anodyine/vllm-omni
1
0 Fork 0
Code Issues 4 Pull Requests 2 Actions Packages Projects Releases Wiki Activity
1,829 Commits 235 Branches 31 Tags
69fd466fba56b9dcdcd1e76d9b7986ebf37fb3fa
Commit Graph
55 Commits
Author SHA1 Message Date
tzhouam 617c6ca55f feat: enhance model loading with prefetching and retry logic 
- 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
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
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
Rustam Khadipash 89f8819525 [Feature] Add support for Pipeline Parallel and integrate it into Wan 2.2 (#2322) 
Signed-off-by: Rustam Khadipash <16683750+hadipash@users.noreply.github.com>
 2026-05-19 09:42:17 +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
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
Canlin Guo 4a24a517ab [BugFix] Probe __dict__ instead of hasattr when patching WanRMS_norm (#3400) 
Signed-off-by: gcanlin <canlinguosdu@gmail.com>
 2026-05-07 11:54:16 +08:00
Chendi.XueandHongsheng Liu 4e41b7bc23 Enable Wan2.2-S2V modeling to vLLM-omni (#2751) 
Signed-off-by: Chendi Xue <chendi.xue@intel.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
 2026-05-06 08:03:48 +08:00
Zhou TaichangandYuanheng Zhao 7f2b1e9386 [Rebase] Rebase to vllm 0.20.0 (#3232) 
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
lyj-jjj 19980bb37c [Perf][Wan2.2] Add fused RMSNorm replace WanRMS_norm on npu (#3067) 
Signed-off-by: lyj-jjj <liuyingjun5@huawei.com>
 2026-04-23 18:25:10 +00:00
Hui.andWeiQing Chen 95a07f7732 [PERF]use mindiesd fused rope and rope cache (#2571) 
Signed-off-by: Hui <1779066624@qq.com>
Signed-off-by: Hui. <62495465+Hu1Lcode@users.noreply.github.com>
Co-authored-by: WeiQing Chen <40507679+david6666666@users.noreply.github.com>
 2026-04-23 17:47:43 +08:00
bjf-frz 5f029ee4d5 [Enhancement]remove duplicate video preprocess in Wan2.2 pipeline (#2963) 
Signed-off-by: bjf-frz <frz123db@gmail.com>
 2026-04-21 20:33:09 +08:00
Ayush Agarwal dc8a9e2f17 [Model] feat: FastGen DMD2-distilled Wan 2.1 pipelines (T2V, I2V) (#2749) 
Signed-off-by: ayushag <ayushag@nvidia.com>
 2026-04-20 21:21:43 +08:00
WeiQing Chen c2859e9cd7 [Revert] drop Wan2.2 prompt-length enforcement from #2847 (#2877) 
Signed-off-by: david6666666 <530634352@qq.com>
 2026-04-20 19:19:38 +08:00
fan2956 78f237e603 [Perf] Optimize Wan2.2 device free on image preprocess (#2852) 
Signed-off-by: fan2956 <zhoufan53@huawei.com>
 2026-04-20 02:36:22 +00:00
bjf-frz 18ac679763 [Refactor] refactor wan2.2 diffuse && add ut (#2672) 
Signed-off-by: bjf-frz <frz123db@gmail.com>
 2026-04-17 20:13:49 +08:00
WeiQing Chen 3079e943de [Bugfix] enforce max_sequence_length for Qwen-Image and Wan2.2 series before encoding (#2847) 
Signed-off-by: david6666666 <530634352@qq.com>
 2026-04-17 10:40:36 +08:00
fan2956andgcanlin f1cb4ebe4c [PERF] Wan2.2 support rmsnorm fused op (#2583) 
Signed-off-by: fan2956 <zhoufan53@huawei.com>
Signed-off-by: gcanlin <canlinguosdu@gmail.com>
Co-authored-by: gcanlin <canlinguosdu@gmail.com>
 2026-04-16 03:21:34 -07:00
fan2956andCanlin Guo 2dff2d7c74 [PERF] Wan2.2 support adalayernorm fused op (#2585) 
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 6c6551dff8 [Feature] feat: add video frame interpolation postprocess (#2555) 
Signed-off-by: David Chen <530634352@qq.com>
 2026-04-15 11:52:20 +08:00
Jiaqian LiuandCanlin Guo 8097747a5d [Model] Adapt Wan2.2-I2V-A14B via LightX2V offline conversion path (#2134) 
Signed-off-by: Celeste-jq <591998922@qq.com>
Co-authored-by: Canlin Guo <canlinguosdu@gmail.com>
 2026-04-13 14:20:04 +08:00
Y. FisherandCanlin Guo ec082add35 [Perf] Wan2.2 I2V optimization: convert datatype from FP32 to BF16 in vae (#2391) 
Signed-off-by: KexiongYu <yukexiong1@huawei.com>
Signed-off-by: Canlin Guo <961750412@qq.com>
Co-authored-by: Canlin Guo <961750412@qq.com>
 2026-04-08 03:26:39 +00:00
R0CKSTAR 7a72f34ce4 Add supports_float64() to OmniPlatform and clean up MPS (#2488) 
Signed-off-by: Xiaodong Ye <yeahdongcn@gmail.com>
 2026-04-07 11:15:02 +08:00
LancerandDidan Deng 328de586aa [Feat] support for multi-block layerwise offloading, fix top-level parameters/buffers staying on CPU (#1486) 
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
Canlin Guo 6dc61c9a20 [Perf] Skip Wan2.2 cross attn Ulysses SP (#2459) 
Signed-off-by: gcanlin <canlinguosdu@gmail.com>
 2026-04-03 16:23:36 +08:00
Binh TangBinh TangDidan Deng
 		458f402323 Add VACE support for WAN 2.1 conditional video generation (#1885) 
Signed-off-by: Binh Tang <tangbinhna@gmail.com>
Signed-off-by: Binh Tang <binht@netflix.com>
Signed-off-by: Didan Deng <33117903+wtomin@users.noreply.github.com>
Co-authored-by: Binh Tang <binht@netflix.com>
Co-authored-by: Didan Deng <33117903+wtomin@users.noreply.github.com>
 2026-04-02 15:42:50 +08:00
Canlin Guo e2892ef6c1 [Perf] Optimize Wan2.2 rotary embedding (#2393) 
Signed-off-by: gcanlin <canlinguosdu@gmail.com>
 2026-04-02 14:28:44 +08:00
Lancerandgcanlin 4cfa9bf843 [Bugfix] fix offload and hsdp incompatibility (#1888) 
Signed-off-by: Lancer <maruixiang6688@gmail.com>
Signed-off-by: gcanlin <canlinguosdu@gmail.com>
Co-authored-by: gcanlin <canlinguosdu@gmail.com>
 2026-03-24 14:50:57 +08:00
dengyunyangbjf-frzDidan Deng
 		fde4808723 [Performance] diffusion timing (#1757) 
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
Samit 155856ff30 [Perf] Reduce IPC overhead for single-stage diffusion serving for Wan2.2 (#1715) 
Signed-off-by: samithuang <285365963@qq.com>
Signed-off-by: Samit <285365963@qq.com>
 2026-03-10 00:03:51 +13:00
Canlin Guo d5ddc190f9 [UX] Add progress bar for diffusion models (#1652) 
Signed-off-by: gcanlin <canlinguosdu@gmail.com>
 2026-03-05 23:56:14 +08:00
dongbo910220Hongsheng LiuJiangyun Zhu
 		675c35db97 [Refactor] lora: reuse load_weights packed mapping (#991) 
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) 
Signed-off-by: dengyunyang <584797741@qq.com>
 2026-03-03 15:48:51 +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
Canlin Guo 9913c00144 [Feature] Support Wan2.2 output with irregular shapes (#1279) 
Signed-off-by: gcanlin <canlinguosdu@gmail.com>
 2026-02-26 17:03:43 +08:00
SamitandFlora Feng 9c00852d85 [Feature] Support Wan2.2 T2V and I2V Online Serving with OpenAI /v1/videos API (#1073) 
Signed-off-by: samithuang <285365963@qq.com>
Signed-off-by: Samit <285365963@qq.com>
Signed-off-by: SamitHuang <285365963@qq.com>
Co-authored-by: Flora Feng <4florafeng@gmail.com>
 2026-02-12 14:28:32 +08:00
XU MingshiandHongsheng Liu 11a5a914ca [Bugfix] Fix wan2.2 ti2v (#1221) 
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>
 2026-02-06 17:28:49 +08:00
weichen c4933ec2aa [Wan 2.2][Diffusion] Add TP Support (#964) 
Signed-off-by: weichen <calvin_zhu0210@outlook.com>
 2026-02-05 18:11:12 +08:00
Didan DengandHongsheng Liu 23cf48d7bb [Perf]: CFG parallel abstraction (#851) 
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
Yuanheng ZhaoHongsheng LiuCopilot
 		2923d5a91e [Feature] Support DiT Layerwise (Blockwise) CPU Offloading (#858) 
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
Fanli LinandSamit c7f89ef085 [Wan2.2] Optimize memory usage with conditional transformer loading (#980) 
Signed-off-by: Lin, Fanli <fanli.lin@intel.com>
Signed-off-by: Samit <285365963@qq.com>
Co-authored-by: Samit <285365963@qq.com>
 2026-01-29 22:02:24 +08:00
Zeyu Huang | 黃澤宇 d64bbde561 [Frontend][Model] Support batch request with refined OmniDiffusionReq… (#797) 
Signed-off-by: Huang, Zeyu <11222265+fhfuih@users.noreply.github.com>
 2026-01-28 16:07:42 +08:00
Jiangyun ZhuandHongsheng Liu 1c8fcf436f [Perf] replace torch's conv with vLLM's conv to fix torch 2.9 performance regression (#982) 
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
 2026-01-28 10:41:33 +08:00
Yuanheng Zhao 2f5e32477c [NFC] Remove redundant torch.no_grad in models and pipelines (#854) 
Signed-off-by: yuanheng <jonathan.zhaoyh@gmail.com>
 2026-01-27 12:36:54 +00:00
XU MingshiandHongsheng Liu 1fe8e71433 [Diffusion][Feature] Non-Intrusive Sequence Parallelism (SP) Support for Wan2.2 (#966) 
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>
 2026-01-27 11:33:38 +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
SamitandHongsheng Liu 978a290d6e [Bugfix] Fix diffusion pipeline CFG (guidance_scale parsing failure bug) (#922) 
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
Yueqian LinandHongsheng Liu 3fb6adc40a [bugfix] use unipc scheduler for Wan 2.2 (#804) 
Signed-off-by: linyueqian <linyueqian@outlook.com>
Signed-off-by: Hongsheng Liu <liuhongsheng4@huawei.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
 2026-01-16 12:31:25 +00:00
Yueqian Lin aaea77a180 [bugfix] Fix Wan2.2 I2V warmup failure by adding support_image_input attribute (#791) 
Signed-off-by: linyueqian <linyueqian@outlook.com>
 2026-01-15 13:14:34 +00:00