Commit Graph
71 Commits
Author SHA1 Message Date
hurukawa 2a315e1a2d [Perf] Support request-level batching for Wan2.2 pipelines (#5676)
Signed-off-by: nagisa-kun <1434936049@qq.com>
Signed-off-by: nagisa <1434936049@qq.com>
2026-08-15 23:58:36 +08:00
Jerry Song 89015d5cad [Feature]: Adds distilled LoRA support for diffusion models (#2783)
Signed-off-by: Songrui625 <songrui625@gmail.com>
2026-08-11 14:23:43 +00:00
SYLARandlishunyang12 4b1547b4d8 [Bugfix] Fix Wan2.2 omitted guidance scale resolution (#5615)
Signed-off-by: lishunyang12 <lishunyang03@gmail.com>
Signed-off-by: SYLAR <125541396+lishunyang12@users.noreply.github.com>
Co-authored-by: lishunyang12 <lishunyang03@gmail.com>
2026-08-01 15:17:33 +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
bjf-frz 1a4a042a83 [REFACT]Refactor diffusion outputs to payload metadata (#4922)
Signed-off-by: bjf-frz <frz123db@gmail.com>
2026-07-14 17:24:03 +08:00
Zeyu Huang | 黃澤宇andHongsheng Liu 1b0de21c55 [Chore]: refactor out unused/redundant params in diffusion pipelines (#1235)
Signed-off-by: Huang, Zeyu <11222265+fhfuih@users.noreply.github.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
2026-07-02 16:32:05 +02:00
JiangJie ZhangandSamit c45ac74d43 [Core][Frontend] Support request-level batching for diffusion pipelines (#4079)
Signed-off-by: jader <yjader@foxmail.com>
Co-authored-by: Samit <285365963@qq.com>
2026-06-29 18:09:19 +02:00
Chendi.Xue 60ccadfbb6 [WAN_S2V] Enable HSDP for wan s2v (#4458)
Signed-off-by: Chendi Xue <chendi.xue@intel.com>
2026-06-28 06:27:58 +02:00
bmengkeandHongsheng Liu 329c98ff9d Wan2.2: Fix the bug of using cache-dit with ulysses in t2v and i2v (#3927)
Signed-off-by: Mengkejiergeli Ba <mengkejiergeli.ba@intel.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
2026-06-25 15:15:59 +00:00
WeiQing ChenandIanniu d94108693a [BugFix] Fix Wan2.2-VACE-Fun cache and serving lifecycle (#4667)
Signed-off-by: Ianniu <985683179yzy@gmail.com>
Signed-off-by: david6666666 <530634352@qq.com>
Co-authored-by: Ianniu <985683179yzy@gmail.com>
2026-06-25 11:20:58 +08:00
Chendi.Xue eb81914c64 [S2V] Add sequence parallelism support to WanS2VTransformer3DModel (#4276)
Signed-off-by: Chendi Xue <chendi.xue@intel.com>
2026-06-24 14:04:04 +08:00
Nick CaoandClaude e957d16f8d [Refactor] Migrate existing pipelines to use SupportsComponentDiscovery for offload discovery (#3076)
Signed-off-by: Nick Cao <ncao@redhat.com>
Co-authored-by: Claude <noreply@anthropic.com>
2026-06-17 21:33:06 +08:00
KristofferandHongsheng Liu 890803ca06 [Wan2.2] Fix "uninitialized nn.Module of type RotaryEmbeddingWan" graph-break (#4053)
Signed-off-by: Kristoffer Torp <kristoffer.torp@amd.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
2026-06-17 15:48:22 +08:00
Joni JuvonenandHongsheng Liu 20b7a67b0d [Perf][Wan2.2] Skip attention mask for zero-padded SP sequences to avoid varlen path (#3763)
Signed-off-by: jjuvonen-amd <joni.juvonen@amd.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
2026-06-13 07:50:39 +08:00
Chendi.XueandHongsheng Liu 5414f78e5f [WAN2.2-S2V] Add server API for image + audio (#3394)
Signed-off-by: Chendi Xue <chendi.xue@intel.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
2026-06-11 18:50:03 +08:00
Chendi.XueandMengkejiergeli Ba 31f882935d [XPU][S2V] Optimize Wan2.2 S2V: RoPE refactor + cache_dit enabling (#4062)
Signed-off-by: Chendi Xue <chendi.xue@intel.com>
Co-authored-by: Mengkejiergeli Ba <mengkejiergeli.ba@intel.com>
2026-06-05 06:20:16 +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
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
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
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
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
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