Hongsheng Liu
75af33a76f
[Diffusion] Address DLO host cache review feedback
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Signed-off-by: Hongsheng Liu <liuhongsheng4@huawei.com >
2026-08-19 11:23:36 +08:00
Hongsheng Liu
010b3c1d74
[Diffusion] Make no-AllGather host weight cache automatic
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Signed-off-by: Hongsheng Liu <liuhongsheng4@huawei.com >
2026-08-19 11:23:36 +08:00
Hongsheng Liu
3bb7547a0f
[Diffusion] Rename runtime cache to host weight cache
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Signed-off-by: Hongsheng Liu <liuhongsheng4@huawei.com >
2026-08-19 11:23:36 +08:00
Hongsheng Liu
6b7b5368f2
[Diffusion] Clarify runtime cache module boundary
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Signed-off-by: Hongsheng Liu <liuhongsheng4@huawei.com >
2026-08-19 11:21:59 +08:00
Hongsheng Liu
6751c1f404
[Diffusion] Address runtime cache review feedback
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Signed-off-by: Hongsheng Liu <liuhongsheng4@huawei.com >
2026-08-19 11:21:59 +08:00
Hongsheng Liu
c1196216a3
[Diffusion] Stabilize runtime cache identities
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Signed-off-by: Hongsheng Liu <liuhongsheng4@huawei.com >
2026-08-19 11:21:28 +08:00
Hongsheng Liu
23ab14a15b
[Diffusion] Register runtime cache for direct DLO H2D
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Avoid recurrent mmap-to-pinned packing in no-AllGather DLO by registering transform-complete runtime-cache mappings under an explicit per-worker budget. Copy mapped tensors directly into the rotating device buffers while preserving bounded-staging fallback and ordered shutdown cleanup.
Signed-off-by: Hongsheng Liu <liuhongsheng4@huawei.com >
2026-08-19 11:21:28 +08:00
Hongsheng Liu
59549968cf
[Diffusion] Tighten runtime cache compatibility guards
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Signed-off-by: Hongsheng Liu <liuhongsheng4@huawei.com >
2026-08-19 11:21:28 +08:00
Hongsheng Liu
d30ccdc315
[Diffusion] Add node-local runtime weight cache for DLO
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Signed-off-by: Hongsheng Liu <liuhongsheng4@huawei.com >
2026-08-19 11:21:01 +08:00
Hongsheng Liu
284e05c88b
[Core] Support online FP8 with DLO AllGather ( #6279 )
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Signed-off-by: Hongsheng Liu <liuhongsheng4@huawei.com >
2026-08-18 23:48:07 +08:00
Hongsheng Liu
9d2bb23ff6
[Diffusion] Add loader-owned host-weight plans for DLO (TP=1) ( #6213 )
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Signed-off-by: Hongsheng Liu <liuhongsheng4@huawei.com >
2026-08-16 11:02:38 +08:00
SYLAR and Hongsheng Liu
d1e230c95b
[Diffusion][Quantization] Enable MiniMax-H3 global FP8 with DLO ( #5910 )
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Signed-off-by: lishunyang12 <lishunyang12@163.com >
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com >
2026-08-15 23:01:26 +08:00
SYLAR
ce6ab0ca46
[Model] Add LTX-2.5 support ( #6070 )
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Signed-off-by: lishunyang12 <lishunyang12@163.com >
2026-08-15 18:27:23 +08:00
Zijun Huang and WeiQing Chen
93457f29ff
[NPU][Quantization] Add RainFusion attention and INT8 online quantization for MiniMax H3 ( #5706 )
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Signed-off-by: Zijun Huang <zijunhua@usc.edu >
Co-authored-by: WeiQing Chen <40507679+david6666666@users.noreply.github.com >
2026-08-06 14:15:21 +08:00
evanchueng and david6666666
744c65b730
[Feature] Distributed layerwise offload with DP multi-concurrency + mmap weight… ( #5397 )
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Signed-off-by: evanchueng <evanchueng@outlook.com >
Signed-off-by: david6666666 <530634352@qq.com >
Co-authored-by: david6666666 <530634352@qq.com >
2026-07-30 13:35:38 +00:00
Mu GuanLin
12d75cf63a
[Feature] Add official LTX multimodal guidance and precision guard ( #5148 )
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Signed-off-by: mglyn <1203789601@qq.com >
2026-07-28 10:44:25 +00:00
SYLAR and lishunyang12
7762d664d8
[Attention] Add trtllm diffusion attention backend with Skip-Softmax ( #5283 )
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Signed-off-by: lishunyang12 <lishunyang03@gmail.com >
Co-authored-by: lishunyang12 <lishunyang03@gmail.com >
2026-07-27 22:48:11 +08:00
Alicia
f18924c1ca
[Refactor][Misc] Remove unused code in diffusion hooks/model_loader ( #5270 )
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Signed-off-by: Alicia <115451386+congw729@users.noreply.github.com >
2026-07-22 09:45:17 +08:00
Alex Steiner
ae949d129f
[Bugfix][Quantization] Remap ModelOpt NVFP4 scale tensors ( #5087 )
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Signed-off-by: Alex Steiner <asteiner@nvidia.com >
2026-07-16 12:33:57 -07:00
wkutak
a7b6a174bc
Fix loading of ModelOpt FP8 checkpoints for Cosmos3 ( #5076 )
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Signed-off-by: Wojciech Kutak <wkutak@nvidia.com >
2026-07-14 17:33:27 -07:00
Alex Steiner
4b9d09cb87
[Bugfix][Quantization] Support packed parameters with HSDP ( #5088 )
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Signed-off-by: Alex Steiner <asteiner@nvidia.com >
2026-07-14 08:24:26 +00:00
Rahul Steiger
66b9ad287a
Extend Cosmos3 CPU offloading to component and layerwise paths ( #4695 )
2026-07-13 09:48:53 +00:00
Zhou Taichang and Claude Opus 4.8
d3c47efc4f
[Rebase] Rebase to vllm v0.25.0 ( #5042 )
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Signed-off-by: tzhouam <tzhouam@connect.ust.hk >
Co-authored-by: Claude Opus 4.8 <noreply@anthropic.com >
2026-07-12 23:39:53 +08:00
Isotr0py
b95905deb1
[Quantization] Migrate GGUF diffusion model support to OOT plugin ( #4769 )
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Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn >
Signed-off-by: Isotr0py <Isotr0py@outlook.com >
2026-07-11 18:48:43 +00:00
Zhou Taichang
a560ed184d
[Rebase] Rebase to vllm v0.24.0 ( #4709 )
2026-06-30 19:41:06 +08:00
Nick Cao and Claude
6646a66d41
[BugFix] Use ModuleDiscovery for HSDP DiT sharding to support nested pipelines ( #3456 )
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Signed-off-by: Nick Cao <ncao@redhat.com >
Co-authored-by: Claude <noreply@anthropic.com >
2026-06-23 02:54:14 +00:00
Kwokho Tsui and Kwokho Tsui
7e152ca64b
[Bugfix] Fix HSDP + FP8 online quantization compatibility ( #4494 )
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Signed-off-by: Kwokho Tsui <kh_tsui@163.com >
Co-authored-by: Kwokho Tsui <kh_tsui@163.com >
2026-06-19 15:06:27 +08:00
Kwokho Tsui and Kwokho
3bce5e2e3a
[Bugfix] Cosmos3: fix HSDP dtype mismatch on time_embedder via _hsdp_ignored_modules ( #4452 )
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Signed-off-by: Kwokho <kh_tsui@163.com >
Co-authored-by: Kwokho <kh_tsui@163.com >
2026-06-16 04:06:14 +00:00
Alex Brooks
7dcbeaea03
[Core] Cleanup DiffusersPipelineLoader ( #1932 )
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Signed-off-by: Alex Brooks <albrooks@redhat.com >
2026-06-09 11:55:32 +08:00
SYLAR
29b18ea298
[Quant] ModelOpt FP8 for Wan2.2 & HunyuanVideo-1.5 video-gen ( #3305 )
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Signed-off-by: WeiQing Chen <david6666666@users.noreply.github.com >
2026-06-08 02:53:06 +08:00
Zhou Taichang
af02713952
[Bugfix] harden diffusion model prefetch against transformers v5 shard-resolution race ( #4076 )
2026-06-04 12:14:25 +08:00
+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
knlnguyen1802 and Samit
5377108438
[minor, fix] Allow passing class interface as custom pipeline argument ( #2973 )
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Signed-off-by: knlnguyen1802 <knlnguyen1802@gmail.com >
Signed-off-by: Samit <285365963@qq.com >
Co-authored-by: Samit <285365963@qq.com >
2026-05-29 23:39:38 +08:00
knlnguyen1802 and Samit
5eac50f22c
[bugfix, rl] Fix sleep do not release full memory in custom pipeline ( #3818 )
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Signed-off-by: knlnguyen1802 <knlnguyen1802@gmail.com >
Co-authored-by: Samit <285365963@qq.com >
2026-05-28 22:27:27 +08:00
Chendi.Xue
1903cee56a
[MXFP8][XPU] enable mxfp8 using vLLM main repo method ( #3782 )
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Signed-off-by: Chendi Xue <chendi.xue@intel.com >
2026-05-28 02:47:22 +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
Canlin Guo and Hongsheng Liu
11c4c7f0ff
[Diffusion][Attention] Support per-role attention backend via CLI ( #2681 )
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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
baonudesifeizhai and roG0d
c4a0990044
(Phase 1)Add ModelOpt FP8 auto-detect support for diffusion checkpoints #2709 ( #2913 )
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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
lsyyyyy and 汪志鹏
32663f21d5
[Feat] support hsdp for Bagel ( #3150 )
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Signed-off-by: siyuan.lei <siyuanlei37@gmail.com >
Signed-off-by: lsyyyyy <siyuanlei37@gmail.com >
Signed-off-by: 汪志鹏 <wangzhipeng628@gmail.com >
Co-authored-by: 汪志鹏 <wangzhipeng628@gmail.com >
2026-05-08 15:20:42 +08:00
0a8204cb81
[Quantization] Redo Z-Image text encoder FP8 online quantization ( #3279 )
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Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn >
Signed-off-by: Isotr0py <2037008807@qq.com >
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com >
Co-authored-by: SYLAR <125541396+lishunyang12@users.noreply.github.com >
2026-05-06 16:37:36 +00:00
Hongsheng Liu
7fc528f7a9
Revert "[Quantization] Enable FP8 online quantization for Z-image text encoder" ( #3272 )
2026-04-30 15:08:17 +08:00
Isotr0py
ac66282746
[Quantization] Enable FP8 online quantization for Z-image text encoder ( #1338 )
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Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn >
2026-04-30 14:12:01 +08:00
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
Zeyu Huang | 黃澤宇
d8cc7a0409
[feat]: General diffusers adapter backend to run diffusion models ( #2724 )
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Signed-off-by: Huang, Zeyu <11222265+fhfuih@users.noreply.github.com >
2026-04-23 00:07:18 +08:00
Yi Liu and Hongsheng Liu
c1d2dcc3ac
[AutoRound] Add offline quantized W4A16 model support ( #1777 )
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Signed-off-by: yiliu30 <yi4.liu@intel.com >
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com >
2026-04-02 13:57:53 +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
Chendi.Xue
28aee51a59
[FP8] enable hunyuan-image-3 diffusion model with fp8 online quant ( #1935 )
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Signed-off-by: Chendi Xue <chendi.xue@intel.com >
2026-03-22 13:02:16 +08:00
Lancer
af012babf8
[Bugfix] Fix cpu offload and quantization compatibility ( #1473 )
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Signed-off-by: Lancer <maruixiang6688@gmail.com >
2026-03-14 18:55:30 +00:00
Samit
22a51a7cdb
[Feature][Wan2.2] Speed up diffusion model startup by multi-thread weight loading ( #1504 )
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Signed-off-by: samithuang <285365963@qq.com >
Signed-off-by: Samit <285365963@qq.com >
2026-03-02 14:53:25 +00:00