anodyine/vllm-omni
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9678ae58cf5722ceef1f4dfc1b1ebaca5bb9632f
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344 Commits
Author SHA1 Message Date
Taichang ZhouandClaude Opus 4.8 9678ae58cf [MR V2] Migrate to Model Runner V2 
Squashed migration rebased onto current main. Collapses the 46-commit
dev/migrate-MR-v2 history (10 merge commits + superseded pre-rebase work)
into a single commit, so the diff reflects only the genuine MR-V2 feature
(worker_v2/ runners + model_states, omni schedulers, stage engine pipeline,
pooling_output serialization bridge). Content already merged to main
separately (step_audio2, tts_adapters, npu/_310p, etc.) drops out.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
 2026-06-20 07:19:40 +00:00
Yueqian LinSy03Hongsheng Liu
 		cead615288 [Bugfix][Qwen3-Omni] Fix Code2Wav CUDA-graph output length surplus (#4466) (#4525) 
Signed-off-by: Yueqian Lin <linyueqian@outlook.com>
Co-authored-by: Sy03 <1370724210@qq.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
 2026-06-19 23:58:45 -07:00
Zhengyuan Su (苏政渊)andClaude Opus 4.8 2d0b1d8a29 [Diffusion] add GR00T-N1.7 pipeline with OpenPI serving (#3798) 
Signed-off-by: Zhengyuan Su <su.zhengyuan@u.nus.edu>
Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
 2026-06-20 11:45:26 +08:00
Yueqian Lin 208932210f [Chore][TTS] Reference recipes.vllm.ai recipes, remove dead code, and fix stale references (#4567) 
Signed-off-by: Yueqian Lin <linyueqian@outlook.com>
 2026-06-19 15:05:26 +08:00
yangyonggit 63ba11b8b1 [Perf] Stacked audio ops: batched matmul and embedding gather in MOSS-TTS talker (#4230) 
Signed-off-by: leo.yang <leo.yang.engineer@gmail.com>
 2026-06-19 00:38:32 +00:00
yangyonggitandYueqian Lin 1228a109f0 [Bugfix] MOSS-TTS: fix cross-request audio corruption under batching (#4415) 
Signed-off-by: leo.yang <leo.yang.engineer@gmail.com>
Co-authored-by: Yueqian Lin <70319226+linyueqian@users.noreply.github.com>
 2026-06-18 18:11:51 +00:00
akshatvishu d78a92ec54 [bugfix] Shim PreTrainedModel._tp_plan to fix MOSS-TTS-Nano load crash (#4398) 
Signed-off-by: akshatvishu <akshatnayak197@gmail.com>
 2026-06-17 17:17:03 +08:00
akshatvishu d8a72be206 fix(models): remove invalid sampling_metadata parameter from logits_processor (#4456) 
Signed-off-by: akshatvishu <akshatnayak197@gmail.com>
 2026-06-16 14:41:40 +08:00
Yuekai ZhangandClaude Opus 4.8 dc14380796 [BugFix] higgs-audio-v3: load codec lazily under load_format=dummy (#4368) 
Signed-off-by: Yuekai Zhang <zhangyuekai@foxmail.com>
Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
 2026-06-16 14:07:16 +08:00
Zhou Taichang 7b837944a1 [Rebase] Rebase to vllm 0.23.0 (#4286) 
Signed-off-by: tzhouam <tzhouam@connect.ust.hk>
 2026-06-13 16:43:02 +00:00
Yueqian Lin d75a6433b4 [Refactor] TTS serving adapter framework + migrate TTS models (excl. ming_flash_omni) (#4330) 
Signed-off-by: Yueqian Lin <linyueqian@outlook.com>
 2026-06-13 04:22:54 +00:00
wuli666linyueqianwuli666
 		9bc8705c98 [New Model] Step-Audio2 (#464) 
Signed-off-by: linyueqian <linyueqian@outlook.com>
Signed-off-by: wuli666 <djjpro975@gmail.com>
Co-authored-by: linyueqian <linyueqian@outlook.com>
Co-authored-by: wuli666 <djjpro975@gmail.com>
 2026-06-13 01:00:33 +00:00
Henry JjjwClaude Fable 5Yueqian Lin
 		1733831f78 [Bugfix] Fix cross-request codes.ref leak in Qwen3-TTS make_omni_output (#4373) 
Signed-off-by: jjw <m@jjw.in>
Co-authored-by: jjw <m@jjw.in>
Co-authored-by: Claude Fable 5 <noreply@anthropic.com>
Co-authored-by: Yueqian Lin <70319226+linyueqian@users.noreply.github.com>
 2026-06-13 00:41:49 +00:00
zyz111222andCanlin Guo 6de0ca36bb [Hardware][Ascend] Adapt Qwen3 TTS for 310P (#4283) 
Signed-off-by: zouyizhou <zouyizhou@huawei.com>
Co-authored-by: Canlin Guo <canlinguosdu@gmail.com>
 2026-06-12 09:39:21 +00:00
tanhaoan333 aa59dc50c7 [bugfix]VoxCPM2 audio encoder adapt other than CUDA (#4374) 
Signed-off-by: tanhaoan333 <tanhaoan@huawei.com>
 2026-06-12 08:54:29 +00:00
Megha AgarwalCopilotHongsheng Liumeghaagr13Boao ShiTaichang ZhouCursor
 		8f869c8ea5 [Refactor] Output Processor Phase 2: separate multimodal output channel (#1601) (#2744) 
Signed-off-by: Megha Agarwal <agarwalmegha1308@gmail.com>
Signed-off-by: meghaagr13 <divyanshsinghvi@gmail.com>
Signed-off-by: Taichang Zhou <tzhouam@connect.ust.hk>
Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
Co-authored-by: meghaagr13 <divyanshsinghvi@gmail.com>
Co-authored-by: Boao Shi <aoibosh@connect.hku.hk>
Co-authored-by: Taichang Zhou <tzhouam@connect.ust.hk>
Co-authored-by: Cursor <cursoragent@cursor.com>
 2026-06-12 15:19:14 +08:00
yangyonggit a3834e32cf feat(moss-tts): add CUDA Graph support for codec decoder (#4157) 
Signed-off-by: leo.yang <leo.yang.engineer@gmail.com>
 2026-06-11 22:17:31 +00:00
Sy03Yueqian LinHongsheng Liu
 		e27fd46ab9 [Perf] Optimize Higgs Audio v3 serving (#4204) 
Signed-off-by: Sy03 <1370724210@qq.com>
Signed-off-by: Yueqian Lin <linyueqian@outlook.com>
Co-authored-by: Yueqian Lin <linyueqian@outlook.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
 2026-06-11 13:29:31 -07:00
tanhaoan333 e26f5cb918 [NPU] Support VoxCPM2 model (#4310) 
Signed-off-by: tanhaoan333 <tanhaoan@huawei.com>
 2026-06-11 14:12:06 +08:00
ChenWenjingandSy03 1fe267d6c9 [Bugfix][VoxCPM2] Fix VoxCPM2 concurrent speech quality (#4319) 
Signed-off-by: CHEN <116010019@link.cuhk.edu.cn>
Co-authored-by: Sy03 <1370724210@qq.com>
 2026-06-11 11:12:07 +08:00
Guanzhe (Leo) Huang c2b4564a67 [BugFix] moss_tts_nano: eager-init lm + audio_tokenizer in __init__ so load_format: dummy works (#3230) 
Signed-off-by: leohuang257 <masugchds@gmail.com>
 2026-06-10 20:50:53 +08:00
akshatvishuandHongsheng Liu 2fa4c7a4a9 [Model] Add Ming-omni-tts dense 0.5B pipeline (#2906) 
Signed-off-by: akshatvishu <akshatnayak197@gmail.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
 2026-06-10 20:11:04 +08:00
Yuekai ZhangandClaude Opus 4.8 f1bf544208 [Perf][TTS] Optimize cosyvoice TTFP and throughput using TensorRT (#4168) 
Signed-off-by: Yuekai Zhang <zhangyuekai@foxmail.com>
Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
 2026-06-10 16:42:34 +08:00
Juan Pablo ZuluagaJuanPZuluagaGao Han
 		57227dc7f3 [Perf][Bugfix] qwen3-tts hot path: prefix-cache OOM guards + talker/orchestrator micro-opts (#3689) 
Signed-off-by: JuanPZuluaga <juanz9312@gmal.com>
Co-authored-by: JuanPZuluaga <juanz9312@gmal.com>
Co-authored-by: Gao Han <hgaoaf@connect.ust.hk>
 2026-06-09 10:36:57 -07:00
Sy03 9c9d4ed4a8 [Fix][HiggsAudioV3] Fix ramp-down off-by-one crash and buffer state bugs in Stage0 talker (#4219) 
Signed-off-by: Sy03 <1370724210@qq.com>
 2026-06-08 17:33:20 +00:00
amy-why-3459 fc7393e485 [Refactor]Refactoring audio_in_video implementation (#3566) 
Signed-off-by: amy-why-3459 <wuhaiyan17@huawei.com>
 2026-06-08 14:14:02 +08:00
zzhzengchuangCanlin Guo
 		eb1b782dd1 [BugFix] fix hunyuan image3 offline cot (#4174) 
Signed-off-by: zzh <943967662@qq.com>
Signed-off-by: zengchuang <zengchuang3@huawei.com>
Co-authored-by: zengchuang <zengchuang3@huawei.com>
Co-authored-by: Canlin Guo <canlinguosdu@gmail.com>
 2026-06-08 10:58:44 +08:00
Yueqian Lin fce0f51089 [Perf][Higgs-Audio-V3] LRU cache for voice-clone ref-audio encode (#4200) 
Signed-off-by: Yueqian Lin <linyueqian@outlook.com>
 2026-06-07 03:09:16 +00:00
Yuekai ZhangandYueqian Lin 82e74ce972 [TTS][New Model] support bosonai/higgs-audio-v3-tts-4b (#4169) 
Signed-off-by: Yuekai Zhang <zhangyuekai@foxmail.com>
Signed-off-by: Yueqian Lin <linyueqian@outlook.com>
Co-authored-by: Yueqian Lin <linyueqian@outlook.com>
 2026-06-06 15:59:12 +00:00
Yaegaki1Erikaandreandeng 84569280b1 [Bugfix]Fix HunyuanImage3 conditional image and prompt kwargs alignment (#4145) 
Signed-off-by: reandeng <reandeng@tencent.com>
Signed-off-by: Yaegaki1Erika <70182590+Yaegaki1Erika@users.noreply.github.com>
Co-authored-by: reandeng <reandeng@tencent.com>
 2026-06-05 12:47:25 +08:00
Yuanheng Zhaoandakshatvishu 95d56cf062 [Bugfix] Fix Compatibility of Ming-flash-omni-2.0 on transformers 5.X and vllm 0.22 (#4080) 
Signed-off-by: Yuanheng Zhao <jonathan.zhaoyh@gmail.com>
Signed-off-by: akshatvishu <akshatnayak197@gmail.com>
Co-authored-by: akshatvishu <akshatnayak197@gmail.com>
 2026-06-05 09:27:42 +08:00
ZacheryAU bfc7cedcf1 Benchmark data statistics for each stage of omni models (#3628) 
Signed-off-by: ZacheryAU <70869627+ZacheryAU@users.noreply.github.com>
 2026-06-04 21:43:35 +08:00
Yuekai Zhang a1cc583665 fix: cosyvoice3 batch>1 inference (#3910) 
Signed-off-by: Yuekai Zhang <zhangyuekai@foxmail.com>
 2026-06-04 08:58:53 +00:00
Sy03Yueqian LinHongsheng LiuGao Han
 		c33ca60208 [Perf][VoxCPM2] Optimize VoxCPM2 high-concurrency decode throughput. (#3882) 
Signed-off-by: Sy03 <1370724210@qq.com>
Co-authored-by: Yueqian Lin <70319226+linyueqian@users.noreply.github.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
Co-authored-by: Gao Han <hgaoaf@connect.ust.hk>
 2026-06-03 23:08:32 +08:00
Canlin Guo ce69eb35e9 [Refactor] Refactor HunyuanImage3 SigLIP2 ViT to vLLM layers (#3297) 
Signed-off-by: gcanlin <canlinguosdu@gmail.com>
 2026-06-03 17:51:06 +08:00
Honghan ZhuandClaude Opus 4.8 3329f1b674 [Refactor] Migrate dynin_omni to pipeline registry, drop legacy stage… (#4078) 
Signed-off-by: dph97 <nenbaying@163.com>
Co-authored-by: Claude Opus 4.8 <noreply@anthropic.com>
 2026-06-02 21:28:12 +00:00
Yangshen DengMengSuli Wangamy-why-3459
 		bdfc77147d [Diffusion] DreamZero world model integration with CFG parallel + OpenPI serving (#2162) 
Signed-off-by: Meng <meng_chen99@163.com>
Signed-off-by: Yangshen Deng <yangshen.d@outlook.com>
Signed-off-by: Suli Wang <50828270+wsl2000@users.noreply.github.com>
Co-authored-by: Meng <meng_chen99@163.com>
Co-authored-by: Suli Wang <50828270+wsl2000@users.noreply.github.com>
Co-authored-by: amy-why-3459 <wuhaiyan17@huawei.com>
 2026-06-02 19:50:20 +00:00
Zhang JianandCanlin Guo b550709bba [TTS][Model] support MOSS-TTS series (#3420) 
Signed-off-by: Zhang <jianmusings@gmail.com>
Signed-off-by: Zhang Jian <jianmusings@gmail.com>
Signed-off-by: jian <jianmusings@gmail.com>
Signed-off-by: Canlin Guo <961750412@qq.com>
Co-authored-by: Canlin Guo <961750412@qq.com>
 2026-06-02 15:46:01 +08:00
NATURE 1fb423e5f6 [Perf][Bagel] Avoid per-step device syncs in Bagel img2img (#3987) 
Signed-off-by: natureofnature <wzliu@connect.hku.hk>
 2026-06-02 10:58:32 +08:00
tc-mbGKangarooGKangarooHongsheng Liu
 		2b7249fbb3 [Model]Support MiniCPM-o 4.5 (#3642) 
Signed-off-by: tc-mb <tianchi_cai@icloud.com>
Co-authored-by: GKangaroo <1095103651@qq.com>
Co-authored-by: GKangaroo <gqx24@mails.tsinghua.edu.cn>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
 2026-06-01 22:12:24 +08:00
SYLARlishunyangHaco
 		b76291d6a1 [New Model] Add Lance (ByteDance) (#3710) 
Signed-off-by: lishunyang <lishunyang03@gmail.com>
Signed-off-by: lishunyang12 <lishunyang12@163.com>
Signed-off-by: WeiQing Chen <david6666666@users.noreply.github.com>
Co-authored-by: lishunyang <lishunyang03@gmail.com>
Co-authored-by: Haco <923390377@qq.com>
 2026-06-01 16:01:25 +08:00
+1
Zhou TaichangClaude Opus 4.7skfZheng WengangHongsheng LiuWeiQing ChenSYLARYueqian Linnainiu258JasonYueqian Lin
 		f92d84fcf9 [Rebase] Rebase to vllm releases/v0.22.0 (#3891) 
Signed-off-by: tzhouam <tzhouam@connect.ust.hk>
Signed-off-by: ZhengWG <zwg0606@gmail.com>
Signed-off-by: david6666666 <530634352@qq.com>
Signed-off-by: Yueqian Lin <linyueqian@outlook.com>
Signed-off-by: nainiu258 <cperfect02@163.com>
Signed-off-by: nainiu258 <101917677+nainiu258@users.noreply.github.com>
Signed-off-by: JasonJ2021 <jasonj@zju.edu.cn>
Signed-off-by: Zhou Taichang <tzhouam@connect.ust.hk>
Co-authored-by: Claude Opus 4.7 <noreply@anthropic.com>
Co-authored-by: skf <54565339+skf-1999@users.noreply.github.com>
Co-authored-by: Zheng Wengang <zwg0606@gmail.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
Co-authored-by: WeiQing Chen <40507679+david6666666@users.noreply.github.com>
Co-authored-by: SYLAR <125541396+lishunyang12@users.noreply.github.com>
Co-authored-by: Yueqian Lin <linyueqian@outlook.com>
Co-authored-by: nainiu258 <101917677+nainiu258@users.noreply.github.com>
Co-authored-by: Jason <72191212+JasonJ2021@users.noreply.github.com>
Co-authored-by: Yueqian Lin <70319226+linyueqian@users.noreply.github.com>
 2026-06-01 11:08:12 +08:00
Sy03Dan250124Yueqian LinYueqian Lin
 		d4c139508f [Feature] Add precomputed custom voices and Qwen3-TTS ref-context cache (#3492) 
Signed-off-by: Sy03 <1370724210@qq.com>
Signed-off-by: Yueqian Lin <linyueqian@outlook.com>
Co-authored-by: Dan250124 <416947747@qq.com>
Co-authored-by: Yueqian Lin <linyueqian@outlook.com>
Co-authored-by: Yueqian Lin <70319226+linyueqian@users.noreply.github.com>
 2026-05-31 17:51:24 +00:00
Qing AnandSamit 57e5f0fe69 [model, omni] feat: Qwen3-Omni Thinker LoRA for RL training (#3915) 
Signed-off-by: Qing An <qa4@rice.edu>
Co-authored-by: Samit <285365963@qq.com>
 2026-06-01 00:10:14 +08:00
ChenWenjing 5dfdf584dd [Feat]audio streaming input for async chunk (#3614) 
Signed-off-by: CHEN <116010019@link.cuhk.edu.cn>
 2026-05-31 17:39:25 +08:00
Yuanheng ZhaoandZheng Wengang ea6d811b58 [Config Refactor] Migrate Ming-flash-omni-2.0 Image-Gen deploy configs (#3975) 
Signed-off-by: yuanheng <jonathan.zhaoyh@gmail.com>
Co-authored-by: Zheng Wengang <zwg0606@gmail.com>
 2026-05-30 08:13:21 +00:00
Viacheslav KlimkovandYueqian Lin 914e92cf80 [Refactor][Qwen3-TTS] Extract reusable prompt-embeds builder and make tts_pad_embed a persistent buffer (#3992) 
Signed-off-by: Viacheslav Klimkov <vklimkov@nvidia.com>
Co-authored-by: Yueqian Lin <70319226+linyueqian@users.noreply.github.com>
 2026-05-30 16:11:00 +08:00
nperraud 9fdb3bcb89 [Bugfix][Model] Qwen3-TTS: don't collapse 2D ref_code list when estimating prompt length (#3940) 
Signed-off-by: nperraud <nathanael.perraudin@gmail.com>
 2026-05-29 09:18:25 -06:00
amy-why-3459andHongsheng Liu 2696751003 [Perf] Qwen3-Omni performance optimization (#3878) 
Signed-off-by: amy-why-3459 <wuhaiyan17@huawei.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
 2026-05-29 22:15:23 +08:00
boatmanandsphinxkkkbc 4d9262a6eb [Feat]Support voice clone for omnivoice in online serving & add seed parameter for reproducible (#3668) 
Signed-off-by: sphinxkkkbc <binchengkang8@gmail.com>
Co-authored-by: sphinxkkkbc <binchengkang8@gmail.com>
 2026-05-29 07:42:08 +00:00