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321e8bb47ff43d18cc81990fb076d0f6f042f89b
Commit Graph
52 Commits
Author SHA1 Message Date
admin 321e8bb47f fix(quant): load offline-quantized compressed-tensors checkpoints directly on CPU under offload 
The diffusion loader treated any quant config without the MXFP8/
is_checkpoint_quantized markers as online quantization: it loaded every
component on the accelerator before offloading, so serving the int8
weight-only compressed-tensors artifact OOM'd at model construction
(encoder 17 GiB + VAE + packed DiT skeleton > 24 GiB). compressed-tensors
is always a serialized format with no on-load quantization pass — detect
it (through component wrappers too) and load on the host, round-tripping
each quantized module through the accelerator only for the post-load
Marlin repack, which has no CPU path.
 2026-10-08 07:36:01 -04:00
MaciejBalaNVand汪志鹏 97d6c693a6 [feature] Add HSDP pre-sharded option (#7948) 
Signed-off-by: Maciej Bala <mbala@nvidia.com>
Co-authored-by: 汪志鹏 <wangzhipeng628@gmail.com>
 2026-10-02 09:35:09 +00:00
wangyu 279b1b9687 [Bugfix] Isolate weekly CPU tests from inherited attention env and hf_api mocks (#7565) 
Signed-off-by: wangyu <410167048@qq.com>
Signed-off-by: [Your Name] <your.email@example.com>
Signed-off-by: [Your Name] [Your Email]
 2026-09-21 15:55:00 +00:00
ooooooye 823af92347 [Bugfix][Ascend NPU][Diffusion] Load over-wide unquantized fallback weights straight into host memory under DLOFix/mxfp online offload after quant (#7009) 
Signed-off-by: brandneway <gyuan4892@gmail.com>
 2026-09-18 07:36:48 +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
Samit 96360ccb00 [Perf][Diffusion] Optimize HSDP startup via Rank-0 shared weight loading and accelerated LoRA delta computation (#7005) 
Signed-off-by: samithuang <285365963@qq.com>
 2026-09-11 08:28:42 +00:00
DMAN 06541d1f52 [Model] FP8 Support For Boogu-Image (#6925) 
Signed-off-by: Dmaner <2663515256@qq.com>
 2026-09-06 04:48:38 +00:00
SYLAR ea3cf99894 [diffusion][feature] Add component-selective offload policies (#5929) 
Signed-off-by: lishunyang12 <lishunyang12@163.com>
 2026-09-06 05:40:09 +08:00
Samit 44d3ae100a [Bugfix][Diffusion] Fuse distilled LoRA weights before HSDP sharding (#6948) 
Signed-off-by: samithuang <285365963@qq.com>
Signed-off-by: Samit <285365963@qq.com>
 2026-09-06 01:29:59 +08:00
ooooooye 5a5bc55c25 [Feature][Diffusion] Allow online INT8 quantization with DLO AllGather (#6573) 
Signed-off-by: brandneway <gyuan4892@gmail.com>
 2026-08-29 09:50:30 +00:00
Hongsheng Liuandhsliuustc0106 8360346a66 [Diffusion] Integrate no-AllGather DLO with Host Weight Runtime (#6486) 
Signed-off-by: Hongsheng Liu <liuhongsheng4@huawei.com>
Signed-off-by: hsliuustc0106 <hsliuustc0106@users.noreply.github.com>
Co-authored-by: hsliuustc0106 <hsliuustc0106@users.noreply.github.com>
 2026-08-25 08:03:53 +08:00
Mu GuanLinandHongsheng Liu aa69acbd09 [Bugfix] Prevent LTX-2.5 from silently loading unindexed Diffusers shards (#6234) 
Signed-off-by: mglyn <1203789601@qq.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
 2026-08-24 20:57:24 +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
Hongsheng Liu 9d2bb23ff6 [Diffusion] Add loader-owned host-weight plans for DLO (TP=1) (#6213) 
Signed-off-by: Hongsheng Liu <liuhongsheng4@huawei.com>
 2026-08-16 11:02:38 +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
Zijun HuangandWeiQing Chen 93457f29ff [NPU][Quantization] Add RainFusion attention and INT8 online quantization for MiniMax H3 (#5706) 
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
evanchuenganddavid6666666 744c65b730 [Feature] Distributed layerwise offload with DP multi-concurrency + mmap weight… (#5397) 
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) 
Signed-off-by: mglyn <1203789601@qq.com>
 2026-07-28 10:44:25 +00:00
SYLARandlishunyang12 7762d664d8 [Attention] Add trtllm diffusion attention backend with Skip-Softmax (#5283) 
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) 
Signed-off-by: Alicia <115451386+congw729@users.noreply.github.com>
 2026-07-22 09:45:17 +08:00
Alex Steiner 4b9d09cb87 [Bugfix][Quantization] Support packed parameters with HSDP (#5088) 
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 TaichangandClaude Opus 4.8 d3c47efc4f [Rebase] Rebase to vllm v0.25.0 (#5042) 
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) 
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 CaoandClaude 6646a66d41 [BugFix] Use ModuleDiscovery for HSDP DiT sharding to support nested pipelines (#3456) 
Signed-off-by: Nick Cao <ncao@redhat.com>
Co-authored-by: Claude <noreply@anthropic.com>
 2026-06-23 02:54:14 +00:00
Kwokho TsuiandKwokho Tsui 7e152ca64b [Bugfix] Fix HSDP + FP8 online quantization compatibility (#4494) 
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 TsuiandKwokho 3bce5e2e3a [Bugfix] Cosmos3: fix HSDP dtype mismatch on time_embedder via _hsdp_ignored_modules (#4452) 
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) 
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) 
Signed-off-by: WeiQing Chen <david6666666@users.noreply.github.com>
 2026-06-08 02:53:06 +08:00
knlnguyen1802andSamit 5377108438 [minor, fix] Allow passing class interface as custom pipeline argument (#2973) 
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
knlnguyen1802andSamit 5eac50f22c [bugfix, rl] Fix sleep do not release full memory in custom pipeline (#3818) 
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) 
Signed-off-by: Chendi Xue <chendi.xue@intel.com>
 2026-05-28 02:47:22 +00:00
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
lsyyyyyand汪志鹏 32663f21d5 [Feat] support hsdp for Bagel (#3150) 
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
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
Zeyu Huang | 黃澤宇 d8cc7a0409 [feat]: General diffusers adapter backend to run diffusion models (#2724) 
Signed-off-by: Huang, Zeyu <11222265+fhfuih@users.noreply.github.com>
 2026-04-23 00:07:18 +08:00
Yi LiuandHongsheng Liu c1d2dcc3ac [AutoRound] Add offline quantized W4A16 model support (#1777) 
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
Chendi.Xue 28aee51a59 [FP8] enable hunyuan-image-3 diffusion model with fp8 online quant (#1935) 
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) 
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) 
Signed-off-by: samithuang <285365963@qq.com>
Signed-off-by: Samit <285365963@qq.com>
 2026-03-02 14:53:25 +00:00
WeiQing ChenIsotr0pyIsotr0pyHongsheng Liu
 		0b884ebc6c [Feature]: Native GGUF Quantization Support for DiT (#1285) 
Signed-off-by: David Chen <530634352@qq.com>
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Signed-off-by: WeiQing Chen <40507679+david6666666@users.noreply.github.com>
Signed-off-by: Hongsheng Liu <liuhongsheng4@huawei.com>
Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Co-authored-by: Isotr0py <2037008807@qq.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
 2026-02-27 11:39:14 +08:00
Canlin GuoandHongsheng Liu f53152d340 [Feature] Support HSDP for diffusion models (#1339) 
Signed-off-by: gcanlin <canlinguosdu@gmail.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
 2026-02-26 21:31:10 +08:00
knlnguyen1802 9994594782 [Misc] Support WorkerWrapperBase and CustomPipeline for Diffusion Worker (#764) 
Signed-off-by: knlnguyen1802 <knlnguyen1802@gmail.com>
 2026-02-12 19:23:51 +08:00
SYLAR 830d261f9d [Feature]: FP8 Quantization Support for DiT (#1034) 
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
Andy Zhoudongbo910220Samit
 		5037af1033 [Feature] Diffusion LoRA Adapter Support (PEFT compatible) for vLLM alignment (#758) 
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