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[MiMo-Audio] Bugfix tp lg than 1#1688

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hsliuustc0106 merged 11 commits intovllm-project:mainfrom
qibaoyuan:bugfix_tp_lg_than_1
Mar 6, 2026
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[MiMo-Audio] Bugfix tp lg than 1#1688
hsliuustc0106 merged 11 commits intovllm-project:mainfrom
qibaoyuan:bugfix_tp_lg_than_1

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@qibaoyuan qibaoyuan commented Mar 5, 2026

bugfix for the issue: #1612

Purpose

When serving MiMo-Audio with vLLM-Omni, enabling tensor parallelism (tensor_parallel_size > 1, e.g., TP=4) makes inference unstable and frequently crashes. The Stage-0 fused_thinker_talker path triggers CUDA failures (e.g., torch.AcceleratorError: CUDA error: device-side assert triggered)

In this PR we solve this problem by setting gather_output=True in ColumnParallelLinear.

Test Plan

set tensor_parallel_size>1 in mimo_audio.yaml or mimo_audio_async_chunk.yaml:

devices: "0,1,2,3"     
tensor_parallel_size: 4

serving:

vllm-omni serve XiaomiMiMo/MiMo-Audio-7B-Instruct --omni \
--served-model-name "MiMo-Audio-7B-Instruct"  \
--chat-template .examples/online_serving/mimo_audio/chat_template.jinja  \
--port 8091 --stage-configs-path ./model_executor/stage_configs/mimo_audio_async_chunk.yaml

Test Result


[   0.64s][req 0_chatcmpl-970d41941e130176] 把
[   0.88s][req 0_chatcmpl-970d41941e130176] 猪
[   0.90s][req 0_chatcmpl-970d41941e130176] 血
[   0.93s][req 0_chatcmpl-970d41941e130176] 肠

[   0.95s][req 0_chatcmpl-970d41941e130176] Audio saved to .//multi_audios/1/chatcmpl-970d41941e130176/audio_0.wav
[   0.95s][req 0_chatcmpl-970d41941e130176] 、
[   0.97s][req 0_chatcmpl-970d41941e130176] 五


performance:
Throughput (length of audio generated / time cost):

  • gpu="0", tp=1 → throughput = 1.38

  • gpu="0,1", tp=2 → throughput = 2.069

Conclusion:
Using tp=2 increases the throughput by about 50%(2.069/1.38-1) compared to tp=1


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  • The purpose of the PR, such as "Fix some issue (link existing issues this PR will resolve)".
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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)

qibaoyuan and others added 9 commits March 3, 2026 19:07
Signed-off-by: 齐保元 <qibaoyuan@xiaomi.com>
Signed-off-by: 齐保元 <qibaoyuan@xiaomi.com>
Signed-off-by: 齐保元 <qibaoyuan@xiaomi.com>
Signed-off-by: 齐保元 <qibaoyuan@xiaomi.com>
Signed-off-by: 齐保元 <qibaoyuan@xiaomi.com>
Signed-off-by: 齐保元 <qibaoyuan@xiaomi.com>
@qibaoyuan qibaoyuan requested a review from hsliuustc0106 as a code owner March 5, 2026 12:10
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model_arch: MiMoAudioForConditionalGeneration
worker_type: ar
scheduler_cls: vllm_omni.core.sched.omni_ar_scheduler.OmniARScheduler
tensor_parallel_size: 1
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P2 Badge Allow CLI tensor parallel overrides for MiMo stage configs

Hard-coding tensor_parallel_size: 1 here makes --tensor-parallel-size (or other base engine overrides) ineffective for the default MiMo stage config, because stage-level engine_args override base args in load_stage_configs_from_yaml (OmegaConf.merge(base_engine_args_tmp, stage_arg.engine_args)). This silently forces single-GPU execution unless users manually edit YAML, which undermines the TP>1 fix path and can invalidate multi-GPU experiment setups (the same regression is also introduced in mimo_audio_async_chunk.yaml).

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@hsliuustc0106 hsliuustc0106 changed the title Bugfix tp lg than 1 [MiMo-Audio] Bugfix tp lg than 1 Mar 5, 2026
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do we have any perf comparison?

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Review

Rating: 8.5/10 | Verdict: ✅ Approved

Summary

Minimal and effective fix for MiMo-Audio TP>1 stability issue. The root cause is properly identified (missing gather_output=True in ColumnParallelLinear layers) and the fix follows established patterns used in other models (e.g., flux2_klein).

Highlights

  • ✅ Root cause correctly identified and linked to issue #1612
  • ✅ Minimal change (7 lines) with clear impact
  • ✅ Follows existing codebase patterns (gather_output=True used in flux2_klein)
  • ✅ Tested with TP=4 and provides working test results
  • ✅ Updates both sync and async chunk config files

Minor Suggestions (non-blocking)

  1. Missing regression test: Consider adding a unit test or integration test that verifies TP>1 works without crashes. Even a simple smoke test would help prevent regression.

  2. Root cause explanation: The PR description could benefit from explaining WHY gather_output=True fixes the issue. A brief note about tensor parallel output handling would help future maintainers.

  3. Config inconsistency: The YAML files set tensor_parallel_size: 1 by default, but the PR title says "tp>1 support". Consider adding a comment explaining that users must change this value to enable TP.

Recommendation

Ready to merge. The fix is correct and tested. Suggestions can be addressed in follow-up if needed.


Reviewed by OpenClaw with vllm-omni-skills 🦐

Comment thread vllm_omni/model_executor/models/mimo_audio/mimo_audio_llm.py
Comment thread vllm_omni/model_executor/stage_configs/mimo_audio.yaml Outdated
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do we have any perf comparison?

Using tp=2 increases the throughput by about 50%(2.069/1.38-1) compared to tp=1 , as detailed above.

Signed-off-by: 齐保元 <qibaoyuan@xiaomi.com>
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btw, do you consider to add test for this model acc and perf?

@hsliuustc0106 hsliuustc0106 added the ready label to trigger buildkite CI label Mar 6, 2026
@hsliuustc0106 hsliuustc0106 merged commit 32fd084 into vllm-project:main Mar 6, 2026
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btw, do you consider to add test for this model acc and perf?

Yes, we will create a new PR to add tests for mimo-audio.

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
lishunyang12 pushed a commit to lishunyang12/vllm-omni that referenced this pull request Mar 11, 2026
Signed-off-by: 齐保元 <qibaoyuan@xiaomi.com>
Signed-off-by: lishunyang <lishunyang12@163.com>
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