Yueqian Lin
033e4041be
fix(moss-tts-nano): remove unused voice variable (ruff F841)
...
The upstream inference_stream() API has no voice/spk parameter;
voice preset selection is not yet wired into the call. Remove the
dead assignment to silence ruff F841.
Signed-off-by: Yueqian Lin <linyueqian@outlook.com >
2026-04-14 13:11:43 -04:00
Yueqian Lin
fc81b8504a
feat(moss-tts-nano): add online serving, Gradio demo, and fix /v1/audio/speech integration
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- Register moss_tts_nano as TTS model stage in serving_speech.py
(model detection, validation, prompt building)
- Fix registry mod_relname: moss_tts_nano -> modeling_moss_tts_nano
- Fix stage config: is_comprehension=true (required for generate task)
- Fix default mode: voice_clone -> continuation (built-in presets)
- Add compute_logits stub for VllmModelForTextGeneration protocol
- Remove unused _sentinel nn.Parameter
- Add Gradio demo with AudioWorklet streaming player (48kHz stereo)
- Add online/offline serving docs and launch scripts
TODO: Single-stage generation models don't support true streaming
(progressive audio chunks). Current TTFP = full generation time.
Needs multi-step scheduling support in GPUGenerationModelRunner.
Signed-off-by: Yueqian Lin <linyueqian@outlook.com >
2026-04-14 13:06:44 -04:00
Yueqian Lin
da6b1b5741
feat(moss-tts-nano): add single-stage MOSS-TTS-Nano TTS support
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Integrates OpenMOSS-Team/MOSS-TTS-Nano (0.1B) as a single
GPUGenerationWorker stage. Both the AR LM and MOSS-Audio-Tokenizer-Nano
codec run inside MossTTSNanoForGeneration.forward(), removing the need for
an inter-stage connector.
Key design choices:
- Weights loaded in load_weights() not __init__ (avoids pre-CUDA alloc)
- trust_remote_code delegates to upstream HF model classes
- codec path read from config.audio_tokenizer_pretrained_name_or_path
- inference_stream() collects progressive audio chunks for low latency
- 48 kHz stereo output; voice clone + continuation modes supported
Signed-off-by: Yueqian Lin <linyueqian@outlook.com >
2026-04-14 13:06:12 -04:00
Zhang Jian and Claude Opus 4.6
17acd0589a
[Test] Add Stable Audio offline e2e TeaCache Test ( #2377 )
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Signed-off-by: Zhang <jianmusings@gmail.com >
Signed-off-by: Zhang Jian <jianmusings@gmail.com >
Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com >
2026-04-14 15:05:12 +08:00
iancarrasco-b10
48c30bc399
[Qwen3-TTS] Remove hardcoded distributed_executor_backend to improve single-GPU performance ( #2604 )
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Signed-off-by: Ian Carrasco <ian.carrasco@baseten.co >
2026-04-14 14:49:13 +08:00
14f7910900
[Perf]: Speedup VoxCPM2 TTS performance and Support PagedAttention ( #2690 )
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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: Yueqian Lin <70319226+linyueqian@users.noreply.github.com >
2026-04-14 09:16:47 +12:00
汪志鹏
2c67c30550
[Bagel]: Support think mode in single stage deployment of Bagel ( #2650 )
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Signed-off-by: princepride <wangzhipeng628@gmail.com >
2026-04-13 11:15:49 +00:00
Yueqian Lin
d9e745ce2c
[Fix] VoxCPM2: support raw audio for voice cloning via OpenAI API ( #2720 )
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Signed-off-by: Yueqian Lin <linyueqian@outlook.com >
2026-04-13 06:30:56 +00:00
Jiaqian Liu and Canlin Guo
8097747a5d
[Model] Adapt Wan2.2-I2V-A14B via LightX2V offline conversion path ( #2134 )
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Signed-off-by: Celeste-jq <591998922@qq.com >
Co-authored-by: Canlin Guo <canlinguosdu@gmail.com >
2026-04-13 14:20:04 +08:00
zhou zhuoxin
16041ab550
[Refactor] Extend CFG Parallel to support 3 or 4 branch dispatch across M GPUs ( #2423 )
2026-04-12 22:06:49 +08:00
c20cac86ce
[Bugfix] Restore user config/runtime stage init timeout ( #2519 )
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Signed-off-by: yuanheng <jonathan.zhaoyh@gmail.com >
Signed-off-by: Yuanheng Zhao <jonathan.zhaoyh@gmail.com >
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com >
Co-authored-by: SYLAR <125541396+lishunyang12@users.noreply.github.com >
2026-04-12 00:48:47 +08:00
Samit
d1fef41266
[Doc] Add LTX-2 online serving deployment recipes with optimization benchmarks ( #1971 )
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Signed-off-by: samithuang <285365963@qq.com >
Signed-off-by: Samit <285365963@qq.com >
2026-04-11 16:50:03 +08:00
Yueqian Lin and SYLAR
a41174e083
[Model] VoxCPM2 native AR TTS support ( #2658 )
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Signed-off-by: Yueqian Lin <70319226+linyueqian@users.noreply.github.com >
Co-authored-by: SYLAR <lishunyang12@users.noreply.github.com >
2026-04-11 10:21:26 +08:00
Nick Cao and Claude
2bc183f6f0
[Refactor] Remove dependency on librosa ( #2273 )
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Signed-off-by: Nick Cao <ncao@redhat.com >
Co-authored-by: Claude <noreply@anthropic.com >
2026-04-11 02:11:31 +08:00
wuhang and Didan Deng
cb91cbe61e
[Entrypoint][Refactor]Stage CLI Refactor ( #2020 )
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Signed-off-by: wuhang <wuhang6@huawei.com >
Signed-off-by: Didan Deng <33117903+wtomin@users.noreply.github.com >
Co-authored-by: Didan Deng <33117903+wtomin@users.noreply.github.com >
2026-04-10 14:40:37 +08:00
JohnJan
f3f2dc590c
[Feature]: support Flux.2-dev CFG-Parallel ( #2010 )
2026-04-10 13:55:21 +08:00
Sy03
694be6f2e1
[Bugfix] Fix Fish Speech voice clone FileNotFoundError on multi-GPU ( #2606 )
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Signed-off-by: Sy03 <1370724210@qq.com >
2026-04-09 20:34:34 +00:00
e2b0ee4b87
[Model] Add Dynin-omni model in vllm-omni ( #1759 )
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Signed-off-by: kdg6245@snu.ac.kr <kdg6245@snu.ac.kr >
Signed-off-by: Yejoon Lee (IPAI) <leeyejoon@snu.ac.kr >
Signed-off-by: aidas (arpa-kt) <aidaslab@gmail.com >
Signed-off-by: Dogeun Kim <82812668+DOGEUNNKIM@users.noreply.github.com >
Co-authored-by: Yejoon Lee (IPAI) <leeyejoon@snu.ac.kr >
Co-authored-by: aidas (arpa-kt) <aidaslab@gmail.com >
2026-04-09 16:37:34 +08:00
汪志鹏
9d87229a30
[MagiHuman] Fix audio sample rate and fps propagation for online serving ( #2554 )
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Signed-off-by: princepride <wangzhipeng628@gmail.com >
2026-04-09 06:52:12 +00:00
Lancer
8609bc8ed9
[Feat] image2image for Z-Image ( #1580 )
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Signed-off-by: Lancer <maruixiang6688@gmail.com >
Signed-off-by: Lancer <402430575@qq.com >
2026-04-08 14:41:24 +08:00
Yuanheng Zhao
8a55d3d01f
[Feat] Enable Layerwise CPU offloading for SD3.5, Ovis-Image, Nextstep_1, LongCat-Image ( #2339 )
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Signed-off-by: Yuanheng Zhao <jonathan.zhaoyh@gmail.com >
Signed-off-by: yuanheng <jonathan.zhaoyh@gmail.com >
2026-04-08 09:55:09 +08:00
Markus / Mark and marksverdhai
feefdaee9f
[Bugfix] Accept 'speaker' as alias for 'voice' in TTS speech API ( #2424 )
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Signed-off-by: marksverdhei <marksverdhei@hotmail.com >
Signed-off-by: marksverdhai <249650165+marksverdhai@users.noreply.github.com >
Co-authored-by: marksverdhai <249650165+marksverdhai@users.noreply.github.com >
2026-04-07 15:07:01 +00:00
skf
9584dd6e69
[HunyuanImage3] Align system_prompt support with official implementation ( #2270 )
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Signed-off-by: skf1999 <13234016272@163.com >
2026-04-07 15:37:17 +08:00
erfgss
5d4c9ec4fa
[bugfix]bugfix dreamid ( #2125 )
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Signed-off-by: Chen Yang <2082464740@qq.com >
Signed-off-by: erfgss <97771661+erfgss@users.noreply.github.com >
2026-04-07 12:06:58 +08:00
汪志鹏
5b2c4f909d
[BugFix] Add bagel text2text/img2text think mode support ( #2503 )
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Signed-off-by: princepride <wangzhipeng628@gmail.com >
2026-04-07 13:29:26 +12:00
汪志鹏 and Didan Deng
0059ec878c
[Model Support]: Magihuman support ( #2301 )
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Signed-off-by: princepride <wangzhipeng628@gmail.com >
Signed-off-by: 汪志鹏 <wangzhipeng628@gmail.com >
Co-authored-by: Didan Deng <33117903+wtomin@users.noreply.github.com >
2026-04-04 09:29:09 +00:00
+11
f50c5a413f
[Qwen3TTS] [TTS] [Feat] Refactor voice cache manager ( #2108 )
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Signed-off-by: JuanPZuluaga <juanz9312@gmal.com >
Signed-off-by: yiliu30 <yi4.liu@intel.com >
Signed-off-by: gcanlin <canlinguosdu@gmail.com >
Signed-off-by: Binh Tang <tangbinhna@gmail.com >
Signed-off-by: Binh Tang <binht@netflix.com >
Signed-off-by: Didan Deng <33117903+wtomin@users.noreply.github.com >
Signed-off-by: Rein Yang <ruiruyang2@gmail.com >
Signed-off-by: CHEN <116010019@link.cuhk.edu.cn >
Signed-off-by: vraiti <vraiti@redhat.com >
Signed-off-by: Songrui625 <songrui625@gmail.com >
Signed-off-by: Lidang Jiang <lidangjiang@gmail.com >
Signed-off-by: Lidang-Jiang <lidangjiang@gmail.com >
Signed-off-by: Alex Brooks <albrooks@redhat.com >
Co-authored-by: JuanPZuluaga <juanz9312@gmal.com >
Co-authored-by: Yi Liu <yi4.liu@intel.com >
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com >
Co-authored-by: Canlin Guo <canlinguosdu@gmail.com >
Co-authored-by: Binh Tang <tangbinhna@gmail.com >
Co-authored-by: Binh Tang <binht@netflix.com >
Co-authored-by: Didan Deng <33117903+wtomin@users.noreply.github.com >
Co-authored-by: rein yang <73573651+R2-Y@users.noreply.github.com >
Co-authored-by: zhumingjue138 <zhumingjue@huawei.com >
Co-authored-by: ChenWenjing <54166744+Shirley125@users.noreply.github.com >
Co-authored-by: vraiti <vraiti@redhat.com >
Co-authored-by: 汪志鹏 <wangzhipeng628@gmail.com >
Co-authored-by: Sy03 <1370724210@qq.com >
Co-authored-by: chickeyton <ngton2014@gmail.com >
Co-authored-by: Jerry Song <46962917+Songrui625@users.noreply.github.com >
Co-authored-by: Lidang Jiang <119769478+Lidang-Jiang@users.noreply.github.com >
Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com >
Co-authored-by: Alex Brooks <albrooks@redhat.com >
Co-authored-by: linyueqian <linyueqian@outlook.com >
Co-authored-by: Yueqian Lin <70319226+linyueqian@users.noreply.github.com >
2026-04-03 16:51:58 -04:00
Yueqian Lin
0e83ebe1d4
[OmniVoice] Add two-stage TTS serving support ( #2463 )
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Signed-off-by: linyueqian <linyueqian@outlook.com >
2026-04-03 20:41:20 +00:00
Jerry Song
cd71567b06
[Model] Add two stages inference for model LTX-2 distilled. ( #2260 )
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Signed-off-by: Songrui625 <songrui625@gmail.com >
2026-04-03 23:17:49 +08:00
汪志鹏
fa275fd1be
[BAGEL] [Feature]: Add thinking mode in Bagel multi-stage serving ( #2447 )
2026-04-03 11:47:57 +08:00
ChenWenjing and Hongsheng Liu
728cf6d023
[Feature] add session based audio streaming input ( #2208 )
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Signed-off-by: CHEN <116010019@link.cuhk.edu.cn >
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com >
2026-04-02 22:51:41 +08:00
458f402323
Add VACE support for WAN 2.1 conditional video generation ( #1885 )
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Signed-off-by: Binh Tang <tangbinhna@gmail.com >
Signed-off-by: Binh Tang <binht@netflix.com >
Signed-off-by: Didan Deng <33117903+wtomin@users.noreply.github.com >
Co-authored-by: Binh Tang <binht@netflix.com >
Co-authored-by: Didan Deng <33117903+wtomin@users.noreply.github.com >
2026-04-02 15:42:50 +08:00
NATURE
d40840b114
[Perf] Bagel KV-ready early forwarding and time step consistency for /v1/chat/completions ( #2398 )
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Signed-off-by: natureofnature <wzliu@connect.hku.hk >
2026-04-01 08:50:45 +00:00
Samit
7b965a7b6c
[Feat][Benchmark] Add synchronous video generation endpoint POST /v1/videos/sync for benchmark test ( #2049 )
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Signed-off-by: samithuang <285365963@qq.com >
2026-04-01 10:47:33 +08:00
汪志鹏
369f301a1b
[BugFix] Add BAGEL single-stage diffusion config and fix multiple <im_start><im_end> bug ( #2381 )
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Signed-off-by: princepride <wangzhipeng628@gmail.com >
2026-04-01 09:19:13 +08:00
noobHappylife
7cb7b3e8ad
Fix Qwen3-TTS gradio demo ( #2372 )
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Signed-off-by: noobhappylife <aratar1991@hotmail.com >
2026-03-31 11:42:09 +00:00
chickeyton
fa0792a0aa
[Doc] Add transformers version requirement in GLM-Image example doc ( #2265 )
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Signed-off-by: chickeyton <ngton2014@gmail.com >
2026-03-29 15:56:51 +00:00
rongfu.leng and Hongsheng Liu
9d9e6abae6
[Feat] add helios fp8 quantization ( #1916 )
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Signed-off-by: rongfu.leng <lenronfu@gmail.com >
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com >
2026-03-29 06:35:56 +00:00
Lidang Jiang
168bea2440
[Misc] Make gradio an optional dependency and upgrade to >=6.7.0 ( #2221 )
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Signed-off-by: Lidang-Jiang <lidangjiang@gmail.com >
Signed-off-by: Lidang Jiang <lidangjiang@gmail.com >
2026-03-28 12:33:55 -04:00
amy-why-3459
eced989b40
[Docs] Modify the documentation description for streaming output ( #2300 )
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Signed-off-by: amy-why-3459 <wuhaiyan17@huawei.com >
2026-03-28 11:24:15 +00:00
Ding Zuhao
5cf6870277
[Bugfix][HunyuanImage3.0] Fix default guidance_scale from 1.0 to 4.0 and port GPU MoE ForwardContext fix from NPU ( #2142 )
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Signed-off-by: Ding Zuhao <e1583181@u.nus.edu >
2026-03-28 13:49:03 +08:00
Yuanheng Zhao
a353594e2e
[Misc] Clean up unused diffusion timing args in examples ( #2266 )
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Signed-off-by: yuanheng <jonathan.zhaoyh@gmail.com >
2026-03-28 07:03:17 +08:00
Sy03
d9912eb6e9
[Bugfix] Fix Fish Speech S2 Pro prompt handling for truncated audio & emotion tag ( #2268 )
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Signed-off-by: Sy03 <1370724210@qq.com >
2026-03-28 07:00:00 +08:00
dengyunyang and 汪志鹏
c0d90b64c6
[Feature] support sp for hunyuan ( #2163 )
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Signed-off-by: dengyunyang <584797741@qq.com >
Signed-off-by: 汪志鹏 <wangzhipeng628@gmail.com >
Co-authored-by: 汪志鹏 <wangzhipeng628@gmail.com >
2026-03-27 17:28:13 +08:00
Reid
6f87a9382f
Frontend] Support --dtype in qwen3_omni offline e2e script ( #2246 )
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Signed-off-by: reidliu41 <reid201711@gmail.com >
2026-03-27 03:12:11 +00:00
d96d63cb7f
[Doc] Improve diffusion generation parameter docs for online serving ( #2051 )
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Signed-off-by: samithuang <285365963@qq.com >
Signed-off-by: Samit <285365963@qq.com >
Signed-off-by: gcanlin <canlinguosdu@gmail.com >
Co-authored-by: Zeyu Huang | 黃澤宇 <11222265+fhfuih@users.noreply.github.com >
Co-authored-by: gcanlin <canlinguosdu@gmail.com >
2026-03-26 15:12:16 +00:00
Juan Pablo Zuluaga and Yueqian Lin
574ec99ef4
[Qwen3TTS][ServingSpeech] Bugfix/voice upload and add optional ref_text ( #2046 )
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Signed-off-by: JuanPZuluaga <juanz9312@gmail.com >
Co-authored-by: Yueqian Lin <70319226+linyueqian@users.noreply.github.com >
2026-03-26 14:26:52 +00:00
rein yang
8305477750
[Bugfix] remove default sampling parameters ( #2173 )
2026-03-25 20:34:13 -07:00
Baoyuan Qi
807f3133d7
[skip ci][Docs] Add FlashAttention requirement for audio generation to prevent noise-only outputs in mimo-audio model ( #2205 )
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Signed-off-by: 齐保元 <qibaoyuan@xiaomi.com >
2026-03-26 10:21:00 +08:00
29936a3edd
[Frontend] Speaker embedding support for speech and voices APIs ( #1227 )
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Signed-off-by: marksverdhei <marksverdhei@hotmail.com >
Signed-off-by: Yueqian Lin <70319226+linyueqian@users.noreply.github.com >
Signed-off-by: linyueqian <linyueqian@outlook.com >
Co-authored-by: Yueqian Lin <70319226+linyueqian@users.noreply.github.com >
Co-authored-by: linyueqian <linyueqian@outlook.com >
2026-03-25 19:02:48 +00:00