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181 Commits
Author SHA1 Message Date
tzhouamandClaude Fable 5.1 94485152d2 [Edge][CPU] Predictor fast-path modes: torch.ao int8 (default), torchao weight-only + compiled step, fp32 control; parity metrics 
torchao's dynamic-activation int8 is numerically wrong under torch.compile on
CPU (cosine 0.02 vs fp32; caused runaway generations), so it is not offered;
weight-only + compile is faithful but slower (78 ms vs 36 ms per frame for the
15 sub-steps), so torch.ao dynamic int8 stays the default. Parity mode now also
records top-5 overlap and KL vs the bf16 model; compiled-step equivalence test.

Co-Authored-By: Claude Fable 5.1 <noreply@anthropic.com>
 2026-09-10 02:44:29 +08:00
tzhouamandClaude Fable 5.1 6ce8de1b28 [Edge][CPU] KV-cached code predictor, int8-dynamic CPU fast path, model-side CPU sampler 
Measured on a Xeon 8480C (12+4 threads, 0.6B): the 15 residual-codebook sub-steps
re-ran the 5-layer predictor over the whole prefix each time (97 ms per frame of
the 134 ms talker step) and vLLM's stock sampler spent 9 ms per step in its
torch.compile'd random-sample kernel on CPU.

- code predictor: forward_cached (KV cache per layer, 2-token prefill then one
  token per sub-step) and a shape-static forward_static_step (tensor position +
  boolean mask) that torch.compile handles as one graph; incremental decoding
  is the default on CPU (VLLM_OMNI_PREDICTOR_INCREMENTAL), optional compile
  (VLLM_OMNI_PREDICTOR_COMPILE=step), optional thread cap.
- CPU fast path: dynamic int8 Linear layers (fp32 activations) for the predictor
  and its lm heads (VLLM_OMNI_PREDICTOR_INT8, default on; micro-benchmark 70 ->
  36 ms per frame for the 15 sub-steps); VLLM_OMNI_PREDICTOR_PARITY_CHECK=1
  records top-1 agreement / max logit diff against the bf16 model in situ.
- Qwen3-TTS talker: prefer_model_sampler on CPU with a sample() that mirrors
  vLLM's Sampler (logits processors + penalties, temperature, top-k/top-p,
  exponential-noise sampling with per-request generators) without the compiled
  kernel (VLLM_OMNI_CPU_FAST_SAMPLER, default on).
- step_stats: sampler phase timers and sample-metadata timers.

Co-Authored-By: Claude Fable 5.1 <noreply@anthropic.com>
 2026-09-10 01:56:00 +08:00
NATUREandamy-why-3459 ff6e906a25 [Model] Preserve MiniCPM-o Talker full attention until capacity (#6799) 
Signed-off-by: natureofnature <wzliu@connect.hku.hk>
Co-authored-by: amy-why-3459 <wuhaiyan17@huawei.com>
 2026-09-06 22:25:35 +08:00
Hongsheng Liu 715b8b8746 [Model] MiniMax-H3: validate versioned text-conditioning handoff (#6720) 
Signed-off-by: hsliuustc0106 <liuhongsheng4@huawei.com>
 2026-09-06 21:45:10 +08:00
SYLARandhsliuustc0106 14d2d00536 [Bugfix] Fix Hunyuan Image-3 expert mapping contract (#7021) 
Signed-off-by: hsliuustc0106 <liuhongsheng4@huawei.com>
Co-authored-by: hsliuustc0106 <liuhongsheng4@huawei.com>
 2026-09-06 21:43:37 +08:00
chickeytonClaude Fable 5Gao Han
 		5d7fdf9350 [Core] Graduate MiniCPM-o 4.5 and PersonaPlex full-duplex serving out of experimental (#6196) 
Signed-off-by: chickeyton <ngton2014@gmail.com>
Signed-off-by: Gao Han <hgaoaf@connect.ust.hk>
Co-authored-by: Claude Fable 5 <noreply@anthropic.com>
Co-authored-by: Gao Han <hgaoaf@connect.ust.hk>
 2026-09-05 08:20:21 +00:00
boatman 66bbebd9d3 [Bugfix] Fix fallback loading for IndexTTS external models (#6137) 
Signed-off-by: boatman <109857087+sphinxkkkbc@users.noreply.github.com>
 2026-09-04 19:58:33 -07:00
BruceLoveDecimalandClaude Opus 5 1e74807c35 [Feature][Moss-TTS] Reference Audio Preprocessing (#4982) 
Signed-off-by: BruceLoveDecimal <39156883+BruceLoveDecimal@users.noreply.github.com>
Signed-off-by: liuqihao <liuqihao970610@gmail.com>
Co-authored-by: Claude Opus 5 <noreply@anthropic.com>
 2026-09-04 16:36:26 -07:00
LOGO127 b6b992ac7b [Bugfix] Fix Higgs Audio v3 voice-clone token validation (#7065) 
Signed-off-by: luozijian <luozijian0924@gmail.com>
 2026-09-04 16:06:47 -07:00
Yuekai ZhangandClaude Fable 5 4179b0cae1 [Perf][NemotronVoiceChat] Fast defaults for all three deploy profiles: 2.8x offline, realtime full-duplex audio (#6354) 
Signed-off-by: Yuekai Zhang <zhangyuekai@foxmail.com>
Co-authored-by: Claude Fable 5 <noreply@anthropic.com>
 2026-09-03 18:49:19 -07:00
Jim Ban 711daacabf [Bugfix][TTS] Make CosyVoice3 TRT plan publication concurrency-safe (#6955) 
Signed-off-by: BANANASJIM <bananasjim1@gmail.com>
 2026-09-03 06:44:42 +00:00
DanaerLee ca6b4e2112 [Perf][Bugfix][OmniVoice] Restore float16 serving, and fuse the generator hot loop (#6317) 
Signed-off-by: MrlixiangWE <mrdanaer@gmail.com>
 2026-09-02 19:54:55 +00:00
Jim Ban b9a88bf51e [Bugfix][TTS] Isolate concurrent StepAudio2 TRT builds (#6957) 
Signed-off-by: BANANASJIM <bananasjim1@gmail.com>
 2026-09-02 19:53:02 +00:00
GXINandHongsheng Liu 3ab582c993 [Bugfix][Qwen3-TTS] Reject task mismatches before EngineCore dispatch (#6113) 
Signed-off-by: XIN GAO <1037396230@qq.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
 2026-09-02 11:16:55 -07:00
wangyulishunyang12CursorBo Li
 		95a9311696 [CI] Select mirror_hardwares presets via MIRROR_HW (H100/B200) (#5543) 
Signed-off-by: wangyu <410167048@qq.com>
Signed-off-by: lishunyang12 <lishunyang12@163.com>
Signed-off-by: [Your Name] <your.email@example.com>
Signed-off-by: wangyu <53896905+yenuo26@users.noreply.github.com>
Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>
Co-authored-by: lishunyang12 <lishunyang12@163.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
Co-authored-by: Bo Li <22713281+bobboli@users.noreply.github.com>
 2026-09-02 15:39:49 +00:00
Alex Brooks a65e89cbd4 [Core] Validate PipelineConfig in __post_init__ (#6829) 
Signed-off-by: Alex Brooks <albrooks@redhat.com>
 2026-09-01 11:17:57 +08:00
akshatvishu f321cdbe16 [Bugfix] Use Seed-TTS reference audio with MiniCPM-o 4.5 (#6628) 
Signed-off-by: akshatvishu <akshatnayak197@gmail.com>
 2026-08-31 10:27:34 +08:00
akshatvishu c41925689d [BugFix][Higgs-Audio-V3] Fix transcript and concurrent sampling tests (#6422) 
Signed-off-by: akshatvishu <akshatnayak197@gmail.com>
 2026-08-30 08:52:15 +00:00
Yueqian Lin a6b559cf54 [Bugfix][MiniMax-Music3] Resolve stage subdirs against a real snapshot (#6640) 
Signed-off-by: Yueqian Lin <linyueqian@outlook.com>
 2026-08-30 06:51:24 +00:00
NATURE 87736a3cc5 [Bugfix][MiniCPM-o] Bound full-duplex Talker context with sliding recompute (#6626) 
Signed-off-by: natureofnature <wzliu@connect.hku.hk>
 2026-08-30 00:49:42 +08:00
wangyu e338f0ece3 [CI]Split GPU jobs by cards_* and reject hand-written SKU marks (#6650) 
Signed-off-by: wangyu <410167048@qq.com>
Signed-off-by: [Your Name] <your.email@example.com>
 2026-08-29 18:42:33 +08:00
psv666andGao Han 5c47fd0bc8 [Bugfix][Qwen3-Omni] Handle missing packed modules mapping (#6748) 
Signed-off-by: psv666 <2693925048@qq.com>
Co-authored-by: Gao Han <hgaoaf@connect.ust.hk>
 2026-08-29 15:24:49 +08:00
ZacheryAUandamy-why-3459 457c6e2793 [bugfix][MiniCPM-o] Re-land empty full-payload and async_chunk=false processor tests (#6745) 
Co-authored-by: amy-why-3459 <wuhaiyan17@huawei.com>
 2026-08-29 13:39:54 +08:00
boatman bfe8967ca2 [Bugfix][StepAudio2] Fix async-chunk metadata mismatch and boundary glitches (#5917) 
Signed-off-by: boatman <109857087+sphinxkkkbc@users.noreply.github.com>
 2026-08-28 21:45:24 -07:00
Gao Han 6b9ce05feb Revert "[bugfix][MiniCPM-o] Fix offline_inference/test_minicpmo_4_5.py and online_serving/ one" (#6730) 2026-08-29 08:14:02 +08:00
ZacheryAUandamy-why-3459 6d84409a68 [bugfix][MiniCPM-o] Fix offline_inference/test_minicpmo_4_5.py and online_serving/ one (#5464) 
Co-authored-by: amy-why-3459 <wuhaiyan17@huawei.com>
 2026-08-28 19:20:09 +00:00
Canlin Guolishunyang12yuanwu
 		b6a4baa659 [Feature] Support text encoder Disaggregation for H3 (#5885) 
Signed-off-by: Canlin Guo <canlinguosdu@gmail.com>
Signed-off-by: lishunyang12 <lishunyang12@163.com>
Signed-off-by: yuanwu <yuan.wu@intel.com>
Co-authored-by: lishunyang12 <lishunyang12@163.com>
Co-authored-by: yuanwu <yuan.wu@intel.com>
 2026-08-28 14:27:05 +08:00
BruceLoveDecimalandamy-why-3459 ab8d45d3cc [Bugfix][MiniCPM-o] Retire CFM DiT CUDA graphs a generation at a time (#6587) 
Signed-off-by: BruceLoveDecimal <liuqihao970610@gmail.com>
Co-authored-by: amy-why-3459 <wuhaiyan17@huawei.com>
 2026-08-28 14:07:57 +08:00
Hongsheng Liuandhsliuustc0106 4245fd6955 [Fix] Restore MammothModa2 support (#6694) 
Signed-off-by: hsliuustc0106 <hsliuustc0106@users.noreply.github.com>
Co-authored-by: hsliuustc0106 <hsliuustc0106@users.noreply.github.com>
 2026-08-28 08:32:32 +08:00
SYLARandHongsheng Liu 0e44fc7406 [diffusion][feature] Add offline SVDQuant W4A4 support (#6162) 
Signed-off-by: lishunyang12 <lishunyang12@163.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
 2026-08-27 08:45:53 +08:00
Sy03andsy03 432b2c6ca3 [Model] Add native full-duplex Nemotron VoiceChat serving (#6089) 
Signed-off-by: Sysy <1370724210@qq.com>
Signed-off-by: sy03 <137072421@qq.com>
Co-authored-by: sy03 <137072421@qq.com>
 2026-08-26 13:19:20 -07:00
Allen WuTRAE CLISy03TRAE CLI
 		f90e992dc1 [Model] Optimize CosyVoice3 TensorRT stream handoff (#5673) 
Signed-off-by: Allen Wu <allenwu2795@gmail.com>
Co-authored-by: TRAE CLI <noreply@bytedance.com>
Co-authored-by: Sy03 <1370724210@qq.com>
Co-authored-by: TRAE CLI <traecli@bytedance.com>
 2026-08-25 22:51:46 -07:00
wy17003andHongsheng Liu b454e34966 [Refactor][2/N Scheduler]Replace _FULL_PAYLOAD_INPUT_STAGES with a resolved stage transport capability. (#6149) 
Signed-off-by: wy17003 <yaow17003@gmail.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
 2026-08-25 15:24:59 +08:00
NATURE 702a409664 [Feature][MiniCPM-o] Support configurable concurrent duplex sessions (#6021) 
Signed-off-by: natureofnature <wzliu@connect.hku.hk>
 2026-08-25 02:27:30 +00:00
wangyu 1e2a6446f7 [CI] Remove AudioX and MammothModa2 support (#6353) 
Signed-off-by: wangyu <410167048@qq.com>
 2026-08-23 04:22:05 +00:00
akshatvishu 39c16d75a9 [tts][bugfix] Fix CosyVoice3 sampling and stage handoff (#6424) 
Signed-off-by: akshatvishu <akshatnayak197@gmail.com>
 2026-08-22 21:20:57 -07:00
wangyuandamy-why-3459 0db262de2a [CI/Build] Move L1/E2E coverage to weekly and split scheduled L4/L5 pipelines (#6311) 
Signed-off-by: wangyu <410167048@qq.com>
Signed-off-by: [Your Name] <your.email@example.com>
Co-authored-by: amy-why-3459 <wuhaiyan17@huawei.com>
 2026-08-23 11:49:37 +08:00
amy-why-3459 42059f19d5 [Bugfix][MiniCPM-o] Cap offline Talker generation at remaining context (#6458) 
Signed-off-by: amy-why-3459 <wuhaiyan17@huawei.com>
 2026-08-22 12:42:49 +08:00
NATUREandamy-why-3459 4f7c08c0eb [Bugfix][MiniCPM-o] Fix async-chunk snapshot replacement and prompt cleanup (#6406) 
Signed-off-by: natureofnature <wzliu@connect.hku.hk>
Co-authored-by: amy-why-3459 <wuhaiyan17@huawei.com>
 2026-08-21 16:37:21 +08:00
林鑫sheenlinyurainGao Han
 		37c11e6e4f [Perf][Qwen3-TTS] Fuse QKV and gate_up projections in code predictor (#5791) 
Signed-off-by: sheenlin <sheenlin@tencent.com>
Signed-off-by: Gao Han <hgaoaf@connect.ust.hk>
Co-authored-by: sheenlin <sheenlin@tencent.com>
Co-authored-by: yurain <yurain26@users.noreply.github.com>
Co-authored-by: Gao Han <hgaoaf@connect.ust.hk>
 2026-08-20 19:22:40 +00:00
dengyunyang 8d34d3b5de [Perf][Hunyuan] Optimize for vae and patch_embed (#6306) 
Signed-off-by: dengyunyang <584797741@qq.com>
 2026-08-20 16:29:21 +00:00
Inesh Reddy Chappidi cd3867c373 [Model] Suppress silence codec tokens for the first N Qwen3-TTS decod… (#5048) 
Signed-off-by: Inesh Reddy <ineshreddy249@gmail.com>
 2026-08-20 09:22:37 -07:00
Zhou TaichangandClaude Fable 5 10906e3a6d [Refactor] Worker/ModelRunner runner correctness fixes (G2/N) (#5452) 
Signed-off-by: tzhouam <tzhouam@connect.ust.hk>
Co-authored-by: Claude Fable 5 <noreply@anthropic.com>
 2026-08-20 16:47:50 +08:00
amy-why-3459andCursor 9c61d5b67b [Bugfix][MiniCPM-o] Stop Talker mid-utterance truncation and load cod… (#6346) 
Signed-off-by: amy-why-3459 <wuhaiyan17@huawei.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
 2026-08-20 11:50:07 +08:00
BruceLoveDecimal 7099583404 [Bugfix][MiniCPM-o] Restore streaming audio cache and unstall the first duplex response (#6274) 
Signed-off-by: BruceLoveDecimal <liuqihao970610@gmail.com>
 2026-08-19 07:26:03 +00:00
Sy03 26e003715c [Perf] Enable async schedule for MOSS-TTS (#6241) 
Signed-off-by: Sy03 <1370724210@qq.com>
 2026-08-19 06:36:19 +00:00
Yuanheng Zhao a630b0c2ec [Ming] Cleanup Ming-family shared modules (#6119) 
Signed-off-by: Yuanheng <jonathan.zhaoyh@gmail.com>
Signed-off-by: Yuanheng Zhao <jonathan.zhaoyh@gmail.com>
 2026-08-19 14:13:40 +08:00
Yueqian Lin b283215c28 [Model] Add MiniMax Music 3 text-to-music (#6186) 
Signed-off-by: Yueqian Lin <linyueqian@outlook.com>
 2026-08-18 04:33:13 +00:00
Zhou248 5d09cf27a9 [MiniCPM-o][NPU] Enable MiniCPM-o Code2Wav NPUGraph replay (#5604) 
Signed-off-by: Zhou248 <62542847+Zhou248@users.noreply.github.com>
 2026-08-17 15:09:51 +08:00
mjZhaoElaineClaude Opus 5Yueqian Lin
 		35cacf020c [Model] Add Gepard-1.0 native-AR FSQ/NanoCodec TTS (offline inference) (#5666) 
Signed-off-by: Mengjie Zhao <zmj0129@gmail.com>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
Co-authored-by: Yueqian Lin <70319226+linyueqian@users.noreply.github.com>
 2026-08-14 22:06:05 -07:00