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
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
+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
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
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
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
Ayush Agarwal and Hongsheng Liu
b968373c88
enhancement: extend to dmd2 to image generation + add flux, qwen image pipelines ( #2974 )
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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
e49fbd8a2d
[Feat] DiffusionEngine Support async batch infer ( #2729 )
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Signed-off-by: Semmer <semmer@live.cn >
Signed-off-by: jader <yjader@foxmail.com >
Signed-off-by: asukaqaq-s <1311722138@qq.com >
Co-authored-by: asukaqaq-s <1311722138@qq.com >
Co-authored-by: jader <yjader@foxmail.com >
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com >
Co-authored-by: Gao Han <hgaoaf@connect.ust.hk >
2026-05-06 09:47:13 +12:00
Zhou Taichang and Yuanheng Zhao
7f2b1e9386
[Rebase] Rebase to vllm 0.20.0 ( #3232 )
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Signed-off-by: tzhouam <tzhouam@connect.ust.hk >
Signed-off-by: Zhou Taichang <tzhouam@connect.ust.hk >
Signed-off-by: Yuanheng Zhao <jonathan.zhaoyh@gmail.com >
Co-authored-by: Yuanheng Zhao <54058983+yuanheng-zhao@users.noreply.github.com >
2026-04-30 09:56:59 +12:00
WeiQing Chen and Gao Han
f658bcb0bf
[Bugfix] Limit Qwen-Image-Edit-2511 input image count ( #2840 )
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Signed-off-by: david6666666 <530634352@qq.com >
Co-authored-by: Gao Han <hgaoaf@connect.ust.hk >
2026-04-17 20:07:30 +08:00
WeiQing Chen
3079e943de
[Bugfix] enforce max_sequence_length for Qwen-Image and Wan2.2 series before encoding ( #2847 )
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Signed-off-by: david6666666 <530634352@qq.com >
2026-04-17 10:40:36 +08:00
Zhang Jian and pjh4993
c6d76d081b
[Bugfix] Fix broken fp8 quantisation on Z-Image-Turbo, Qwen-Image, FLUX.1-dev ( #2795 )
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Signed-off-by: Zhang <jianmusings@gmail.com >
Co-authored-by: pjh4993 <pjh4993@naver.com >
2026-04-15 14:25:41 +00:00
fan2956 and Canlin Guo
2dff2d7c74
[PERF] Wan2.2 support adalayernorm fused op ( #2585 )
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Signed-off-by: fan2956 <zhoufan53@huawei.com >
Co-authored-by: Canlin Guo <canlinguosdu@gmail.com >
2026-04-15 14:02:41 +08:00
WeiQing Chen
85d63c47f9
[Bugfix] Fix Qwen-Image min-size normalization for tiny requests ( #2637 )
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Signed-off-by: David Chen <530634352@qq.com >
2026-04-09 20:51:01 +08:00
Lancer and Didan Deng
328de586aa
[Feat] support for multi-block layerwise offloading, fix top-level parameters/buffers staying on CPU ( #1486 )
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Signed-off-by: Lancer <maruixiang6688@gmail.com >
Signed-off-by: Lancer <402430575@qq.com >
Co-authored-by: Didan Deng <33117903+wtomin@users.noreply.github.com >
2026-04-06 11:49:35 +08:00
Lancer
70a62651b9
[Feat] support HSDP for Qwen-image series, Z-Image, GLM-Image ( #2029 )
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Signed-off-by: Lancer <maruixiang6688@gmail.com >
2026-04-01 20:01:09 +08:00
SYLAR
6b93459826
[Core] Unified quantization framework ( #1764 )
2026-03-24 18:56:55 +08:00
WeiQing Chen
d6b55b9196
[Quantization] feat: add qwen-image gguf adapter ( #1755 )
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Signed-off-by: David Chen <530634352@qq.com >
2026-03-23 13:24:54 +00:00
Wu JIAZHEN
da7a8f8014
reafator pipeline stage/step pipeline ( #1368 )
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Signed-off-by: asukaqaq-s <1311722138@qq.com >
2026-03-20 19:21:50 +08:00
Samit and Hongsheng Liu
5699fe7a96
[Bugfix] Fix config misalignment between offline and online diffusion inference (Wan2.2, Qwen-Image series) ( #1979 )
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Signed-off-by: samithuang <285365963@qq.com >
Signed-off-by: Samit <285365963@qq.com >
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com >
2026-03-19 16:00:26 +08:00
fde4808723
[Performance] diffusion timing ( #1757 )
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Signed-off-by: dengyunyang <584797741@qq.com >
Signed-off-by: bjf-frz <frz123db@gmail.com >
Signed-off-by: Didan Deng <33117903+wtomin@users.noreply.github.com >
Co-authored-by: bjf-frz <frz123db@gmail.com >
Co-authored-by: Didan Deng <33117903+wtomin@users.noreply.github.com >
2026-03-19 12:26:12 +08:00
Canlin Guo
d5ddc190f9
[UX] Add progress bar for diffusion models ( #1652 )
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Signed-off-by: gcanlin <canlinguosdu@gmail.com >
2026-03-05 23:56:14 +08:00
675c35db97
[Refactor] lora: reuse load_weights packed mapping ( #991 )
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Signed-off-by: dongbo910220 <1275604947@qq.com >
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com >
Co-authored-by: Jiangyun Zhu <riverclouds.zhu@qq.com >
2026-03-04 02:58:43 +00:00
dengyunyang
d275c0c993
[FEATURE] Tile/Patch parallelism refactor for easily support other models ( #1366 )
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Signed-off-by: dengyunyang <584797741@qq.com >
2026-03-03 15:48:51 +08:00
SYLAR
830d261f9d
[Feature]: FP8 Quantization Support for DiT ( #1034 )
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Signed-off-by: lishunyang <lishunyang12@163.com >
Signed-off-by: SYLAR <125541396+lishunyang12@users.noreply.github.com >
2026-02-11 21:01:35 +08:00
SYLAR and Hongsheng Liu
8a9644c821
[Bugfix] Fix image edit RoPE crash when explicit height/width are provided ( #1265 )
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Signed-off-by: lishunyang <lishunyang12@163.com >
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com >
2026-02-10 21:18:36 +00:00
Zeyu Huang | 黃澤宇 and Hongsheng Liu
7672298075
bugfix: /images/edits endpoint fails pipeline data format check ( #1141 )
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Signed-off-by: Huang, Zeyu <11222265+fhfuih@users.noreply.github.com >
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com >
2026-02-04 09:36:57 +08:00
Jiangyun Zhu
4d8e29075a
[Bugfix] fix qwen image oom ( #1168 )
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Signed-off-by: zjy0516 <riverclouds.zhu@qq.com >
2026-02-03 18:13:00 +08:00
Canlin Guo
3bc3c95708
[Bugfix][Qwen-Image-Edit] Add a warning log for none negative_prompt ( #1170 )
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Signed-off-by: gcanlin <canlinguosdu@gmail.com >
2026-02-03 18:12:11 +08:00
Didan Deng and Hongsheng Liu
23cf48d7bb
[Perf]: CFG parallel abstraction ( #851 )
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Signed-off-by: Didan Deng <33117903+wtomin@users.noreply.github.com >
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com >
2026-01-30 16:23:44 +00:00
XU Mingshi and Hongsheng Liu
be835c4483
[BugFix] Fix modulate_index shape error in Qwen-Image-Edit Task ( #1100 )
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Signed-off-by: mxuax <mxuax@connect.ust.hk >
Signed-off-by: XU Mingshi <91017482+mxuax@users.noreply.github.com >
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com >
2026-01-30 13:44:58 +00:00
2923d5a91e
[Feature] Support DiT Layerwise (Blockwise) CPU Offloading ( #858 )
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Signed-off-by: yuanheng <jonathan.zhaoyh@gmail.com >
Signed-off-by: Hongsheng Liu <liuhongsheng4@huawei.com >
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com >
Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com >
2026-01-30 17:35:09 +08:00
Canlin Guo
0c8b5ac2d5
[Bugfix] Set VaeImageProcessor do_convert_rgb True ( #1032 )
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Signed-off-by: gcanlin <canlinguosdu@gmail.com >
2026-01-29 12:02:39 +00:00
Jiangyun Zhu
43c6f520ca
[Bugfix] fix qwen image layerd in dummy run ( #1027 )
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Signed-off-by: zjy0516 <riverclouds.zhu@qq.com >
2026-01-29 15:18:19 +08:00
Zeyu Huang | 黃澤宇
d64bbde561
[Frontend][Model] Support batch request with refined OmniDiffusionReq… ( #797 )
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Signed-off-by: Huang, Zeyu <11222265+fhfuih@users.noreply.github.com >
2026-01-28 16:07:42 +08:00
Jiangyun Zhu
4a3a1b6de8
[Perf] avoid cpu op in QwenImageCrossAttention ( #942 )
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Signed-off-by: zjy0516 <riverclouds.zhu@qq.com >
2026-01-27 12:15:35 +08:00
5037af1033
[Feature] Diffusion LoRA Adapter Support (PEFT compatible) for vLLM alignment ( #758 )
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Signed-off-by: AndyZhou952 <jzhoubc@connect.ust.hk >
Signed-off-by: Andy Zhou <jzhoubc@connect.ust.hk >
Signed-off-by: dongbo910220 <1275604947@qq.com >
Signed-off-by: Andy Zhou <46011930+AndyZhou952@users.noreply.github.com >
Signed-off-by: Samit <285365963@qq.com >
Co-authored-by: dongbo910220 <1275604947@qq.com >
Co-authored-by: Samit <285365963@qq.com >
2026-01-27 10:22:40 +08:00
Samit and Hongsheng Liu
978a290d6e
[Bugfix] Fix diffusion pipeline CFG (guidance_scale parsing failure bug) ( #922 )
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Signed-off-by: samithuang <285365963@qq.com >
Signed-off-by: Hongsheng Liu <liuhongsheng4@huawei.com >
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com >
2026-01-26 05:09:03 +00:00
Jiangyun Zhu
58efc5dde3
[Misc] fix qwen image family redundant computation ( #868 )
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Signed-off-by: zjy0516 <riverclouds.zhu@qq.com >
2026-01-21 09:58:08 +00:00
XU Mingshi
25b08b3371
[Diffusion] Non-Intrusive Sequence Parallelism (SP) Model Support Abstraction for vLLM-Omni Framework ( #779 )
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Signed-off-by: mxuax <mxuax@connect.ust.hk >
Signed-off-by: XU Mingshi <91017482+mxuax@users.noreply.github.com >
2026-01-21 14:43:09 +08:00
Jiangyun Zhu
3fc4f988ea
[diffusion] add tp support for qwen-image and refactor some tests ( #830 )
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Signed-off-by: zjy0516 <riverclouds.zhu@qq.com >
2026-01-19 14:20:31 +08:00
Didan Deng
43ec7f701b
[Feature] Flash Attention to Support Attention Mask ( #760 )
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Signed-off-by: Didan Deng <33117903+wtomin@users.noreply.github.com >
2026-01-16 11:01:11 +08:00
Samit
2d5faf3634
[Bugfix] Fix generation artifacts of Qwen-Image-Edit-2511 and update pipeline DiT param parsing ( #776 )
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Signed-off-by: samithuang <285365963@qq.com >
2026-01-15 11:18:28 +08:00
Jiangyun Zhu
c784b3e07d
[core] add torch compile for diffusion ( #684 )
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Signed-off-by: zjy0516 <riverclouds.zhu@qq.com >
2026-01-09 04:05:44 +13:00
Didan Deng
4df794bdaa
[Bugfix] Solve Ulysses-SP sequence length not divisible by SP degree (using padding and attention mask) ( #672 )
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Signed-off-by: Didan Deng <33117903+wtomin@users.noreply.github.com >
2026-01-08 00:02:22 +08:00
ApsarasX
89f47c910a
[Bugfix] Fix f-string formatting in image generation pipelines ( #689 )
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Signed-off-by: ApsarasX <apsarax@outlook.com >
2026-01-07 14:12:58 +00:00
Didan Deng
14c04d0fd4
[Diffusion][Feature] CFG parallel support for Qwen-Image ( #444 )
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Signed-off-by: Didan Deng <33117903+wtomin@users.noreply.github.com >
2026-01-06 17:34:50 +08:00
catcat and Hongsheng Liu
026f613e57
[Misc] Merge diffusion forward context ( #582 )
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Signed-off-by: iwzbi <wzbi@zju.edu.cn >
Signed-off-by: Hongsheng Liu <liuhongsheng4@huawei.com >
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com >
2026-01-05 22:49:03 +08:00