anodyine/vllm-omni
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30 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
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
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
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
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
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
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
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
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
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
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
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
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 c9a4683a1a [Bugfix] Fix TI2V-5B weight loading by loading transformer config from model (#633) 
Signed-off-by: linyueqian <linyueqian@outlook.com>
 2026-01-05 20:39:31 +08:00
Yueqian LinandHongsheng Liu 3ec35e5409 [Model] Add Wan2.2 I2V and TI2V pipeline support (#329) 
Signed-off-by: linyueqian <linyueqian@outlook.com>
Signed-off-by: Yueqian Lin <70319226+linyueqian@users.noreply.github.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
 2025-12-25 16:45:13 +08:00
Yueqian Lin 4128d63c51 [Model] Add Wan2.2 text-to-video support (#202) 
Signed-off-by: linyueqian <linyueqian@outlook.com>
 2025-12-11 10:38:05 +08:00