Commit Graph
171 Commits
Author SHA1 Message Date
946a6fddd5 Fix MoT RMSNorm for vLLM 0.21
Use the vLLM IR RMSNorm op after the legacy layernorm helper was removed, keeping MoT fused paths unchanged while restoring BAGEL compatibility.

Co-authored-by: Yufeng Zhu <yzhu802@gatech.edu>
Co-authored-by: Cursor <cursoragent@cursor.com>
Signed-off-by: princepride <wangzhipeng628@gmail.com>
2026-05-29 02:34:52 +00:00
Yufeng Zhu 424fa3fcfc Address review comments (benchmark logs, ids, and design comments)
Signed-off-by: Yufeng Zhu <yzhu802@gatech.edu>
Signed-off-by: princepride <wangzhipeng628@gmail.com>
2026-05-29 02:34:52 +00:00
Zhengyuan SuandClaude Opus 4.6 e1834ab19b [Enhancement] Fix SP path for MoT fused kernels, address review feedback
Rebase MoT fused kernels (PR #1328) onto current main and fix issues:

- Rewrite _forward_sp_gen() to use MoT unified API instead of deleted
  *_moe_gen layers (qkv_proj_moe_gen, o_proj_moe_gen, q_norm_moe_gen,
  k_norm_moe_gen), which caused AttributeError when SP was active
- Parameterize bias in MoT kernel tests (ZJY0516 review feedback)
- Add configs/ directory with README documenting the 3-tier config
  loading mechanism (ZJY0516 review feedback)

Signed-off-by: Zhengyuan Su <su.zhengyuan@u.nus.edu>
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Signed-off-by: princepride <wangzhipeng628@gmail.com>
2026-05-29 02:34:52 +00:00
汪志鹏 b52da5455f Add pytest markers for core model and diffusion tests
Signed-off-by: 汪志鹏 <wangzhipeng628@gmail.com>
Signed-off-by: princepride <wangzhipeng628@gmail.com>
2026-05-29 02:34:52 +00:00
汪志鹏 5958b01ff7 Add pytest markers for core model and diffusion tests
Signed-off-by: 汪志鹏 <wangzhipeng628@gmail.com>
Signed-off-by: princepride <wangzhipeng628@gmail.com>
2026-05-29 02:34:51 +00:00
Yufeng Zhu f9ba582747 enhancement: add mot fused kernels and benchmarks 01
Signed-off-by: Yufeng Zhu <yzhu802@gatech.edu>
Signed-off-by: princepride <wangzhipeng628@gmail.com>
2026-05-29 02:34:51 +00:00
mglyn ee212d12b1 [CI][Bugfix] Add request id to LTX2.3 CFG parallel test (#3934)
Signed-off-by: mglyn <1203789601@qq.com>
2026-05-28 17:26:16 +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
JiangJie Zhang 6fa9dbbe42 [Diffusion] Unify diffusion request identity on request_id (#3744)
Signed-off-by: jader <yjader@foxmail.com>
2026-05-28 14:56:56 +08:00
mglyn 2b999429c4 [Feature] Add cfg-parallel for LTX-2.3 (#3905)
Signed-off-by: mglyn <1203789601@qq.com>
2026-05-28 04:36:33 +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
bjf-frzandHongsheng Liu c33ef34654 [Bugfix]Fix Hunyuan Image3 denoise flow alignment (#3857)
Signed-off-by: bjf-frz <frz123db@gmail.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
2026-05-27 19:18:01 +08:00
mglyn 385df0359e [BugFix] Fix LTX-2.3 audio latent padding for sequence parallelism (#3854)
Signed-off-by: mglyn <1203789601@qq.com>
2026-05-26 08:45:38 +00:00
NumberWan 11a951b962 [BugFix]: CUDA device-side assert failures on single-stage BAGEL i2i requests (#3680)
Signed-off-by: NumberWan <wantszkin2003@gmail.com>
2026-05-26 03:01:10 +00:00
Alex Brooks cc0e15ba57 [Bugfix] Fix LTX2 CacheDiT Integration (#3621)
Signed-off-by: Alex Brooks <albrooks@redhat.com>
2026-05-24 21:55:34 +08:00
fywc d01eaca39a [Feat] support cache-dit for DreamID-Omni (#3265)
Signed-off-by: hanzheli <hanzheli@kuaishou.com>
Signed-off-by: fywc <hanzheli@kuaishou.com>
2026-05-23 08:09:33 +08:00
Alex Brooks 23e243378f [Bugfix] Set separate CFG flag in Helios for CacheDiT (#3756)
Signed-off-by: Alex Brooks <albrooks@redhat.com>
2026-05-22 19:56:41 +08:00
Samit 8e937400dc Fix OmniDiffusionConfig master_port selection for parallel launches (#3803) 2026-05-22 11:12:29 +08:00
Yuanheng Zhao 2bc9cb7f13 [Feat] Support online quantization (fp8/int8) for LTX-2 (#3700)
Signed-off-by: Yuanheng Zhao <jonathan.zhaoyh@gmail.com>
Signed-off-by: yuanheng <jonathan.zhaoyh@gmail.com>
2026-05-21 19:52:21 +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
Samit 083b5e363f [Diffusion] Support LoRA in step-wise execution (#3639)
Signed-off-by: samithuang <285365963@qq.com>
2026-05-20 22:26:18 +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
Lancer 109bba8cdf [Bugfix] Treat kv_cache_dtype=auto as unset for ring attention (#3622)
Signed-off-by: Lancer <maruixiang6688@gmail.com>
2026-05-20 05:18:57 +00:00
Y. Fisherandzzh 29179599fc [Feat] Enable VAE parallel in HunyuanImage3 (#3091)
Signed-off-by: KexiongYu <yukexiong1@huawei.com>
Signed-off-by: zzh <943967662@qq.com>
Co-authored-by: zzh <943967662@qq.com>
2026-05-20 09:55:33 +08:00
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
chickeytonandherotai214 e277feacaf [large-scale-serving] Integrate OmniCoordinator into stage engine pipeline (#3569)
Signed-off-by: chickeyton <ngton2014@gmail.com>
Signed-off-by: herotai214 <herotai214@gmail.com>
Co-authored-by: herotai214 <herotai214@gmail.com>
2026-05-19 12:08:20 +08:00
JiaHong ca9fd0b71c Reject non-positive Flux2 Klein inference steps (#3717)
Signed-off-by: MmMaiIIi <2360655509@qq.com>
2026-05-19 11:52:41 +08:00
JiaHongandWeiQing Chen 3ac739817f [Bugfix] Reject empty prompts in Flux2 Klein diffusion pipeline (#3711)
Signed-off-by: MmMaiIIi <2360655509@qq.com>
Co-authored-by: WeiQing Chen <40507679+david6666666@users.noreply.github.com>
2026-05-19 11:30:54 +08:00
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
Lancer dbc589dbca [Bugfix] fix diffusion quantization benchmarking for Omni outputs (#3653)
Signed-off-by: Lancer <maruixiang6688@gmail.com>
2026-05-18 17:23:40 +08:00
wuhangandHongsheng Liu 4ba8e14981 Fix diffusion engine cleanup lifecycle (#3494)
Signed-off-by: wuhang <wuhang6@huawei.com>
Signed-off-by: Hongsheng Liu <liuhongsheng4@huawei.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
2026-05-18 08:54:57 +08:00
wuhangandHongsheng Liu 0f4853ff86 [Bugfix] Support diffusion worker dead detect when use inline engine (#3214)
Signed-off-by: wuhang <wuhang6@huawei.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
2026-05-16 20:50:29 +08:00
+20 eb4e60ee64 [Rebase] Rebase to vllm v0.21.0 (#3530)
Signed-off-by: tzhouam <tzhouam@connect.ust.hk>
Signed-off-by: Zhou Taichang <tzhouam@connect.ust.hk>
Signed-off-by: NumberWan <wantszkin2003@gmail.com>
Signed-off-by: Divyansh Singhvi <divyanshsinghvi@gmail.com>
Signed-off-by: dsinghvi <divyanshsinghvi@gmail.com>
Signed-off-by: Dnoob <dxpouo@gmail.com>
Signed-off-by: Yueqian Lin <70319226+linyueqian@users.noreply.github.com>
Signed-off-by: knlnguyen1802 <knlnguyen1802@gmail.com>
Signed-off-by: rein yang <ruiruyang2@gmail.com>
Signed-off-by: Nick Cao <ncao@redhat.com>
Signed-off-by: zhumingjue <zhumingjue@huawei.com>
Signed-off-by: Ricardo Noriega De Soto <rnoriega@redhat.com>
Signed-off-by: lyj-jjj <liuyingjun5@huawei.com>
Signed-off-by: gcanlin <canlinguosdu@gmail.com>
Signed-off-by: wangyu <410167048@qq.com>
Signed-off-by: weizhoublue <weizhoublue@github.com>
Signed-off-by: weizhou.lan@daocloud.io <weizhou.lan@daocloud.io>
Signed-off-by: dengyunyang <584797741@qq.com>
Signed-off-by: 汪志鹏 <wangzhipeng628@gmail.com>
Signed-off-by: David Chen <530634352@qq.com>
Signed-off-by: Jie Liu <33612777+keeper-jie@users.noreply.github.com>
Signed-off-by: Yueqian Lin <linyueqian@outlook.com>
Signed-off-by: princepride <wangzhipeng628@gmail.com>
Signed-off-by: natureofnature <wzliu@connect.hku.hk>
Signed-off-by: bjf-frz <frz123db@gmail.com>
Signed-off-by: amy-why-3459 <wuhaiyan17@huawei.com>
Signed-off-by: KexiongYu <yukexiong1@huawei.com>
Signed-off-by: Huang, Zeyu <11222265+fhfuih@users.noreply.github.com>
Signed-off-by: Zeyu Huang | 黃澤宇 <11222265+fhfuih@users.noreply.github.com>
Co-authored-by: Claude Opus 4.7 <noreply@anthropic.com>
Co-authored-by: NumberWan <wantszkin2003@gmail.com>
Co-authored-by: dsinghvi <divyanshsinghvi@gmail.com>
Co-authored-by: Dnoob <dxpouo@gmail.com>
Co-authored-by: Yueqian Lin <70319226+linyueqian@users.noreply.github.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
Co-authored-by: knlnguyen1802 <knlnguyen1802@gmail.com>
Co-authored-by: Samit <285365963@qq.com>
Co-authored-by: rein yang <73573651+R2-Y@users.noreply.github.com>
Co-authored-by: Nick Cao <ncao@redhat.com>
Co-authored-by: zhumingjue138 <zhumingjue@huawei.com>
Co-authored-by: Ricardo Noriega <rnoriega@redhat.com>
Co-authored-by: lyj-jjj <liuyingjun5@huawei.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
Co-authored-by: gcanlin <canlinguosdu@gmail.com>
Co-authored-by: wangyu <53896905+yenuo26@users.noreply.github.com>
Co-authored-by: weizhoublue <45163302+weizhoublue@users.noreply.github.com>
Co-authored-by: weizhoublue <weizhoublue@github.com>
Co-authored-by: dengyunyang <584797741@qq.com>
Co-authored-by: 汪志鹏 <wangzhipeng628@gmail.com>
Co-authored-by: WeiQing Chen <40507679+david6666666@users.noreply.github.com>
Co-authored-by: Jie Liu <33612777+keeper-jie@users.noreply.github.com>
Co-authored-by: Yueqian Lin <linyueqian@outlook.com>
Co-authored-by: NATURE <wzliu@connect.hku.hk>
Co-authored-by: bjf-frz <frz123db@gmail.com>
Co-authored-by: amy-why-3459 <wuhaiyan17@huawei.com>
Co-authored-by: Y. Fisher <yukexiong1@huawei.com>
Co-authored-by: Zeyu Huang | 黃澤宇 <11222265+fhfuih@users.noreply.github.com>
Co-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>
2026-05-16 18:18:43 +08:00
3f63aaf982 [Feature] HunyuanImage-3.0 IT2I: multi-image input + prompt API cleanup (#3444)
Signed-off-by: TaffyOfficial <2324465096@qq.com>
Signed-off-by: TaffyOfficial <wu15922848573@outlook.com>
Signed-off-by: skf1999 <13234016272@163.com>
Signed-off-by: zuiho <2324465096@qq.com>
Signed-off-by: Claude Code <noreply@anthropic.com>
Signed-off-by: zuiho <wu15922848573@outlook.com>
Signed-off-by: TaffyOfficial <2587297563@qq.com>
Co-authored-by: TaffyOfficial <2324465096@qq.com>
Co-authored-by: TaffyOfficial <wu15922848573@outlook.com>
Co-authored-by: skf1999 <13234016272@163.com>
2026-05-14 16:58:40 +08:00
vraitiandClaude Opus 4.6 9de9d1f7b5 [Model] Add TP-aware MistralEncoder for FLUX.2-dev TP (#2465)
Signed-off-by: vraiti <vraiti@redhat.com>
Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
2026-05-13 12:33:55 -07:00
Y. Fisher 4d3eed152a [Feat][Config] Support additional_config for diffusion worker (#3020)
Signed-off-by: KexiongYu <yukexiong1@huawei.com>
Signed-off-by: Y. Fisher <yukexiong1@huawei.com>
2026-05-13 14:22:43 +00:00
Zeng Chuang 16a84b29d5 [Bugfix] Add bot_task option of think_recaption for hunyuanimage3 it2i (#3551)
Signed-off-by: zengchuang <zengchuang3@huawei.com>
2026-05-13 22:10:35 +08:00
wangyu b6f29ee614 [CI][Bugfix] skip fp8 Z-Image quality gate (#3531) and add torchdiffeq dev extra (#3563)
Signed-off-by: wangyu <410167048@qq.com>
2026-05-13 14:25:56 +08:00
knlnguyen1802andSamit aa1184d737 [bugfix, rl] Fix race condition bug on async running for diffusion model (#3379)
Signed-off-by: knlnguyen1802 <knlnguyen1802@gmail.com>
Co-authored-by: Samit <285365963@qq.com>
2026-05-12 14:55:30 +08:00
dengyunyangandHongsheng Liu 0d91fbbbb7 [Bugfix] Align the AR and DiT prompt formatting across both online and offline modes. (#3516)
Signed-off-by: dengyunyang <584797741@qq.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
2026-05-12 12:13:30 +08:00
Junhong Liu 6be59f7d19 [Fix] Fix RMSNorm inductor KeyError under HSDP + torch.compile (#3460)
Signed-off-by: Junhong Liu <98734602+LJH-LBJ@users.noreply.github.com>
2026-05-11 22:56:54 +08:00
Y. Fisher a33e2eb588 [Config] Add HunyuanImage3 deploy configs (#3172)
Signed-off-by: KexiongYu <yukexiong1@huawei.com>
Signed-off-by: Y. Fisher <yukexiong1@huawei.com>
2026-05-11 22:49:19 +08:00
Canlin Guo 5e263b6929 [BugFix] Rename attention_config to diffusion_attention_config (#3489)
Signed-off-by: gcanlin <canlinguosdu@gmail.com>
2026-05-11 11:27:35 +08:00
dengyunyang 857356d5b7 [Feature] hunyuanimage support flash attn (#2981)
Signed-off-by: dengyunyang <584797741@qq.com>
2026-05-10 22:08:24 +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
wangyuandHongsheng Liu 26d481fc84 [CI] Remove VLLM_TEST_CLEAN_GPU_MEMORY to avoid environment variable pollution that causes unnecessary GPU detection, thereby slowing down test case execution. (#3446)
Signed-off-by: wangyu <410167048@qq.com>
Signed-off-by: [Your Name] <your.email@example.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
2026-05-10 07:00:29 +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
Nick CaoandClaude 65bc968465 [Refactor] Rename SupportsModuleOffload to SupportsComponentDiscovery (#3354)
Signed-off-by: Nick Cao <ncao@redhat.com>
Co-authored-by: Claude <noreply@anthropic.com>
2026-05-08 14:16:49 +00:00
Ayush AgarwalandHongsheng Liu b968373c88 enhancement: extend to dmd2 to image generation + add flux, qwen image pipelines (#2974)
Signed-off-by: ayushag <ayushag@nvidia.com>
Signed-off-by: Ayush Agarwal <ayushag@nvidia.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
2026-05-08 21:37:57 +08:00
dengyunyang 5b61e7f1f1 [Feature][Hunyuan image 3.0] AR + DIT with kv reuse. (#3346)
Signed-off-by: dengyunyang <584797741@qq.com>
2026-05-08 20:51:46 +08:00