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424fa3fcfcbadbd2e5de64e663014c86ed0dd388
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489 Commits
Author SHA1 Message Date
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
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