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424fa3fcfcbadbd2e5de64e663014c86ed0dd388
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170 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
汪志鹏 b52da5455f Add pytest markers for core model and diffusion tests 
Signed-off-by: 汪志鹏 <wangzhipeng628@gmail.com>
Signed-off-by: princepride <wangzhipeng628@gmail.com>
 2026-05-29 02:34:52 +00:00
汪志鹏 5958b01ff7 Add pytest markers for core model and diffusion tests 
Signed-off-by: 汪志鹏 <wangzhipeng628@gmail.com>
Signed-off-by: princepride <wangzhipeng628@gmail.com>
 2026-05-29 02:34:51 +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
mglyn ee212d12b1 [CI][Bugfix] Add request id to LTX2.3 CFG parallel test (#3934) 
Signed-off-by: mglyn <1203789601@qq.com>
 2026-05-28 17:26:16 +08:00
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
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
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
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
Samit 8e937400dc Fix OmniDiffusionConfig master_port selection for parallel launches (#3803) 2026-05-22 11:12:29 +08:00
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
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
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
Lancer dbc589dbca [Bugfix] fix diffusion quantization benchmarking for Omni outputs (#3653) 
Signed-off-by: Lancer <maruixiang6688@gmail.com>
 2026-05-18 17:23:40 +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
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
TaffyOfficialTaffyOfficialTaffyOfficialskf1999
 		3f63aaf982 [Feature] HunyuanImage-3.0 IT2I: multi-image input + prompt API cleanup (#3444) 
Signed-off-by: TaffyOfficial <2324465096@qq.com>
Signed-off-by: TaffyOfficial <wu15922848573@outlook.com>
Signed-off-by: skf1999 <13234016272@163.com>
Signed-off-by: zuiho <2324465096@qq.com>
Signed-off-by: Claude Code <noreply@anthropic.com>
Signed-off-by: zuiho <wu15922848573@outlook.com>
Signed-off-by: TaffyOfficial <2587297563@qq.com>
Co-authored-by: TaffyOfficial <2324465096@qq.com>
Co-authored-by: TaffyOfficial <wu15922848573@outlook.com>
Co-authored-by: skf1999 <13234016272@163.com>
 2026-05-14 16:58:40 +08:00
vraitiandClaude Opus 4.6 9de9d1f7b5 [Model] Add TP-aware MistralEncoder for FLUX.2-dev TP (#2465) 
Signed-off-by: vraiti <vraiti@redhat.com>
Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
 2026-05-13 12:33:55 -07:00
Y. Fisher 4d3eed152a [Feat][Config] Support additional_config for diffusion worker (#3020) 
Signed-off-by: KexiongYu <yukexiong1@huawei.com>
Signed-off-by: Y. Fisher <yukexiong1@huawei.com>
 2026-05-13 14:22:43 +00:00
Zeng Chuang 16a84b29d5 [Bugfix] Add bot_task option of think_recaption for hunyuanimage3 it2i (#3551) 
Signed-off-by: zengchuang <zengchuang3@huawei.com>
 2026-05-13 22:10:35 +08:00
wangyu b6f29ee614 [CI][Bugfix] skip fp8 Z-Image quality gate (#3531) and add torchdiffeq dev extra (#3563) 
Signed-off-by: wangyu <410167048@qq.com>
 2026-05-13 14:25:56 +08:00
knlnguyen1802andSamit aa1184d737 [bugfix, rl] Fix race condition bug on async running for diffusion model (#3379) 
Signed-off-by: knlnguyen1802 <knlnguyen1802@gmail.com>
Co-authored-by: Samit <285365963@qq.com>
 2026-05-12 14:55:30 +08:00
dengyunyangandHongsheng Liu 0d91fbbbb7 [Bugfix] Align the AR and DiT prompt formatting across both online and offline modes. (#3516) 
Signed-off-by: dengyunyang <584797741@qq.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
 2026-05-12 12:13:30 +08:00
Junhong Liu 6be59f7d19 [Fix] Fix RMSNorm inductor KeyError under HSDP + torch.compile (#3460) 
Signed-off-by: Junhong Liu <98734602+LJH-LBJ@users.noreply.github.com>
 2026-05-11 22:56:54 +08:00
Y. Fisher a33e2eb588 [Config] Add HunyuanImage3 deploy configs (#3172) 
Signed-off-by: KexiongYu <yukexiong1@huawei.com>
Signed-off-by: Y. Fisher <yukexiong1@huawei.com>
 2026-05-11 22:49:19 +08:00
Canlin Guo 5e263b6929 [BugFix] Rename attention_config to diffusion_attention_config (#3489) 
Signed-off-by: gcanlin <canlinguosdu@gmail.com>
 2026-05-11 11:27:35 +08:00
dengyunyang 857356d5b7 [Feature] hunyuanimage support flash attn (#2981) 
Signed-off-by: dengyunyang <584797741@qq.com>
 2026-05-10 22:08:24 +08:00
Canlin GuoandHongsheng Liu 11c4c7f0ff [Diffusion][Attention] Support per-role attention backend via CLI (#2681) 
Signed-off-by: gcanlin <canlinguosdu@gmail.com>
Signed-off-by: Hongsheng Liu <liuhongsheng4@huawei.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
 2026-05-10 11:59:05 +08:00
wangyuandHongsheng Liu 26d481fc84 [CI] Remove VLLM_TEST_CLEAN_GPU_MEMORY to avoid environment variable pollution that causes unnecessary GPU detection, thereby slowing down test case execution. (#3446) 
Signed-off-by: wangyu <410167048@qq.com>
Signed-off-by: [Your Name] <your.email@example.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
 2026-05-10 07:00:29 +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
Ayush AgarwalandHongsheng Liu b968373c88 enhancement: extend to dmd2 to image generation + add flux, qwen image pipelines (#2974) 
Signed-off-by: ayushag <ayushag@nvidia.com>
Signed-off-by: Ayush Agarwal <ayushag@nvidia.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
 2026-05-08 21:37:57 +08:00
dengyunyang 5b61e7f1f1 [Feature][Hunyuan image 3.0] AR + DIT with kv reuse. (#3346) 
Signed-off-by: dengyunyang <584797741@qq.com>
 2026-05-08 20:51:46 +08:00
Yuchen JiangYuchen JiangCanlin Guo
 		ea4cf77f56 [Hardware] Extend diffusion engine plugin extensibility for out-of-tree hardware backends (#3239) 
Signed-off-by: Yuchen Jiang <yucjiang@amazon.com>
Co-authored-by: Yuchen Jiang <yucjiang@amazon.com>
Co-authored-by: Canlin Guo <canlinguosdu@gmail.com>
 2026-05-08 14:29:15 +08:00