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42 Commits
Author SHA1 Message Date
Isotr0py 9174554e40 Merge remote-tracking branch 'origin/main' into qwen-image-2.1 
# Conflicts:
#	vllm_omni/diffusion/executor/multiproc_executor.py
#	vllm_omni/diffusion/offloader/sequential_backend.py
 2026-09-21 07:32:04 +00:00
Isotr0py 2a92b71cb9 Add FP8 online qunatization support for Qwen-Image-2.1 (#7792) 
Signed-off-by: Isotr0py <mozf@inferact.ai>
 2026-09-18 22:33:16 +08:00
Zhenqiang Xuandzqxu 242c3cddeb [Hardware][Ascend] Integrate MindIE dense and sparse quantized attention for Wan2.2 T2V (#7561) 
Signed-off-by: zqxu <xuzhenqiang3@huawei.com>
Co-authored-by: zqxu <xuzhenqiang3@huawei.com>
 2026-09-18 01:28:27 +00:00
HAAZZZEEEE becfefd440 [Hardware][Ascend] Add Wan2.2 MXFP4 UOS, Smooth and W4A8 fallback (#7210) 
Signed-off-by: HAAZZZEEEE <wang-taicheng@qq.com>
 2026-09-17 03:11:40 +00:00
wkutakandRahul Steiger 43a476c1e5 [Model] Add Cosmos3 mixed W8A8/W8A16 and W4A4/W4A16 denoising (#6560) 
Signed-off-by: Rahul Steiger <rsteiger@aws-cmh-slurm-1-vscode-04.cm.cluster>
Signed-off-by: Wojciech Kutak <wkutak@nvidia.com>
Co-authored-by: Rahul Steiger <rsteiger@nvidia.com>
 2026-09-10 23:51:09 +12:00
DMAN 06541d1f52 [Model] FP8 Support For Boogu-Image (#6925) 
Signed-off-by: Dmaner <2663515256@qq.com>
 2026-09-06 04:48:38 +00:00
SYLARandHongsheng Liu 0e44fc7406 [diffusion][feature] Add offline SVDQuant W4A4 support (#6162) 
Signed-off-by: lishunyang12 <lishunyang12@163.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
 2026-08-27 08:45:53 +08:00
Yukim1 6f55a06fab [Docs] Remove stale stage config references (#6270) 
Signed-off-by: zwhzzz0821 <2831474076@qq.com>
 2026-08-20 07:09:12 +08:00
Hongsheng Liu 284e05c88b [Core] Support online FP8 with DLO AllGather (#6279) 
Signed-off-by: Hongsheng Liu <liuhongsheng4@huawei.com>
 2026-08-18 23:48:07 +08:00
SYLARandHongsheng Liu d1e230c95b [Diffusion][Quantization] Enable MiniMax-H3 global FP8 with DLO (#5910) 
Signed-off-by: lishunyang12 <lishunyang12@163.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
 2026-08-15 23:01:26 +08:00
Mu GuanLin 83d1f11449 [Feat] LTX Standard Two-Stage Pipeline (#5500) 
Signed-off-by: mglyn <1203789601@qq.com>
 2026-08-14 00:13:14 +08:00
Hongsheng Liu 3c3989ed04 docs: align quantization overview with navigation (#6074) 
Signed-off-by: Hongsheng Liu <liuhongsheng4@huawei.com>
 2026-08-12 11:37:01 +08:00
Hongsheng Liu 62bf8d630d docs: document distributed layerwise offload compatibility (#5839) 
Signed-off-by: Hongsheng Liu <liuhongsheng4@huawei.com>
 2026-08-06 23:21:43 +08:00
Mu GuanLin b9a51592f0 [Model][Feat] MiniMax H3 online FP8 support (#5737) 
Signed-off-by: mglyn <1203789601@qq.com>
 2026-08-04 11:35:01 +00:00
Diya Penganddiyapeng 6cd1ff7e64 [Quantization] Add FLUX.2-dev Mistral TE online FP8 support (#5136) 
Signed-off-by: diyapeng <50388704+diyapeng@users.noreply.github.com>
Co-authored-by: diyapeng <50388704+diyapeng@users.noreply.github.com>
 2026-07-20 16:16:31 +08:00
Diya Penganddiyapeng e0570a0859 [Quantization] Add BitsAndBytes W4 online quantization for diffusion transformer (#5037) 
Signed-off-by: diyapeng <50388704+diyapeng@users.noreply.github.com>
Co-authored-by: diyapeng <50388704+diyapeng@users.noreply.github.com>
 2026-07-14 15:48:48 +08:00
Yi Liu 9a02963acf docs: document Cosmos3-Super AutoRound world-model support (#5062) 
Signed-off-by: yiliu30 <yi4.liu@intel.com>
 2026-07-13 02:22:16 +00:00
Isotr0py b95905deb1 [Quantization] Migrate GGUF diffusion model support to OOT plugin (#4769) 
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
 2026-07-11 18:48:43 +00:00
Aleksi VesantoandWeiQing Chen 0455bffc37 [ROCm][Perf] Add ROCm support for MXFP4 (w4a4) online quantization (#4104) 
Signed-off-by: Aleksi Vesanto <avesanto@amd.com>
Co-authored-by: WeiQing Chen <40507679+david6666666@users.noreply.github.com>
 2026-07-03 13:17:32 +08:00
Renzheng Wang 6b11f6b41d [Bugfix][Quant] Gate quack FP8 to datacenter Blackwell (sm_100.x) only (#4817) 
Signed-off-by: wangrzneu <wangrzneu@gmail.com>
 2026-07-01 16:51:17 +00:00
Kwokho TsuiandKwokho Tsui 6bdd85b384 [Doc] validate Cosmos3-Super online FP8 (#4584) 
Signed-off-by: Kwokho Tsui <kh_tsui@163.com>
Co-authored-by: Kwokho Tsui <kh_tsui@163.com>
 2026-06-22 02:24:04 +00:00
Yihong Jin 2f64c712fd [Quantization][Qwen3-Omni] Enable NVFP4 W4A4 serving on Blackwell (#4025) 
Signed-off-by: Yihong Jin <yihongjin404@gmail.com>
 2026-06-18 10:01:46 +08:00
Guanzhe (Leo) Huang c9d5545b52 [Doc] validate Cosmos3-Nano online FP8 (#4393) 
Signed-off-by: leohuang257 <masugchds@gmail.com>
 2026-06-15 03:36:19 +00:00
SYLAR b5352a5869 [Quant][Perf] Default Blackwell FP8 GEMM to quack CuteDSL fused-bias kernel (#4241) 
Signed-off-by: WeiQing Chen <david6666666@users.noreply.github.com>
 2026-06-08 19:44:20 +00:00
Gao Han 963ba1ab7a [CI] Revert "[Feature] gen-only FP8 Quantization Support for SenseNova-U1" (#4196) 2026-06-06 08:39:10 +08:00
Guanzhe (Leo) Huang b63b36ded3 [Feature] gen-only FP8 Quantization Support for SenseNova-U1 (#3943) 
Signed-off-by: leohuang257 <masugchds@gmail.com>
 2026-06-05 02:51:11 +00:00
+1
Zhou TaichangClaude Opus 4.7skfZheng WengangHongsheng LiuWeiQing ChenSYLARYueqian Linnainiu258JasonYueqian Lin
 		f92d84fcf9 [Rebase] Rebase to vllm releases/v0.22.0 (#3891) 
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
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
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
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
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
WeiQing Chen f74cba84ac [Docs] Complete quantization nav and online guide (#3764) 
Signed-off-by: David Chen <530634352@qq.com>
 2026-05-20 15:52:40 +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
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
lyj-jjjandCursor bbc00f9f86 [BugFix] fix(omni): isolate diffusion KV-cache dtype from vLLM --kv-cache-dtype #3585 (#3596) 
Signed-off-by: lyj-jjj <liuyingjun5@huawei.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
 2026-05-15 11:22:59 +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
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
Isotr0pyHongsheng LiuSYLAR
 		0a8204cb81 [Quantization] Redo Z-Image text encoder FP8 online quantization (#3279) 
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) 
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
 2026-04-30 14:12:01 +08:00
WeiQing ChenandSYLAR 954d0642a4 [Docs] Update diffusion quantization guides (#3200) 
Signed-off-by: David Chen <530634352@qq.com>
Co-authored-by: SYLAR <125541396+lishunyang12@users.noreply.github.com>
 2026-04-28 04:33:24 -07:00