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dev/migrate-MR-v2
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256 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dev/migrate-MR-v2 history (10 merge commits + superseded pre-rebase work)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
Ian Eaves 951ae28eb0 [Frontend] Configurable video storage backends with TTL (#2531) 
Signed-off-by: Ian Eaves <ian.k.eaves@gmail.com>
 2026-06-19 17:41:22 -06:00
Yihong Jin 2f64c712fd [Quantization][Qwen3-Omni] Enable NVFP4 W4A4 serving on Blackwell (#4025) 
Signed-off-by: Yihong Jin <yihongjin404@gmail.com>
 2026-06-18 10:01:46 +08:00
akshatvishu ed37d8e7a2 [Docs] Fix hallucinated stage CLI flags in documentation and comments (#4512) 
Signed-off-by: akshatvishu <akshatnayak197@gmail.com>
 2026-06-17 20:49:56 +08:00
Chendi.XueandHongsheng Liu e7f0db1067 [SDXL] SDXL model enabling (#4331) 
Signed-off-by: Chendi Xue <chendi.xue@intel.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
 2026-06-16 22:51:11 +08:00
汪志鹏Yufeng ZhuZhengyuan SuClaude Opus 4.6Cursor
 		46e0b71423 [Enhancement] Introduce High-Performance MoT (Mixture-of-Tokens) Kernels: Triton Implementation (#3960) 
Signed-off-by: Yufeng Zhu <yzhu802@gatech.edu>
Signed-off-by: 汪志鹏 <wangzhipeng628@gmail.com>
Signed-off-by: princepride <wangzhipeng628@gmail.com>
Signed-off-by: Zhengyuan Su <su.zhengyuan@u.nus.edu>
Co-authored-by: Yufeng Zhu <yzhu802@gatech.edu>
Co-authored-by: Zhengyuan Su <su.zhengyuan@u.nus.edu>
Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
 2026-06-16 03:08:02 +00:00
Guanzhe (Leo) Huang c9d5545b52 [Doc] validate Cosmos3-Nano online FP8 (#4393) 
Signed-off-by: leohuang257 <masugchds@gmail.com>
 2026-06-15 03:36:19 +00:00
Chendi.XueandHongsheng Liu 5414f78e5f [WAN2.2-S2V] Add server API for image + audio (#3394) 
Signed-off-by: Chendi Xue <chendi.xue@intel.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
 2026-06-11 18:50:03 +08:00
zhumingjue138 18e083e512 [Docs] add doc for failure mode (#3926) 
Signed-off-by: zhumingjue <zhumingjue@huawei.com>
 2026-06-11 10:36:34 +08:00
Mu GuanLin bf03413c36 [Feat] Add vae-decode-parallel for LTX-2.3 (#4277) 
Signed-off-by: mglyn <1203789601@qq.com>
 2026-06-09 13:14:16 +00:00
SYLAR b5352a5869 [Quant][Perf] Default Blackwell FP8 GEMM to quack CuteDSL fused-bias kernel (#4241) 
Signed-off-by: WeiQing Chen <david6666666@users.noreply.github.com>
 2026-06-08 19:44:20 +00:00
Mu GuanLin 13f9ecaef8 [Perf] Keep LTX2.3 auxiliary modules resident by default (#4144) 
Signed-off-by: mglyn <1203789601@qq.com>
 2026-06-08 19:15:06 +08:00
Gao Han 963ba1ab7a [CI] Revert "[Feature] gen-only FP8 Quantization Support for SenseNova-U1" (#4196) 2026-06-06 08:39:10 +08:00
Guanzhe (Leo) Huang b63b36ded3 [Feature] gen-only FP8 Quantization Support for SenseNova-U1 (#3943) 
Signed-off-by: leohuang257 <masugchds@gmail.com>
 2026-06-05 02:51:11 +00:00
Chendi.XueandMengkejiergeli Ba 31f882935d [XPU][S2V] Optimize Wan2.2 S2V: RoPE refactor + cache_dit enabling (#4062) 
Signed-off-by: Chendi Xue <chendi.xue@intel.com>
Co-authored-by: Mengkejiergeli Ba <mengkejiergeli.ba@intel.com>
 2026-06-05 06:20:16 +08:00
rein yangandHongsheng Liu 3a7c7f1422 [Bugfix] fix qwen3-omni performance regression (#3575) 
Signed-off-by: rein yang <ruiruyang2@gmail.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
 2026-06-02 23:02:07 +08:00
MaciejBalaNVSYLARlishunyang12
 		bc794e625f Add Cosmos3 model support (#3454) 
Signed-off-by: Maciej Bala <mbala@nvidia.com>
Signed-off-by: MaciejBalaNV <mbala@nvidia.com>
Signed-off-by: lishunyang12 <lishunyang12@163.com>
Co-authored-by: SYLAR <125541396+lishunyang12@users.noreply.github.com>
Co-authored-by: lishunyang12 <lishunyang12@163.com>
 2026-06-02 04:04:31 +08:00
Yueqian LinandHongsheng Liu c067485030 [Perf][TTS] Bounded-K active-stream window for Stage 1 (RFC #3535) (#3592) 
Signed-off-by: Yueqian Lin <linyueqian@outlook.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
 2026-06-01 21:59:10 +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
WeiQing Chen a3456752c5 [Diffusion] Support USP and VAE patch parallel for HunyuanVideo 1.5 (#3979) 
Signed-off-by: david6666666 <530634352@qq.com>
 2026-05-30 14:40:42 +08:00
fywc 272e626100 [Feat] support cache-dit for SenseNova-U1 (#3906) 
Signed-off-by: hanzheli <hanzheli@kuaishou.com>
 2026-05-29 17:40:54 +00:00
Chen ChengandClaude Opus 4.7 f1c2caa3c7 [Perf][Qwen3-TTS] Restore Code2Wav cross-request batching (RFC #3163 P0) (#3322) 
Signed-off-by: ischencheng <cheng21@seas.upenn.edu>
Co-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
 2026-05-29 08:48:58 -06:00
WeiQing ChenlishunyangGao Han
 		126fb4b4a9 [Blackwell][1/N] Add SageAttention3 diffusion backend on blackwell(GB200/B200/RTX5090/PRO6000/DGX Spark available) (#3015) 
Signed-off-by: lishunyang <lishunyang12@163.com>
Signed-off-by: WeiQing Chen <40507679+david6666666@users.noreply.github.com>
Co-authored-by: lishunyang <lishunyang12@163.com>
Co-authored-by: Gao Han <hgaoaf@connect.ust.hk>
 2026-05-28 14:08:45 +00:00
Liang Lv b72ffb82bb [AutoRound] Support GLM-Image W4A16 quantization model (#3059) 
Signed-off-by: lvliang-intel <liang1.lv@intel.com>
 2026-05-28 07:19:06 +00:00
mglyn 2b999429c4 [Feature] Add cfg-parallel for LTX-2.3 (#3905) 
Signed-off-by: mglyn <1203789601@qq.com>
 2026-05-28 04:36:33 +00:00
SYLARfrauttauteffasuZhang Jian
 		373d3c7476 [Blackwell] Add CUDNN_ATTN and FLASHINFER_ATTN backends for diffusion (auto-route) (#3079) 
Signed-off-by: lishunyang <lishunyang12@163.com>
Signed-off-by: Zhang <jianmusings@gmail.com>
Signed-off-by: Zhang Jian <jianmusings@gmail.com>
Co-authored-by: frauttauteffasu <247219357+frauttauteffasu@users.noreply.github.com>
Co-authored-by: Zhang Jian <jianmusings@gmail.com>
 2026-05-28 11:09:25 +08:00
Chendi.Xue 1903cee56a [MXFP8][XPU] enable mxfp8 using vLLM main repo method (#3782) 
Signed-off-by: Chendi Xue <chendi.xue@intel.com>
 2026-05-28 02:47:22 +00:00
JohnJan 36dc32ff81 [Feature] support SP for FLUX.2-dev (#3244) 2026-05-27 20:43:02 +08:00
Yuekai ZhangClaude Opus 4.7Yueqian Lin
 		8f45e68bcd [Higgs-Audio] bosonai/higgs-audio-v2-generation-3B-base TTS model support (#3762) 
Signed-off-by: Yuekai Zhang <zhangyuekai@foxmail.com>
Co-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
Co-authored-by: Yueqian Lin <70319226+linyueqian@users.noreply.github.com>
 2026-05-25 23:16:07 +08:00
BeatSeatandYueqian Lin 28ce618f0e [Model] Add GLM-TTS text-to-speech model support (#3141) 
Signed-off-by: BeatSeat <wendavid552@gmail.com>
Signed-off-by: Yueqian Lin <70319226+linyueqian@users.noreply.github.com>
Co-authored-by: Yueqian Lin <70319226+linyueqian@users.noreply.github.com>
 2026-05-24 05:42:26 +08:00
ANHDYandwangmengdi 28467dc19a [feature]: support Hidream-I1-Full model (#2572) 
Signed-off-by: wangmengdi <160612767@qq.com>
Co-authored-by: wangmengdi <wangmengdi@cmss.chinamobile.com>
 2026-05-22 15:23:03 +08:00
baonudesifeizhai 076c34abfb （Phase 2）Add ModelOpt mixed FP8/NVFP4 support for image generation (#3570) 
Signed-off-by: roG0d <baonudesifeizhai@gmail.com>
Signed-off-by: baonudesifeizhai <85092850+baonudesifeizhai@users.noreply.github.com>
 2026-05-22 10:39:10 +08:00
Liang Lvhxhhhlalalahyh_hh
 		8297570c2b [AutoRound] Support WAN2.2 W4A16 quantization model (#3353) 
Signed-off-by: lvliang-intel <liang1.lv@intel.com>
Signed-off-by: hyh_hh <huyinghong1@huawei.com>
Co-authored-by: hxhhhlalala <hyh_hh@163.com>
Co-authored-by: hyh_hh <huyinghong1@huawei.com>
 2026-05-21 17:54:41 +08:00
Samit 083b5e363f [Diffusion] Support LoRA in step-wise execution (#3639) 
Signed-off-by: samithuang <285365963@qq.com>
 2026-05-20 22:26:18 +08:00
WeiQing Chen f74cba84ac [Docs] Complete quantization nav and online guide (#3764) 
Signed-off-by: David Chen <530634352@qq.com>
 2026-05-20 15:52:40 +08:00
Yueqian Lin fc8486cf20 [Doc][TTS] CosyVoice3 online docs + residual TTS yaml cleanup + remove VoxCPM v1 (#3748) 
Signed-off-by: Yueqian Lin <linyueqian@outlook.com>
 2026-05-20 15:24:06 +08:00
hxhhhlalalaandhyh_hh 9dd36e3afd [NPU][Quant] Add W4A4 MXFP4 online & MXFP4 dual-scale online/offline quantization support for Wan2.2 T2V / I2V inference on Ascend NPU (#3578) 
Signed-off-by: hyh_hh <huyinghong1@huawei.com>
Co-authored-by: hyh_hh <huyinghong1@huawei.com>
 2026-05-20 06:21:29 +00:00
WeiQing Chen a3d4ed809d [Quantization][tools] Add diffusion quantization output comparison tool (#3175) 
Signed-off-by: david6666666 <530634352@qq.com>
Signed-off-by: David Chen <530634352@qq.com>
 2026-05-20 00:14:08 +08:00
bjf-frzandbjfwhite 1fa734419e [Refactor]Rename diffusion benchmark backend to endpoint (#3137) 
Signed-off-by: bjf-frz <frz123db@gmail.com>
Signed-off-by: bjfwhite <baijingfan1@huawei.com>
Co-authored-by: bjfwhite <baijingfan1@huawei.com>
 2026-05-19 11:30:33 +08:00
Rustam Khadipash 89f8819525 [Feature] Add support for Pipeline Parallel and integrate it into Wan 2.2 (#2322) 
Signed-off-by: Rustam Khadipash <16683750+hadipash@users.noreply.github.com>
 2026-05-19 09:42:17 +08:00
rongfu.leng c5ac295e3c [Feat] Add helios support cache dit (#3470) 
Signed-off-by: rongfu.leng <lenronfu@gmail.com>
 2026-05-16 21:11:34 +08:00
lyj-jjjandCursor bbc00f9f86 [BugFix] fix(omni): isolate diffusion KV-cache dtype from vLLM --kv-cache-dtype #3585 (#3596) 
Signed-off-by: lyj-jjj <liuyingjun5@huawei.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
 2026-05-15 11:22:59 +08:00
hxhhhlalalaandhyh_hh a715abd447 [NPU][Quant] Add W8A8 MXFP8 online/offline quantization support for Wan2.2 T2V / I2V / TI2V inference on Ascend NPU (#3140) 
Signed-off-by: hyh_hh <huyinghong1@huawei.com>
Co-authored-by: hyh_hh <huyinghong1@huawei.com>
 2026-05-13 17:14:42 +08:00
lyj-jjjCursorgcanlin
 		56ca7dd612 support online FP8 quantization for FA on NPU #2236 (#2640) 
Signed-off-by: lyj-jjj <liuyingjun5@huawei.com>
Signed-off-by: gcanlin <canlinguosdu@gmail.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
Co-authored-by: gcanlin <canlinguosdu@gmail.com>
 2026-05-13 11:46:00 +08:00
汪志鹏 c9a8556c24 [New Model]: Add sensenova u1 support (#3319) 
Signed-off-by: princepride <wangzhipeng628@gmail.com>
Signed-off-by: 汪志鹏 <wangzhipeng628@gmail.com>
 2026-05-11 22:19:00 +08:00
Canlin GuoandHongsheng Liu ef7f2f1cd2 [Docs] Refactor the attention backend docs/skill (#3475) 
Signed-off-by: gcanlin <canlinguosdu@gmail.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
 2026-05-11 09:13:07 +08:00
baonudesifeizhaiandroG0d c4a0990044 （Phase 1）Add ModelOpt FP8 auto-detect support for diffusion checkpoints #2709 (#2913) 
Signed-off-by: roG0d <rodgarcas98@gmail.com>
Signed-off-by: roG0d <baonudesifeizhai@gmail.com>
Signed-off-by: baonudesifeizhai <85092850+baonudesifeizhai@users.noreply.github.com>
Co-authored-by: roG0d <rodgarcas98@gmail.com>
 2026-05-09 16:55:05 +08:00
Nick CaoandClaude 65bc968465 [Refactor] Rename SupportsModuleOffload to SupportsComponentDiscovery (#3354) 
Signed-off-by: Nick Cao <ncao@redhat.com>
Co-authored-by: Claude <noreply@anthropic.com>
 2026-05-08 14:16:49 +00:00
lsyyyyyand汪志鹏 32663f21d5 [Feat] support hsdp for Bagel (#3150) 
Signed-off-by: siyuan.lei <siyuanlei37@gmail.com>
Signed-off-by: lsyyyyy <siyuanlei37@gmail.com>
Signed-off-by: 汪志鹏 <wangzhipeng628@gmail.com>
Co-authored-by: 汪志鹏 <wangzhipeng628@gmail.com>
 2026-05-08 15:20:42 +08:00