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315 Commits
Author SHA1 Message Date
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
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
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
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
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
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
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
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
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
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
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
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
dengyunyang efd955674b [Bugfix][HunyuanImage3.0] Fix KV reuse compatibility in SP scenarios (#3546) 
Signed-off-by: dengyunyang <584797741@qq.com>
 2026-05-13 22:40:18 +08:00
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
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
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
Lancer 955fcff828 [Chore] explicit .float() conversion in Helios's optimized_scale function (#3529) 
Signed-off-by: Lancer <maruixiang6688@gmail.com>
 2026-05-12 02:08:28 +00:00
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
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
wuhang 3f27ffbd4d [Misc] Clean logs for image gen task (#3414) 
Signed-off-by: wuhang <wuhang6@huawei.com>
 2026-05-11 12:16:05 +00:00
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
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
Lancer de3a291710 [Bugfix] fix OmniGen2 offload and dtype mismatch (#2560) 
Signed-off-by: Lancer <maruixiang6688@gmail.com>
Signed-off-by: Lancer <402430575@qq.com>
 2026-05-09 09:13:37 +08:00
Yueqian Lin c2a624bec4 [Bugfix][StableAudio] Pass model_class_name to Omni() and declare audio class attrs (#3405) 
Signed-off-by: Yueqian Lin <linyueqian@outlook.com>
 2026-05-09 06:40:43 +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