Gao Han
69fd466fba
Merge branch 'main' into feat/diffusion-prefetch-protection
2026-06-02 23:22:08 +08:00
NumberWan
35ee3c7543
[BugFix]Qwen-Image performance regression by using torch RMSNorm(RMSNorm backend) ( #4074 )
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Signed-off-by: NumberWan <wantszkin2003@gmail.com >
2026-06-02 23:19:17 +08:00
lsyyyyy
bd37f3c27d
Support VAE parallel for Bagel ( #3982 )
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Signed-off-by: siyuan.lei <siyuanlei37@gmail.com >
2026-06-02 13:14:01 +00:00
Boopathy Kannappan
7c729e19d7
[Bugfix] Fix SD3 T5 truncation check device mismatch on long prompts ( #3949 )
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Signed-off-by: bkannappan <bkannappan@digitalocean.com >
2026-06-02 11:04:08 +00:00
tzhouam
617c6ca55f
feat: enhance model loading with prefetching and retry logic
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- Introduced `from_pretrained_with_prefetch` to handle racy cache scenarios by re-prefetching and retrying on failures.
- Updated various model pipelines to utilize the new prefetching mechanism, ensuring robust loading of model components.
- Prefetch logic added to multiple models, including HunyuanVideo, LongCatImage, and QwenImage, to mitigate issues with incomplete cache states.
2026-06-02 09:01:47 +00:00
NATURE
1fb423e5f6
[Perf][Bagel] Avoid per-step device syncs in Bagel img2img ( #3987 )
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Signed-off-by: natureofnature <wzliu@connect.hku.hk >
2026-06-02 10:58:32 +08:00
bc794e625f
Add Cosmos3 model support ( #3454 )
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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
b76291d6a1
[New Model] Add Lance (ByteDance) ( #3710 )
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Signed-off-by: lishunyang <lishunyang03@gmail.com >
Signed-off-by: lishunyang12 <lishunyang12@163.com >
Signed-off-by: WeiQing Chen <david6666666@users.noreply.github.com >
Co-authored-by: lishunyang <lishunyang03@gmail.com >
Co-authored-by: Haco <923390377@qq.com >
2026-06-01 16:01:25 +08:00
boatman and sphinxkkkbc
2dcfcc0519
[Feat]Support Nonverbal Tags in OmniVoice ( #3968 )
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Signed-off-by: sphinxkkkbc <binchengkang8@gmail.com >
Co-authored-by: sphinxkkkbc <binchengkang8@gmail.com >
2026-06-01 15:51:05 +08:00
Yi Liu and Copilot
ef71d74c81
[Bugfix] Fix FLUX W4A16/AutoRound quant_config propagation ( #3587 )
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Signed-off-by: yiliu30 <yi4.liu@intel.com >
Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com >
2026-06-01 04:06:02 +00:00
+1
f92d84fcf9
[Rebase] Rebase to vllm releases/v0.22.0 ( #3891 )
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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
NumberWan
6f4bd3e45c
[BugFix]Qwen-Image performance regression by using omni RMSNorm(RMSNorm backend) ( #3933 )
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Signed-off-by: NumberWan <wantszkin2003@gmail.com >
2026-05-31 08:06:18 +08:00
zzh
ffd9771c54
Fix hunyuan resolve stop token ids ( #3896 )
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Signed-off-by: zzh <943967662@qq.com >
2026-05-31 07:47:36 +08:00
WeiQing Chen
a3456752c5
[Diffusion] Support USP and VAE patch parallel for HunyuanVideo 1.5 ( #3979 )
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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 )
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Signed-off-by: hanzheli <hanzheli@kuaishou.com >
2026-05-29 17:40:54 +00:00
WeiQing Chen
67bb9b4a12
[CI][Bugfix] Fix LTX audio-video warmup output typing ( #3964 )
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Signed-off-by: david6666666 <530634352@qq.com >
2026-05-29 07:46:02 +00:00
boatman and sphinxkkkbc
4d9262a6eb
[Feat]Support voice clone for omnivoice in online serving & add seed parameter for reproducible ( #3668 )
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Signed-off-by: sphinxkkkbc <binchengkang8@gmail.com >
Co-authored-by: sphinxkkkbc <binchengkang8@gmail.com >
2026-05-29 07:42:08 +00:00
c69ed4037d
[feat] Support prompt embedding caching for diffusion model ( #2962 )
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Signed-off-by: knlnguyen1802 <knlnguyen1802@gmail.com >
Co-authored-by: Samit <285365963@qq.com >
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com >
2026-05-29 15:36:03 +08:00
Alex Brooks
68a1d23e4d
[Bugfix/Feature] Remove Hardcoded Flash Attention in Bagel & Support GQA in SDPA Backend ( #3728 )
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Signed-off-by: Alex Brooks <albrooks@redhat.com >
2026-05-29 10:36:15 +08:00
Liang Lv
b72ffb82bb
[AutoRound] Support GLM-Image W4A16 quantization model ( #3059 )
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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 )
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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 )
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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 )
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Signed-off-by: david6666666 <530634352@qq.com >
2026-05-28 11:09:45 +08:00
373d3c7476
[Blackwell] Add CUDNN_ATTN and FLASHINFER_ATTN backends for diffusion (auto-route) ( #3079 )
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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 )
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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 )
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Signed-off-by: akshatvishu <akshatnayak197@gmail.com >
2026-05-28 08:21:37 +08:00
a698269e47
[Model] Add Ming-flash-omni-2.0 Image Generation (Diffusion) Stage ( #2875 )
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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-frz and Hongsheng Liu
c33ef34654
[Bugfix]Fix Hunyuan Image3 denoise flow alignment ( #3857 )
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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.leng and Peter Pan
c349f62839
[Feat] opt qwen image model load use ColumnParallelLinear replace ReplicatedLinear ( #3875 )
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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 Chen and SYLAR
41cb6378a2
[Perf] Trim HunyuanVideo encoder padding tokens ( #3844 )
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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 )
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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 )
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Signed-off-by: NumberWan <wantszkin2003@gmail.com >
2026-05-26 03:01:10 +00:00
Alex Brooks
cc0e15ba57
[Bugfix] Fix LTX2 CacheDiT Integration ( #3621 )
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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 )
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Signed-off-by: hanzheli <hanzheli@kuaishou.com >
Signed-off-by: fywc <hanzheli@kuaishou.com >
2026-05-23 08:09:33 +08:00
ANHDY and wangmengdi
28467dc19a
[feature]: support Hidream-I1-Full model ( #2572 )
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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 )
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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 )
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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
8297570c2b
[AutoRound] Support WAN2.2 W4A16 quantization model ( #3353 )
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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
hxhhhlalala and hyh_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 )
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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. Fisher and zzh
29179599fc
[Feat] Enable VAE parallel in HunyuanImage3 ( #3091 )
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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
Lu and SYLAR
14e5baceaf
[Qwen-Image] Drop unused vision tower from text encoder ( #3608 )
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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 )
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Signed-off-by: MmMaiIIi <2360655509@qq.com >
2026-05-19 11:52:41 +08:00
JiaHong and WeiQing Chen
3ac739817f
[Bugfix] Reject empty prompts in Flux2 Klein diffusion pipeline ( #3711 )
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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 )
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Signed-off-by: Rustam Khadipash <16683750+hadipash@users.noreply.github.com >
2026-05-19 09:42:17 +08:00
lyj-jjj and Cursor
821286794f
[HY-Imgae3.0] support hunyuan image3 dit fa-fp8 on npu ( #3540 )
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Signed-off-by: lyj-jjj <liuyingjun5@huawei.com >
Co-authored-by: Cursor <cursoragent@cursor.com >
2026-05-18 09:35:30 -07:00
Ding Zuhao and nussejzz
f4115bd771
[Bugfix] Fix SenseNova U1 broken import after SupportsModuleOffload ( #3691 )
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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 )
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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 )
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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
3f63aaf982
[Feature] HunyuanImage-3.0 IT2I: multi-image input + prompt API cleanup ( #3444 )
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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