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490 Commits
Author SHA1 Message Date
princeprideYufeng ZhuCursor
 		946a6fddd5 Fix MoT RMSNorm for vLLM 0.21 
Use the vLLM IR RMSNorm op after the legacy layernorm helper was removed, keeping MoT fused paths unchanged while restoring BAGEL compatibility.

Co-authored-by: Yufeng Zhu <yzhu802@gatech.edu>
Co-authored-by: Cursor <cursoragent@cursor.com>
Signed-off-by: princepride <wangzhipeng628@gmail.com>
 2026-05-29 02:34:52 +00:00
Yufeng Zhu 424fa3fcfc Address review comments (benchmark logs, ids, and design comments) 
Signed-off-by: Yufeng Zhu <yzhu802@gatech.edu>
Signed-off-by: princepride <wangzhipeng628@gmail.com>
 2026-05-29 02:34:52 +00:00
Zhengyuan SuandClaude Opus 4.6 e1834ab19b [Enhancement] Fix SP path for MoT fused kernels, address review feedback 
Rebase MoT fused kernels (PR #1328) onto current main and fix issues:

- Rewrite _forward_sp_gen() to use MoT unified API instead of deleted
  *_moe_gen layers (qkv_proj_moe_gen, o_proj_moe_gen, q_norm_moe_gen,
  k_norm_moe_gen), which caused AttributeError when SP was active
- Parameterize bias in MoT kernel tests (ZJY0516 review feedback)
- Add configs/ directory with README documenting the 3-tier config
  loading mechanism (ZJY0516 review feedback)

Signed-off-by: Zhengyuan Su <su.zhengyuan@u.nus.edu>
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Signed-off-by: princepride <wangzhipeng628@gmail.com>
 2026-05-29 02:34:52 +00:00
Yufeng Zhu f9ba582747 enhancement: add mot fused kernels and benchmarks 01 
Signed-off-by: Yufeng Zhu <yzhu802@gatech.edu>
Signed-off-by: princepride <wangzhipeng628@gmail.com>
 2026-05-29 02:34:51 +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
JiangJie Zhang 6fa9dbbe42 [Diffusion] Unify diffusion request identity on request_id (#3744) 
Signed-off-by: jader <yjader@foxmail.com>
 2026-05-28 14:56:56 +08:00
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
WeiQing Chen 6031c7d393 [CI] Add HunyuanVideo 1.5 X2V accuracy tests (#3852) 
Signed-off-by: david6666666 <530634352@qq.com>
 2026-05-28 11:09:45 +08:00
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
Yuanheng Zhao 39705f9ee8 [Feat] Support online quantization (fp8/int8) for DreamID-Omni (#3902) 
Signed-off-by: Yuanheng Zhao <jonathan.zhaoyh@gmail.com>
 2026-05-28 02:31:58 +00:00
LancerandAlicia 5c3c81920b [Bugfix] Ensure stage and diffusion subprocesses exit when parent dies unexpectedly (#3751) 
Signed-off-by: Lancer <maruixiang6688@gmail.com>
Co-authored-by: Alicia <115451386+congw729@users.noreply.github.com>
 2026-05-28 08:22:04 +08:00
akshatvishu 1f3a3e3848 Fix Ovis image text encoder dtype (#3876) 
Signed-off-by: akshatvishu <akshatnayak197@gmail.com>
 2026-05-28 08:21:37 +08:00
Zheng WengangClaude Opus 4.6Yuanheng Zhao
 		a698269e47 [Model] Add Ming-flash-omni-2.0 Image Generation (Diffusion) Stage (#2875) 
Signed-off-by: ZhengWG <zwg0606@gmail.com>
Signed-off-by: Zheng Wengang <zwg0606@gmail.com>
Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Co-authored-by: Yuanheng Zhao <54058983+yuanheng-zhao@users.noreply.github.com>
 2026-05-27 23:21:20 +08:00
JohnJan 36dc32ff81 [Feature] support SP for FLUX.2-dev (#3244) 2026-05-27 20:43:02 +08:00
bjf-frzandHongsheng Liu c33ef34654 [Bugfix]Fix Hunyuan Image3 denoise flow alignment (#3857) 
Signed-off-by: bjf-frz <frz123db@gmail.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
 2026-05-27 19:18:01 +08:00
rongfu.lengandPeter Pan c349f62839 [Feat] opt qwen image model load use ColumnParallelLinear replace ReplicatedLinear (#3875) 
Signed-off-by: rongfu.leng <lenronfu@gmail.com>
Co-authored-by: Peter Pan <Peter.Pan@daocloud.io>
 2026-05-27 09:02:17 +00:00
WeiQing ChenandSYLAR 41cb6378a2 [Perf] Trim HunyuanVideo encoder padding tokens (#3844) 
Signed-off-by: david6666666 <530634352@qq.com>
Co-authored-by: SYLAR <125541396+lishunyang12@users.noreply.github.com>
 2026-05-27 14:17:10 +08:00
JasonandZeyu Huang | 黃澤宇 753508fe02 [Bugfix] Fix Qwen-Image-Edit-2511 TeaCache zero_cond_t handling (#3219) 
Signed-off-by: JasonJ2021 <jasonj@zju.edu.cn>
Signed-off-by: Jason <72191212+JasonJ2021@users.noreply.github.com>
Co-authored-by: Zeyu Huang | 黃澤宇 <11222265+fhfuih@users.noreply.github.com>
 2026-05-27 11:06:18 +08:00
mglyn 385df0359e [BugFix] Fix LTX-2.3 audio latent padding for sequence parallelism (#3854) 
Signed-off-by: mglyn <1203789601@qq.com>
 2026-05-26 08:45:38 +00:00
NumberWan 11a951b962 [BugFix]: CUDA device-side assert failures on single-stage BAGEL i2i requests (#3680) 
Signed-off-by: NumberWan <wantszkin2003@gmail.com>
 2026-05-26 03:01:10 +00:00
Alex Brooks cc0e15ba57 [Bugfix] Fix LTX2 CacheDiT Integration (#3621) 
Signed-off-by: Alex Brooks <albrooks@redhat.com>
 2026-05-24 21:55:34 +08:00
fywc d01eaca39a [Feat] support cache-dit for DreamID-Omni (#3265) 
Signed-off-by: hanzheli <hanzheli@kuaishou.com>
Signed-off-by: fywc <hanzheli@kuaishou.com>
 2026-05-23 08:09:33 +08:00
Alex Brooks 23e243378f [Bugfix] Set separate CFG flag in Helios for CacheDiT (#3756) 
Signed-off-by: Alex Brooks <albrooks@redhat.com>
 2026-05-22 19:56:41 +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
Samit 8e937400dc Fix OmniDiffusionConfig master_port selection for parallel launches (#3803) 2026-05-22 11:12:29 +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
Chenguang ZhengandCanlin Guo 7d8816b46b [Bugfix] Fix Hunyuan worker device context (#3768) 
Signed-off-by: Chenguang ZHENG <645327136@qq.com>
Signed-off-by: Canlin Guo <961750412@qq.com>
Co-authored-by: Canlin Guo <961750412@qq.com>
 2026-05-22 02:17:59 +00:00
Yuanheng Zhao 2bc9cb7f13 [Feat] Support online quantization (fp8/int8) for LTX-2 (#3700) 
Signed-off-by: Yuanheng Zhao <jonathan.zhaoyh@gmail.com>
Signed-off-by: yuanheng <jonathan.zhaoyh@gmail.com>
 2026-05-21 19:52:21 +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
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
Lancer 109bba8cdf [Bugfix] Treat kv_cache_dtype=auto as unset for ring attention (#3622) 
Signed-off-by: Lancer <maruixiang6688@gmail.com>
 2026-05-20 05:18:57 +00:00
Y. Fisherandzzh 29179599fc [Feat] Enable VAE parallel in HunyuanImage3 (#3091) 
Signed-off-by: KexiongYu <yukexiong1@huawei.com>
Signed-off-by: zzh <943967662@qq.com>
Co-authored-by: zzh <943967662@qq.com>
 2026-05-20 09:55:33 +08:00
LuandSYLAR 14e5baceaf [Qwen-Image] Drop unused vision tower from text encoder (#3608) 
Signed-off-by: lulugoodcoder <luludachiever@gmail.com>
Co-authored-by: SYLAR <125541396+lishunyang12@users.noreply.github.com>
 2026-05-19 19:19:58 +08:00
chickeytonandherotai214 e277feacaf [large-scale-serving] Integrate OmniCoordinator into stage engine pipeline (#3569) 
Signed-off-by: chickeyton <ngton2014@gmail.com>
Signed-off-by: herotai214 <herotai214@gmail.com>
Co-authored-by: herotai214 <herotai214@gmail.com>
 2026-05-19 12:08:20 +08:00
JiaHong ca9fd0b71c Reject non-positive Flux2 Klein inference steps (#3717) 
Signed-off-by: MmMaiIIi <2360655509@qq.com>
 2026-05-19 11:52:41 +08:00
JiaHongandWeiQing Chen 3ac739817f [Bugfix] Reject empty prompts in Flux2 Klein diffusion pipeline (#3711) 
Signed-off-by: MmMaiIIi <2360655509@qq.com>
Co-authored-by: WeiQing Chen <40507679+david6666666@users.noreply.github.com>
 2026-05-19 11:30:54 +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
Chendi.Xue 475a4002b0 [XPU] set flash_attn as default diffusion attn backend and fix k_len for cross_attn (#3525) 
Signed-off-by: Chendi Xue <chendi.xue@intel.com>
 2026-05-18 23:58:15 +00:00
lyj-jjjandCursor 821286794f [HY-Imgae3.0] support hunyuan image3 dit fa-fp8 on npu (#3540) 
Signed-off-by: lyj-jjj <liuyingjun5@huawei.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
 2026-05-18 09:35:30 -07:00
Ding Zuhaoandnussejzz f4115bd771 [Bugfix] Fix SenseNova U1 broken import after SupportsModuleOffload (#3691) 
Signed-off-by: nussejzz <nussejzz@users.noreply.github.com>
Co-authored-by: nussejzz <nussejzz@users.noreply.github.com>
 2026-05-18 21:12:46 +08:00
wuhangandHongsheng Liu 4ba8e14981 Fix diffusion engine cleanup lifecycle (#3494) 
Signed-off-by: wuhang <wuhang6@huawei.com>
Signed-off-by: Hongsheng Liu <liuhongsheng4@huawei.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
 2026-05-18 08:54:57 +08:00
Yuanheng Zhao 220db62b3f [Bugfix] Adapt LTX-2 connector arg with diffusers 0.38.0 (#3661) 
Signed-off-by: Yuanheng Zhao <jonathan.zhaoyh@gmail.com>
 2026-05-17 21:58:44 +08:00
Yuanheng Zhao a64ebf103b [Refactor] Migrate and clean up TTS configs: CosyVoice3, OmniVoice, VoxCPM (#3338) 
Signed-off-by: yuanheng <jonathan.zhaoyh@gmail.com>
Signed-off-by: Yuanheng Zhao <jonathan.zhaoyh@gmail.com>
 2026-05-17 07:32:34 +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
Zeng ChuangandHongsheng Liu ea35a0cc4a [Bugfix]update process name for dit stage (#3602) 
Signed-off-by: zengchuang <zengchuang3@huawei.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
 2026-05-16 20:51:31 +08:00
wuhangandHongsheng Liu 0f4853ff86 [Bugfix] Support diffusion worker dead detect when use inline engine (#3214) 
Signed-off-by: wuhang <wuhang6@huawei.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
 2026-05-16 20:50:29 +08:00
+20
Zhou TaichangClaude Opus 4.7NumberWandsinghviDnoobYueqian LinHongsheng Liuknlnguyen1802Samitrein yangNick Caozhumingjue138Ricardo Noriegalyj-jjjCursorgcanlinwangyuweizhoublueweizhoubluedengyunyang汪志鹏WeiQing ChenJie LiuYueqian LinNATUREbjf-frzamy-why-3459Y. FisherZeyu Huang | 黃澤宇Copilot Autofix powered by AI
 		eb4e60ee64 [Rebase] Rebase to vllm v0.21.0 (#3530) 
Signed-off-by: tzhouam <tzhouam@connect.ust.hk>
Signed-off-by: Zhou Taichang <tzhouam@connect.ust.hk>
Signed-off-by: NumberWan <wantszkin2003@gmail.com>
Signed-off-by: Divyansh Singhvi <divyanshsinghvi@gmail.com>
Signed-off-by: dsinghvi <divyanshsinghvi@gmail.com>
Signed-off-by: Dnoob <dxpouo@gmail.com>
Signed-off-by: Yueqian Lin <70319226+linyueqian@users.noreply.github.com>
Signed-off-by: knlnguyen1802 <knlnguyen1802@gmail.com>
Signed-off-by: rein yang <ruiruyang2@gmail.com>
Signed-off-by: Nick Cao <ncao@redhat.com>
Signed-off-by: zhumingjue <zhumingjue@huawei.com>
Signed-off-by: Ricardo Noriega De Soto <rnoriega@redhat.com>
Signed-off-by: lyj-jjj <liuyingjun5@huawei.com>
Signed-off-by: gcanlin <canlinguosdu@gmail.com>
Signed-off-by: wangyu <410167048@qq.com>
Signed-off-by: weizhoublue <weizhoublue@github.com>
Signed-off-by: weizhou.lan@daocloud.io <weizhou.lan@daocloud.io>
Signed-off-by: dengyunyang <584797741@qq.com>
Signed-off-by: 汪志鹏 <wangzhipeng628@gmail.com>
Signed-off-by: David Chen <530634352@qq.com>
Signed-off-by: Jie Liu <33612777+keeper-jie@users.noreply.github.com>
Signed-off-by: Yueqian Lin <linyueqian@outlook.com>
Signed-off-by: princepride <wangzhipeng628@gmail.com>
Signed-off-by: natureofnature <wzliu@connect.hku.hk>
Signed-off-by: bjf-frz <frz123db@gmail.com>
Signed-off-by: amy-why-3459 <wuhaiyan17@huawei.com>
Signed-off-by: KexiongYu <yukexiong1@huawei.com>
Signed-off-by: Huang, Zeyu <11222265+fhfuih@users.noreply.github.com>
Signed-off-by: Zeyu Huang | 黃澤宇 <11222265+fhfuih@users.noreply.github.com>
Co-authored-by: Claude Opus 4.7 <noreply@anthropic.com>
Co-authored-by: NumberWan <wantszkin2003@gmail.com>
Co-authored-by: dsinghvi <divyanshsinghvi@gmail.com>
Co-authored-by: Dnoob <dxpouo@gmail.com>
Co-authored-by: Yueqian Lin <70319226+linyueqian@users.noreply.github.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
Co-authored-by: knlnguyen1802 <knlnguyen1802@gmail.com>
Co-authored-by: Samit <285365963@qq.com>
Co-authored-by: rein yang <73573651+R2-Y@users.noreply.github.com>
Co-authored-by: Nick Cao <ncao@redhat.com>
Co-authored-by: zhumingjue138 <zhumingjue@huawei.com>
Co-authored-by: Ricardo Noriega <rnoriega@redhat.com>
Co-authored-by: lyj-jjj <liuyingjun5@huawei.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
Co-authored-by: gcanlin <canlinguosdu@gmail.com>
Co-authored-by: wangyu <53896905+yenuo26@users.noreply.github.com>
Co-authored-by: weizhoublue <45163302+weizhoublue@users.noreply.github.com>
Co-authored-by: weizhoublue <weizhoublue@github.com>
Co-authored-by: dengyunyang <584797741@qq.com>
Co-authored-by: 汪志鹏 <wangzhipeng628@gmail.com>
Co-authored-by: WeiQing Chen <40507679+david6666666@users.noreply.github.com>
Co-authored-by: Jie Liu <33612777+keeper-jie@users.noreply.github.com>
Co-authored-by: Yueqian Lin <linyueqian@outlook.com>
Co-authored-by: NATURE <wzliu@connect.hku.hk>
Co-authored-by: bjf-frz <frz123db@gmail.com>
Co-authored-by: amy-why-3459 <wuhaiyan17@huawei.com>
Co-authored-by: Y. Fisher <yukexiong1@huawei.com>
Co-authored-by: Zeyu Huang | 黃澤宇 <11222265+fhfuih@users.noreply.github.com>
Co-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>
 2026-05-16 18:18:43 +08:00
Zeyu Huang | 黃澤宇andCopilot Autofix powered by AI d18168ccbb [bugfix] Fix diffusers backend input bug after #2913 (#3644) 
Signed-off-by: Huang, Zeyu <11222265+fhfuih@users.noreply.github.com>
Signed-off-by: Zeyu Huang | 黃澤宇 <11222265+fhfuih@users.noreply.github.com>
Co-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>
 2026-05-15 09:55:09 +00:00