_multimodal_generation.py --stream

Test Result

[  32.16s][req 0_chatcmpl-bc7df29b6f1f58d1] 需要
[  32.42s][req 0_chatcmpl-bc7df29b6f1f58d1] 更
[  32.44s][req 0_chatcmpl-bc7df29b6f1f58d1] 精确
[  32.47s][req 0_chatcmpl-bc7df29b6f1f58d1] 的数据

Essential Elements of an Effective PR Description Checklist
  • The purpose of the PR, such as "Fix some issue (link existing issues this PR will resolve)".
  • The test plan. Please provide the test scripts & test commands. Please state the reasons if your codes don't require additional test scripts. For test file guidelines, please check the test style doc
  • The test results. Please paste the results comparison before and after, or the e2e results.
  • (Optional) The necessary documentation update, such as updating supported_models.md and examples for a new model. Please run mkdocs serve to sync the documentation editions to ./docs.
  • (Optional) Release notes update. If your change is user-facing, please update the release notes draft.

BEFORE SUBMITTING, PLEASE READ https://github.com/vllm-project/vllm-omni/blob/main/CONTRIBUTING.md (anything written below this line will be removed by GitHub Actions)

sync with upstream

Signed-off-by: Baoyuan Qi <qibaoyuan@126.com>
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💡 Codex Review

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Comment thread vllm_omni/model_executor/stage_input_processors/mimo_audio.py Outdated
Fix type hint for pooling_output parameter

Signed-off-by: Baoyuan Qi <qibaoyuan@126.com>
Accumulates codes in connector per request_id,
returns payload only when chunk_size is full or request is finished; returns None when waiting.
"""
finished = bool(is_finished or request.is_finished())
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Currently, we use save_async. In high concurrency scenarios, if request.is_finished is used, the output audio may be truncated.

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it means use is_finished directly?

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only use is_finished, test passed.

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it means use is_finished directly?

it means use is_finished directly?

yes

Signed-off-by: 齐保元 <qibaoyuan@xiaomi.com>
Comment thread vllm_omni/model_executor/stage_input_processors/mimo_audio.py
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📝 PR Review Feedback

Thank you for fixing this issue! Here are some findings that need attention:

🔴 Critical: Indentation Error

Location: vllm_omni/model_executor/stage_input_processors/mimo_audio.py Lines 87-89

if not code_predictor_codes.any():
    if is_finished:
    return _make_finished_sentinel()   # ❌ Wrong indentation!

The return _make_finished_sentinel() statement is not properly indented under the if is_finished: block.

Suggested fix:

if not code_predictor_codes.any():
    if is_finished:
        return _make_finished_sentinel()  # ✅ Correct indentation
    return None

🟡 Medium Priority Issues

Issue Description
Callers need update The request parameter is still in the signature but no longer used. Callers should pass is_finished=request.is_finished()
Default value risk With is_finished=False as default, callers that don't update will cause streams to never terminate

🟢 Suggestions

  • Fix indentation error (required)
  • Verify all call sites pass the correct parameter
  • Update docstring to document the new is_finished parameter

Conclusion: The fix approach is correct ✅, but there's a critical indentation bug that must be fixed before merging.


Review by Claude Code via OpenClaw

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📝 PR Review Feedback

Thank you for fixing this issue! Here are some findings that need attention:

🔴 Critical: Indentation Error

Location: vllm_omni/model_executor/stage_input_processors/mimo_audio.py Lines 87-89

if not code_predictor_codes.any():
    if is_finished:
    return _make_finished_sentinel()   # ❌ Wrong indentation!

The return _make_finished_sentinel() statement is not properly indented under the if is_finished: block.

Suggested fix:

if not code_predictor_codes.any():
    if is_finished:
        return _make_finished_sentinel()  # ✅ Correct indentation
    return None

🟡 Medium Priority Issues

Issue Description
Callers need update The request parameter is still in the signature but no longer used. Callers should pass is_finished=request.is_finished()
Default value risk With is_finished=False as default, callers that don't update will cause streams to never terminate

🟢 Suggestions

  • Fix indentation error (required)
  • Verify all call sites pass the correct parameter
  • Update docstring to document the new is_finished parameter

Conclusion: The fix approach is correct ✅, but there's a critical indentation bug that must be fixed before merging.

Review by Claude Code via OpenClaw

Emmm, it seems that OpenClaw is doing something wrong.

  • There is no indentation error — this must be a mistake.
  • There’s no need to include this in the Medium Priority Issues section.

@amy-why-3459
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LGTM

@Gaohan123 Gaohan123 added the ready label to trigger buildkite CI label Mar 2, 2026
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LGTM, thanks!

@Gaohan123 Gaohan123 merged commit f371f7b into vllm-project:main Mar 2, 2026
7 checks passed
yJader pushed a commit to omni-nicelab/vllm-omni-batching that referenced this pull request Mar 3, 2026
…av_async_chunk of mimo-audio (vllm-project#1570)

Signed-off-by: Baoyuan Qi <qibaoyuan@126.com>
Signed-off-by: 齐保元 <qibaoyuan@xiaomi.com>
hsliuustc0106 added a commit to hsliuustc0106/vllm-omni-skills that referenced this pull request Mar 4, 2026
### vllm-omni-perf
- Source: [PR #1619](vllm-project/vllm-omni#1619) - [Bugfix] Fix Qwen3-TTS code predictor crash due to missing vLLM config context
- Changes:
  - Bug fix: [Bugfix] Fix Qwen3-TTS code predictor crash due to missing vLLM config context

### vllm-omni-contrib
- Source: [PR #1615](vllm-project/vllm-omni#1615) - [Doc] Fix links in the configuration doc
- Changes:
  - Bug fix: [Doc] Fix links in the configuration doc

### vllm-omni-perf
- Source: [PR #1609](vllm-project/vllm-omni#1609) - [Bugfix] Fix filepath resolution for model with subdir and GLM-Image generation
- Changes:
  - Bug fix: [Bugfix] Fix filepath resolution for model with subdir and GLM-Image generation

### vllm-omni-image-gen
- Source: [PR #1609](vllm-project/vllm-omni#1609) - [Bugfix] Fix filepath resolution for model with subdir and GLM-Image generation
- Changes:
  - Bug fix: [Bugfix] Fix filepath resolution for model with subdir and GLM-Image generation
- Additions:
  - GLM-Image
  - GLM-Image
  - GLM-Image
  - GLM-Image
  - GLM-Image
  - GLM-Image
  - GLM-Image
  - GLM-Image

### vllm-omni-api
- Source: [PR #1609](vllm-project/vllm-omni#1609) - [Bugfix] Fix filepath resolution for model with subdir and GLM-Image generation
- Changes:
  - Bug fix: [Bugfix] Fix filepath resolution for model with subdir and GLM-Image generation

### vllm-omni-serving
- Source: [PR #1602](vllm-project/vllm-omni#1602) - [Bugfix] fix kernel error for qwen3-omni
- Changes:
  - Bug fix: [Bugfix] fix kernel error for qwen3-omni

### vllm-omni-perf
- Source: [PR #1598](vllm-project/vllm-omni#1598) - [BugFix] Fix load_weights error when loading HunyuanImage3.0
- Changes:
  - Bug fix: [BugFix] Fix load_weights error when loading HunyuanImage3.0

### vllm-omni-image-gen
- Source: [PR #1598](vllm-project/vllm-omni#1598) - [BugFix] Fix load_weights error when loading HunyuanImage3.0
- Changes:
  - Bug fix: [BugFix] Fix load_weights error when loading HunyuanImage3.0
- Additions:
  - HunyuanImage3
  - HunyuanImage3Pipeline
  - HunyuanImage3
  - HunyuanImage-3
  - HunyuanImage-3
  - HunyuanImage-3
  - HunyuanImage3Pipeline
  - HunyuanImage3Pipeline
  - HunyuanImage3Pipeline
  - HunyuanImage3Pipeline
  - HunyuanImage3Pipeline
  - HunyuanImage3Pipeline
  - HunyuanImage3Pipeline
  - HunyuanImage3Pipeline
  - HunyuanImage-3

### vllm-omni-quantization
- Source: [PR #1598](vllm-project/vllm-omni#1598) - [BugFix] Fix load_weights error when loading HunyuanImage3.0
- Changes:
  - Bug fix: [BugFix] Fix load_weights error when loading HunyuanImage3.0

### vllm-omni-distributed
- Source: [PR #1598](vllm-project/vllm-omni#1598) - [BugFix] Fix load_weights error when loading HunyuanImage3.0
- Changes:
  - Bug fix: [BugFix] Fix load_weights error when loading HunyuanImage3.0

### vllm-omni-contrib
- Source: [PR #1576](vllm-project/vllm-omni#1576) - 0.16.0 release

### vllm-omni-audio-tts
- Source: [PR #1570](vllm-project/vllm-omni#1570) - [bugfix] Fix unexpected argument 'is_finished' in function llm2code2wav_async_chunk of mimo-audio
- Changes:
  - Bug fix: [bugfix] Fix unexpected argument 'is_finished' in function llm2code2wav_async_chunk of mimo-audio

### vllm-omni-api
- Source: [PR #1566](vllm-project/vllm-omni#1566) - [Bugfix] Import InputPreprocessor into Renderer
- Changes:
  - Bug fix: [Bugfix] Import InputPreprocessor into Renderer

### vllm-omni-perf
- Source: [PR #1565](vllm-project/vllm-omni#1565) - [BugFix]: fix a lot of bug
- Changes:
  - Bug fix: [BugFix]: fix a lot of bug

### vllm-omni-contrib
- Source: [PR #1564](vllm-project/vllm-omni#1564) - [NPU][Bugfix] Align GPU side and recover qwen3-tts
- Changes:
  - Bug fix: [NPU][Bugfix] Align GPU side and recover qwen3-tts

### vllm-omni-audio-tts
- Source: [PR #1564](vllm-project/vllm-omni#1564) - [NPU][Bugfix] Align GPU side and recover qwen3-tts
- Changes:
  - Bug fix: [NPU][Bugfix] Align GPU side and recover qwen3-tts

### vllm-omni-perf
- Source: [PR #1562](vllm-project/vllm-omni#1562) - [BugFix] Fix unexpected crash when init OmniDiffusion
- Changes:
  - Bug fix: [BugFix] Fix unexpected crash when init OmniDiffusion

### vllm-omni-api
- Source: [PR #1562](vllm-project/vllm-omni#1562) - [BugFix] Fix unexpected crash when init OmniDiffusion
- Changes:
  - Bug fix: [BugFix] Fix unexpected crash when init OmniDiffusion

### vllm-omni-quantization
- Source: [PR #1562](vllm-project/vllm-omni#1562) - [BugFix] Fix unexpected crash when init OmniDiffusion
- Changes:
  - Bug fix: [BugFix] Fix unexpected crash when init OmniDiffusion

### vllm-omni-distributed
- Source: [PR #1562](vllm-project/vllm-omni#1562) - [BugFix] Fix unexpected crash when init OmniDiffusion
- Changes:
  - Bug fix: [BugFix] Fix unexpected crash when init OmniDiffusion

### vllm-omni-api
- Source: [PR #1554](vllm-project/vllm-omni#1554) - fix(qwen3-tts): fix Base ICL voice clone producing corrupted audio
- Changes:
  - Bug fix: fix(qwen3-tts): fix Base ICL voice clone producing corrupted audio

### vllm-omni-cicd
- Source: [PR #1543](vllm-project/vllm-omni#1543) - [CI] Modify some CI test cases to run on L4 environment to reduce H100 resource usage.

### vllm-omni-perf
- Source: [PR #1540](vllm-project/vllm-omni#1540) - Fix no embed text spk tokens
- Changes:
  - Bug fix: Fix no embed text spk tokens

### vllm-omni-distributed
- Source: [PR #1540](vllm-project/vllm-omni#1540) - Fix no embed text spk tokens
- Changes:
  - Bug fix: Fix no embed text spk tokens

### vllm-omni-perf
- Source: [PR #1539](vllm-project/vllm-omni#1539) - [Debug] Enable curl retry aligned with openai

### vllm-omni-quantization
- Source: [PR #1539](vllm-project/vllm-omni#1539) - [Debug] Enable curl retry aligned with openai

### vllm-omni-distributed
- Source: [PR #1539](vllm-project/vllm-omni#1539) - [Debug] Enable curl retry aligned with openai

### vllm-omni-image-gen
- Source: [PR #1538](vllm-project/vllm-omni#1538) - [CI][skip ci]Update H100 image link based on #1518

### vllm-omni-perf
- Source: [PR #1536](vllm-project/vllm-omni#1536) - [Bugfix] Fix transformers 5.x compat issues in online TTS serving
- Changes:
  - Bug fix: [Bugfix] Fix transformers 5.x compat issues in online TTS serving

### vllm-omni-serving
- Source: [PR #1536](vllm-project/vllm-omni#1536) - [Bugfix] Fix transformers 5.x compat issues in online TTS serving
- Changes:
  - Bug fix: [Bugfix] Fix transformers 5.x compat issues in online TTS serving

### vllm-omni-cicd
- Source: [PR #1534](vllm-project/vllm-omni#1534) - [Debug] Merge vllm pull 35368

### vllm-omni-contrib
- Source: [PR #1530](vllm-project/vllm-omni#1530) - [Docs] update async chunk docs diagram [skip ci]

### vllm-omni-distributed
- Source: [PR #1524](vllm-project/vllm-omni#1524) - [BugFix] Restore talker's config
- Changes:
  - Bug fix: [BugFix] Restore talker's config

### vllm-omni-api
- Source: [PR #1522](vllm-project/vllm-omni#1522) - [Bugfix] Use uds for zmq address if not set --stage-id
- Changes:
  - New feature: [Bugfix] Use uds for zmq address if not set --stage-id

### vllm-omni-perf
- Source: [PR #1521](vllm-project/vllm-omni#1521) - Revert gpu_1 job to use regular image

### vllm-omni-perf
- Source: [PR #1518](vllm-project/vllm-omni#1518) - Use pull through cache image for H100 pool

### vllm-omni-perf
- Source: [PR #1515](vllm-project/vllm-omni#1515) - [Bugfix] fix offline text_to_image error from #1009
- Changes:
  - Bug fix: [Bugfix] fix offline text_to_image error from #1009

### vllm-omni-image-gen
- Source: [PR #1515](vllm-project/vllm-omni#1515) - [Bugfix] fix offline text_to_image error from #1009
- Changes:
  - Bug fix: [Bugfix] fix offline text_to_image error from #1009
- Additions:
  - num-images-per-prompt

### vllm-omni-quantization
- Source: [PR #1515](vllm-project/vllm-omni#1515) - [Bugfix] fix offline text_to_image error from #1009
- Changes:
  - Bug fix: [Bugfix] fix offline text_to_image error from #1009

### vllm-omni-distributed
- Source: [PR #1515](vllm-project/vllm-omni#1515) - [Bugfix] fix offline text_to_image error from #1009
- Changes:
  - Bug fix: [Bugfix] fix offline text_to_image error from #1009

### vllm-omni-api
- Source: [PR #1509](vllm-project/vllm-omni#1509) - [Chore] remove unused logger in omni_diffusion (#531)

### vllm-omni-perf
- Source: [PR #1505](vllm-project/vllm-omni#1505) - [Doc] Update installation instructions for vllm 0.16.0

### vllm-omni-quantization
- Source: [PR #1505](vllm-project/vllm-omni#1505) - [Doc] Update installation instructions for vllm 0.16.0

### vllm-omni-distributed
- Source: [PR #1505](vllm-project/vllm-omni#1505) - [Doc] Update installation instructions for vllm 0.16.0

### vllm-omni-contrib
- Source: [PR #1505](vllm-project/vllm-omni#1505) - [Doc] Update installation instructions for vllm 0.16.0

### vllm-omni-video-gen
- Source: [PR #1504](vllm-project/vllm-omni#1504) - [Feature][Wan2.2] Speed up diffusion model startup by multi-thread weight loading
- Changes:
  - New feature: [Feature][Wan2.2] Speed up diffusion model startup by multi-thread weight loading

### vllm-omni-perf
- Source: [PR #1504](vllm-project/vllm-omni#1504) - [Feature][Wan2.2] Speed up diffusion model startup by multi-thread weight loading
- Changes:
  - New feature: [Feature][Wan2.2] Speed up diffusion model startup by multi-thread weight loading

### vllm-omni-api
- Source: [PR #1504](vllm-project/vllm-omni#1504) - [Feature][Wan2.2] Speed up diffusion model startup by multi-thread weight loading
- Changes:
  - New feature: [Feature][Wan2.2] Speed up diffusion model startup by multi-thread weight loading

### vllm-omni-cicd
- Source: [PR #1504](vllm-project/vllm-omni#1504) - [Feature][Wan2.2] Speed up diffusion model startup by multi-thread weight loading
- Changes:
  - New feature: [Feature][Wan2.2] Speed up diffusion model startup by multi-thread weight loading

### vllm-omni-contrib
- Source: [PR #1500](vllm-project/vllm-omni#1500) - [ROCm] [CI] [Docker] Point to use the latest vLLM v0.16.0 stable version

### vllm-omni-cicd
- Source: [PR #1492](vllm-project/vllm-omni#1492) - [Platform] Enable layerwise offload on all hardware

### vllm-omni-image-gen
- Source: [PR #1491](vllm-project/vllm-omni#1491) - [CI] Update Dockerfile for vllm-omni CI image and remove obsolete dep…

### vllm-omni-cicd
- Source: [PR #1488](vllm-project/vllm-omni#1488) - [XPU][NPU][ROCM] enable cpu_offloading flag for non_cuda

### vllm-omni-audio-tts
- Source: [PR #1482](vllm-project/vllm-omni#1482) - [Fix][Chore] Qwen3-TTS Modeling Minor Code Sanity Improvements
- Changes:
  - Bug fix: [Fix][Chore] Qwen3-TTS Modeling Minor Code Sanity Improvements

### vllm-omni-perf
- Source: [PR #1468](vllm-project/vllm-omni#1468) - [BugFix] process request.num_cached_tokens if it equals to the initial value
- Changes:
  - Bug fix: [BugFix] process request.num_cached_tokens if it equals to the initial value

### vllm-omni-audio-tts
- Source: [PR #1455](vllm-project/vllm-omni#1455) - [Bugfix] Fix case-sensitive task_type matching in Qwen3TTSModelForGeneration
- Changes:
  - Bug fix: [Bugfix] Fix case-sensitive task_type matching in Qwen3TTSModelForGeneration

### vllm-omni-cicd
- Source: [PR #1449](vllm-project/vllm-omni#1449) - [Test] Reduce Perf test case and fix modify stage config
- Changes:
  - Bug fix: [Test] Reduce Perf test case and fix modify stage config

### vllm-omni-cicd
- Source: [PR #1448](vllm-project/vllm-omni#1448) - [Bugfix] Race condition in MultiprocExecutor when concurent access to Scheduler
- Changes:
  - Bug fix: [Bugfix] Race condition in MultiprocExecutor when concurent access to Scheduler

### vllm-omni-cicd
- Source: [PR #1438](vllm-project/vllm-omni#1438) - [Qwen3TTS][Feat] Streaming output
- Changes:
  - New feature: [Qwen3TTS][Feat] Streaming output

### vllm-omni-api
- Source: [PR #1438](vllm-project/vllm-omni#1438) - [Qwen3TTS][Feat] Streaming output
- Changes:
  - New feature: [Qwen3TTS][Feat] Streaming output

### vllm-omni-contrib
- Source: [PR #1438](vllm-project/vllm-omni#1438) - [Qwen3TTS][Feat] Streaming output
- Changes:
  - New feature: [Qwen3TTS][Feat] Streaming output

### vllm-omni-audio-tts
- Source: [PR #1438](vllm-project/vllm-omni#1438) - [Qwen3TTS][Feat] Streaming output
- Changes:
  - New feature: [Qwen3TTS][Feat] Streaming output

### vllm-omni-cicd
- Source: [PR #1435](vllm-project/vllm-omni#1435) - [Doc][Test][Misc] ComfyUI test, more screenshot, and code cleaning

### vllm-omni-video-gen
- Source: [PR #1433](vllm-project/vllm-omni#1433) - [Debug] Multi-Request for Qwen 3 Omni use_audio_in_video

### vllm-omni-audio-tts
- Source: [PR #1433](vllm-project/vllm-omni#1433) - [Debug] Multi-Request for Qwen 3 Omni use_audio_in_video
hsliuustc0106 added a commit to hsliuustc0106/vllm-omni-skills that referenced this pull request Mar 7, 2026
### vllm-omni-api
- Source: [PR #1724](vllm-project/vllm-omni#1724) - Revert "[Profile] Adding metrics for Diffusion/DiT Single diffusion Pipeline (#668)"
- Changes:
  - New feature: Revert "[Profile] Adding metrics for Diffusion/DiT Single diffusion Pipeline (#668)"

### vllm-omni-contrib
- Source: [PR #1724](vllm-project/vllm-omni#1724) - Revert "[Profile] Adding metrics for Diffusion/DiT Single diffusion Pipeline (#668)"
- Changes:
  - New feature: Revert "[Profile] Adding metrics for Diffusion/DiT Single diffusion Pipeline (#668)"

### vllm-omni-api
- Source: [PR #1716](vllm-project/vllm-omni#1716) - [Feature]:  Add vae-patch-parallel CLI argument in online serving
- Changes:
  - New feature: [Feature]:  Add vae-patch-parallel CLI argument in online serving

### vllm-omni-contrib
- Source: [PR #1716](vllm-project/vllm-omni#1716) - [Feature]:  Add vae-patch-parallel CLI argument in online serving
- Changes:
  - New feature: [Feature]:  Add vae-patch-parallel CLI argument in online serving

### vllm-omni-contrib
- Source: [PR #1693](vllm-project/vllm-omni#1693) - [skip CI][Docs] Add TTS model developer guide
- Changes:
  - New feature: [skip CI][Docs] Add TTS model developer guide

### vllm-omni-audio-tts
- Source: [PR #1688](vllm-project/vllm-omni#1688) - [MiMo-Audio] Bugfix tp lg than 1
- Changes:
  - Bug fix: [MiMo-Audio] Bugfix tp lg than 1

### vllm-omni-distributed
- Source: [PR #1688](vllm-project/vllm-omni#1688) - [MiMo-Audio] Bugfix tp lg than 1
- Changes:
  - Bug fix: [MiMo-Audio] Bugfix tp lg than 1

### vllm-omni-perf
- Source: [PR #1688](vllm-project/vllm-omni#1688) - [MiMo-Audio] Bugfix tp lg than 1
- Changes:
  - Bug fix: [MiMo-Audio] Bugfix tp lg than 1

### vllm-omni-perf
- Source: [PR #1687](vllm-project/vllm-omni#1687) - [BugFix] Return proper HTTP status for ErrorResponse in create_speech
- Changes:
  - Bug fix: [BugFix] Return proper HTTP status for ErrorResponse in create_speech

### vllm-omni-distributed
- Source: [PR #1687](vllm-project/vllm-omni#1687) - [BugFix] Return proper HTTP status for ErrorResponse in create_speech
- Changes:
  - Bug fix: [BugFix] Return proper HTTP status for ErrorResponse in create_speech

### vllm-omni-api
- Source: [PR #1687](vllm-project/vllm-omni#1687) - [BugFix] Return proper HTTP status for ErrorResponse in create_speech
- Changes:
  - Bug fix: [BugFix] Return proper HTTP status for ErrorResponse in create_speech
- Additions:
  - `/v1/audio/speech`

### vllm-omni-quantization
- Source: [PR #1687](vllm-project/vllm-omni#1687) - [BugFix] Return proper HTTP status for ErrorResponse in create_speech
- Changes:
  - Bug fix: [BugFix] Return proper HTTP status for ErrorResponse in create_speech

### vllm-omni-cicd
- Source: [PR #1683](vllm-project/vllm-omni#1683) - [CI] Remove high concurrency tests before issue #1374 fixed.
- Changes:
  - Bug fix: [CI] Remove high concurrency tests before issue #1374 fixed.

### vllm-omni-audio-tts
- Source: [PR #1678](vllm-project/vllm-omni#1678) - Add non-async chunk support for Qwen3-TTS
- Changes:
  - New feature: Add non-async chunk support for Qwen3-TTS

### vllm-omni-cicd
- Source: [PR #1678](vllm-project/vllm-omni#1678) - Add non-async chunk support for Qwen3-TTS
- Changes:
  - New feature: Add non-async chunk support for Qwen3-TTS

### vllm-omni-cicd
- Source: [PR #1677](vllm-project/vllm-omni#1677) - Replace hard-coded cuda generator with current_omni_platform.device_type

### vllm-omni-perf
- Source: [PR #1677](vllm-project/vllm-omni#1677) - Replace hard-coded cuda generator with current_omni_platform.device_type

### vllm-omni-serving
- Source: [PR #1675](vllm-project/vllm-omni#1675) - [Misc] remove logits_processor_pattern this field, because vllm have …

### vllm-omni-cicd
- Source: [PR #1666](vllm-project/vllm-omni#1666) - [Cleanup] Move cosyvoice3 tests to model subdirectory

### vllm-omni-audio-tts
- Source: [PR #1664](vllm-project/vllm-omni#1664) - [Bugfix] Fix all-silence TTS output: use float32 for speech tokenizer decoder
- Changes:
  - Bug fix: [Bugfix] Fix all-silence TTS output: use float32 for speech tokenizer decoder

### vllm-omni-cicd
- Source: [PR #1664](vllm-project/vllm-omni#1664) - [Bugfix] Fix all-silence TTS output: use float32 for speech tokenizer decoder
- Changes:
  - Bug fix: [Bugfix] Fix all-silence TTS output: use float32 for speech tokenizer decoder

### vllm-omni-distributed
- Source: [PR #1656](vllm-project/vllm-omni#1656) - [Optimize][Qwen3-Omni] Reduce inter-packet latency in async chunk

### vllm-omni-contrib
- Source: [PR #1656](vllm-project/vllm-omni#1656) - [Optimize][Qwen3-Omni] Reduce inter-packet latency in async chunk

### vllm-omni-quantization
- Source: [PR #1652](vllm-project/vllm-omni#1652) - [UX] Add progress bar for diffusion models
- Changes:
  - New feature: [UX] Add progress bar for diffusion models

### vllm-omni-perf
- Source: [PR #1652](vllm-project/vllm-omni#1652) - [UX] Add progress bar for diffusion models
- Changes:
  - New feature: [UX] Add progress bar for diffusion models

### vllm-omni-distributed
- Source: [PR #1651](vllm-project/vllm-omni#1651) - docs: Announce vllm-omni-skills community project

### vllm-omni-quantization
- Source: [PR #1651](vllm-project/vllm-omni#1651) - docs: Announce vllm-omni-skills community project

### vllm-omni-perf
- Source: [PR #1651](vllm-project/vllm-omni#1651) - docs: Announce vllm-omni-skills community project

### vllm-omni-contrib
- Source: [PR #1649](vllm-project/vllm-omni#1649) - [Misc] update wechat

### vllm-omni-perf
- Source: [PR #1642](vllm-project/vllm-omni#1642) - [chore] add _repeated_blocks for regional compilation support
- Changes:
  - New feature: [chore] add _repeated_blocks for regional compilation support

### vllm-omni-api
- Source: [PR #1641](vllm-project/vllm-omni#1641) - [Bugfix] Add TTS request validation to prevent engine crashes
- Changes:
  - New feature: [Bugfix] Add TTS request validation to prevent engine crashes

### vllm-omni-cicd
- Source: [PR #1641](vllm-project/vllm-omni#1641) - [Bugfix] Add TTS request validation to prevent engine crashes
- Changes:
  - New feature: [Bugfix] Add TTS request validation to prevent engine crashes

### vllm-omni-image-gen
- Source: [PR #1640](vllm-project/vllm-omni#1640) - [FP8 Quantization] Add FP8 quantization support for Flux transformer
- Changes:
  - New feature: [FP8 Quantization] Add FP8 quantization support for Flux transformer
- Additions:
  - text-to-image
  - Text-to-Image
  - Flux

### vllm-omni-quantization
- Source: [PR #1640](vllm-project/vllm-omni#1640) - [FP8 Quantization] Add FP8 quantization support for Flux transformer
- Changes:
  - New feature: [FP8 Quantization] Add FP8 quantization support for Flux transformer
- Additions:
  - FP8 support or improvements

### vllm-omni-contrib
- Source: [PR #1640](vllm-project/vllm-omni#1640) - [FP8 Quantization] Add FP8 quantization support for Flux transformer
- Changes:
  - New feature: [FP8 Quantization] Add FP8 quantization support for Flux transformer

### vllm-omni-perf
- Source: [PR #1640](vllm-project/vllm-omni#1640) - [FP8 Quantization] Add FP8 quantization support for Flux transformer
- Changes:
  - New feature: [FP8 Quantization] Add FP8 quantization support for Flux transformer

### vllm-omni-contrib
- Source: [PR #1631](vllm-project/vllm-omni#1631) - [BugFix] Fix LongCat Sequence Parallelism / Small Cleanup
- Changes:
  - Bug fix: [BugFix] Fix LongCat Sequence Parallelism / Small Cleanup

### vllm-omni-cicd
- Source: [PR #1628](vllm-project/vllm-omni#1628) - [Test][Qwen3-Omni]Modify Qwen3-Omni benchmark test cases

### vllm-omni-perf
- Source: [PR #1628](vllm-project/vllm-omni#1628) - [Test][Qwen3-Omni]Modify Qwen3-Omni benchmark test cases

### vllm-omni-perf
- Source: [PR #1619](vllm-project/vllm-omni#1619) - [Bugfix] Fix Qwen3-TTS code predictor crash due to missing vLLM config context
- Changes:
  - Bug fix: [Bugfix] Fix Qwen3-TTS code predictor crash due to missing vLLM config context

### vllm-omni-perf
- Source: [PR #1617](vllm-project/vllm-omni#1617) - [Refactor][Perf] Qwen3-TTS: re-prefill Code Predictor with torch.compile + enable Code2Wav decoder CUDA Graph
- Changes:
  - Performance improvement: [Refactor][Perf] Qwen3-TTS: re-prefill Code Predictor with torch.compile + enable Code2Wav decoder CUDA Graph

### vllm-omni-contrib
- Source: [PR #1615](vllm-project/vllm-omni#1615) - [Doc] Fix links in the configuration doc
- Changes:
  - Bug fix: [Doc] Fix links in the configuration doc

### vllm-omni-audio-tts
- Source: [PR #1614](vllm-project/vllm-omni#1614) - perf: replace per-element .item() GPU syncs with batch .tolist() in TTS code predictor
- Changes:
  - Performance improvement: perf: replace per-element .item() GPU syncs with batch .tolist() in TTS code predictor

### vllm-omni-perf
- Source: [PR #1614](vllm-project/vllm-omni#1614) - perf: replace per-element .item() GPU syncs with batch .tolist() in TTS code predictor
- Changes:
  - Performance improvement: perf: replace per-element .item() GPU syncs with batch .tolist() in TTS code predictor

### vllm-omni-image-gen
- Source: [PR #1609](vllm-project/vllm-omni#1609) - [Bugfix] Fix filepath resolution for model with subdir and GLM-Image generation
- Changes:
  - Bug fix: [Bugfix] Fix filepath resolution for model with subdir and GLM-Image generation
- Additions:
  - GLM-Image
  - GLM-Image
  - GLM-Image
  - GLM-Image
  - GLM-Image
  - GLM-Image
  - GLM-Image
  - GLM-Image

### vllm-omni-api
- Source: [PR #1609](vllm-project/vllm-omni#1609) - [Bugfix] Fix filepath resolution for model with subdir and GLM-Image generation
- Changes:
  - Bug fix: [Bugfix] Fix filepath resolution for model with subdir and GLM-Image generation

### vllm-omni-perf
- Source: [PR #1609](vllm-project/vllm-omni#1609) - [Bugfix] Fix filepath resolution for model with subdir and GLM-Image generation
- Changes:
  - Bug fix: [Bugfix] Fix filepath resolution for model with subdir and GLM-Image generation

### vllm-omni-contrib
- Source: [PR #1604](vllm-project/vllm-omni#1604) - [Model]: support Helios  from ByteDance

### vllm-omni-perf
- Source: [PR #1604](vllm-project/vllm-omni#1604) - [Model]: support Helios  from ByteDance

### vllm-omni-serving
- Source: [PR #1602](vllm-project/vllm-omni#1602) - [Bugfix] fix kernel error for qwen3-omni
- Changes:
  - Bug fix: [Bugfix] fix kernel error for qwen3-omni

### vllm-omni-distributed
- Source: [PR #1598](vllm-project/vllm-omni#1598) - [BugFix] Fix load_weights error when loading HunyuanImage3.0
- Changes:
  - Bug fix: [BugFix] Fix load_weights error when loading HunyuanImage3.0

### vllm-omni-image-gen
- Source: [PR #1598](vllm-project/vllm-omni#1598) - [BugFix] Fix load_weights error when loading HunyuanImage3.0
- Changes:
  - Bug fix: [BugFix] Fix load_weights error when loading HunyuanImage3.0
- Additions:
  - HunyuanImage3
  - HunyuanImage3Pipeline
  - HunyuanImage3
  - HunyuanImage-3
  - HunyuanImage-3
  - HunyuanImage-3
  - HunyuanImage3Pipeline
  - HunyuanImage3Pipeline
  - HunyuanImage3Pipeline
  - HunyuanImage3Pipeline
  - HunyuanImage3Pipeline
  - HunyuanImage3Pipeline
  - HunyuanImage3Pipeline
  - HunyuanImage3Pipeline
  - HunyuanImage-3

### vllm-omni-quantization
- Source: [PR #1598](vllm-project/vllm-omni#1598) - [BugFix] Fix load_weights error when loading HunyuanImage3.0
- Changes:
  - Bug fix: [BugFix] Fix load_weights error when loading HunyuanImage3.0

### vllm-omni-perf
- Source: [PR #1598](vllm-project/vllm-omni#1598) - [BugFix] Fix load_weights error when loading HunyuanImage3.0
- Changes:
  - Bug fix: [BugFix] Fix load_weights error when loading HunyuanImage3.0

### vllm-omni-audio-tts
- Source: [PR #1583](vllm-project/vllm-omni#1583) - [Feat][Qwen3TTS] reduce TTFA with flexible initial phase
- Changes:
  - New feature: [Feat][Qwen3TTS] reduce TTFA with flexible initial phase

### vllm-omni-api
- Source: [PR #1583](vllm-project/vllm-omni#1583) - [Feat][Qwen3TTS] reduce TTFA with flexible initial phase
- Changes:
  - New feature: [Feat][Qwen3TTS] reduce TTFA with flexible initial phase

### vllm-omni-cicd
- Source: [PR #1583](vllm-project/vllm-omni#1583) - [Feat][Qwen3TTS] reduce TTFA with flexible initial phase
- Changes:
  - New feature: [Feat][Qwen3TTS] reduce TTFA with flexible initial phase

### vllm-omni-contrib
- Source: [PR #1583](vllm-project/vllm-omni#1583) - [Feat][Qwen3TTS] reduce TTFA with flexible initial phase
- Changes:
  - New feature: [Feat][Qwen3TTS] reduce TTFA with flexible initial phase

### vllm-omni-api
- Source: [PR #1579](vllm-project/vllm-omni#1579) - [1/N][Refactor] Clean up dead code in output processor

### vllm-omni-serving
- Source: [PR #1579](vllm-project/vllm-omni#1579) - [1/N][Refactor] Clean up dead code in output processor

### vllm-omni-distributed
- Source: [PR #1578](vllm-project/vllm-omni#1578) - [Feature][Bagel] Add CFG parallel mode
- Changes:
  - New feature: [Feature][Bagel] Add CFG parallel mode

### vllm-omni-cicd
- Source: [PR #1578](vllm-project/vllm-omni#1578) - [Feature][Bagel] Add CFG parallel mode
- Changes:
  - New feature: [Feature][Bagel] Add CFG parallel mode

### vllm-omni-perf
- Source: [PR #1578](vllm-project/vllm-omni#1578) - [Feature][Bagel] Add CFG parallel mode
- Changes:
  - New feature: [Feature][Bagel] Add CFG parallel mode

### vllm-omni-contrib
- Source: [PR #1576](vllm-project/vllm-omni#1576) - 0.16.0 release

### vllm-omni-audio-tts
- Source: [PR #1570](vllm-project/vllm-omni#1570) - [bugfix] Fix unexpected argument 'is_finished' in function llm2code2wav_async_chunk of mimo-audio
- Changes:
  - Bug fix: [bugfix] Fix unexpected argument 'is_finished' in function llm2code2wav_async_chunk of mimo-audio

### vllm-omni-api
- Source: [PR #1566](vllm-project/vllm-omni#1566) - [Bugfix] Import InputPreprocessor into Renderer
- Changes:
  - Bug fix: [Bugfix] Import InputPreprocessor into Renderer

### vllm-omni-distributed
- Source: [PR #1539](vllm-project/vllm-omni#1539) - [Debug] Enable curl retry aligned with openai

### vllm-omni-quantization
- Source: [PR #1539](vllm-project/vllm-omni#1539) - [Debug] Enable curl retry aligned with openai

### vllm-omni-perf
- Source: [PR #1539](vllm-project/vllm-omni#1539) - [Debug] Enable curl retry aligned with openai

### vllm-omni-image-gen
- Source: [PR #1537](vllm-project/vllm-omni#1537) - [NPU] [Features] [Bugfix] Support mindiesd adaln
- Changes:
  - New feature: [NPU] [Features] [Bugfix] Support mindiesd adaln
- Additions:
  - mindiesd
  - mindiesd
  - Qwen-Image-Edit-2509
  - mindiesd
  - mindiesd
  - mindiesd
  - mindiesd

### vllm-omni-perf
- Source: [PR #1537](vllm-project/vllm-omni#1537) - [NPU] [Features] [Bugfix] Support mindiesd adaln
- Changes:
  - New feature: [NPU] [Features] [Bugfix] Support mindiesd adaln

### vllm-omni-serving
- Source: [PR #1536](vllm-project/vllm-omni#1536) - [Bugfix] Fix transformers 5.x compat issues in online TTS serving
- Changes:
  - Bug fix: [Bugfix] Fix transformers 5.x compat issues in online TTS serving

### vllm-omni-perf
- Source: [PR #1536](vllm-project/vllm-omni#1536) - [Bugfix] Fix transformers 5.x compat issues in online TTS serving
- Changes:
  - Bug fix: [Bugfix] Fix transformers 5.x compat issues in online TTS serving
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