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35 Commits
Author SHA1 Message Date
TJian 170d498771 [ROCm] [CI] Fix cpu test on rocm (#6267) 
Signed-off-by: tjtanaa <tunjian.tan@embeddedllm.com>
 2026-08-17 14:46:30 +08:00
SYLAR ce6ab0ca46 [Model] Add LTX-2.5 support (#6070) 
Signed-off-by: lishunyang12 <lishunyang12@163.com>
 2026-08-15 18:27:23 +08:00
Mu GuanLin 83d1f11449 [Feat] LTX Standard Two-Stage Pipeline (#5500) 
Signed-off-by: mglyn <1203789601@qq.com>
 2026-08-14 00:13:14 +08:00
Mu GuanLin 1b718f7b15 [Feat] [CI] [bugfix] Generalize LTX CFG parallelism to the complete guidance plan (#5547) 
Signed-off-by: mglyn <1203789601@qq.com>
 2026-07-29 17:40:40 +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
Yang_wdrs 8927ec057c [Refactor][1/N]diffusion/cache: cache-dit (#5226) 
Signed-off-by: yangjianjuan <66548561+yangjianjuan@users.noreply.github.com>
 2026-07-24 22:42:45 +08:00
Mu GuanLin 39e83e27f0 [Bug][CI] Pin the LTX FP8 quality gate to its established sigma schedule (#5302) 
Signed-off-by: mglyn <1203789601@qq.com>
 2026-07-22 14:36:32 +08:00
Mu GuanLin a06664a243 [Refactor] Unify the LTX-2 and LTX-2.3 pipeline runtime (#5147) 
Signed-off-by: mglyn <1203789601@qq.com>
 2026-07-20 20:02:30 +08:00
Mu GuanLin 3023bc40c2 [Feature][Refactor] LTX-2.3 I2V Support, Public Examples, and Shared Pipeline Refactor (#4739) 
Signed-off-by: mglyn <1203789601@qq.com>
 2026-07-03 11:29:22 +08:00
Zhou Taichang a560ed184d [Rebase] Rebase to vllm v0.24.0 (#4709) 2026-06-30 19:41:06 +08:00
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
Alex Brooks 6ff246bf3c [Cache Refactor 1/N] Simplify CacheDiT Integration (#2527) 
Signed-off-by: Alex Brooks <albrooks@redhat.com>
 2026-06-20 08:30:44 +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
Mu GuanLin 11829ccd75 [Bugfix] Fix LTX-2.3 tensor-parallel gated attention (#4439) 
Signed-off-by: mglyn <1203789601@qq.com>
 2026-06-15 11:40:06 +00:00
Mu GuanLin bf03413c36 [Feat] Add vae-decode-parallel for LTX-2.3 (#4277) 
Signed-off-by: mglyn <1203789601@qq.com>
 2026-06-09 13:14:16 +00:00
Mu GuanLin 02eb7a4ecb [Bugfix] Register LTX RMSNorm identity weight as buffer (#4278) 
Signed-off-by: mglyn <1203789601@qq.com>
 2026-06-09 09:09:39 +00:00
Mu GuanLin 13f9ecaef8 [Perf] Keep LTX2.3 auxiliary modules resident by default (#4144) 
Signed-off-by: mglyn <1203789601@qq.com>
 2026-06-08 19:15:06 +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
WeiQing Chen 67bb9b4a12 [CI][Bugfix] Fix LTX audio-video warmup output typing (#3964) 
Signed-off-by: david6666666 <530634352@qq.com>
 2026-05-29 07:46:02 +00:00
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
SYLARfrauttauteffasuZhang Jian
 		373d3c7476 [Blackwell] Add CUDNN_ATTN and FLASHINFER_ATTN backends for diffusion (auto-route) (#3079) 
Signed-off-by: lishunyang <lishunyang12@163.com>
Signed-off-by: Zhang <jianmusings@gmail.com>
Signed-off-by: Zhang Jian <jianmusings@gmail.com>
Co-authored-by: frauttauteffasu <247219357+frauttauteffasu@users.noreply.github.com>
Co-authored-by: Zhang Jian <jianmusings@gmail.com>
 2026-05-28 11:09:25 +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
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
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
Yuanheng Zhao 220db62b3f [Bugfix] Adapt LTX-2 connector arg with diffusers 0.38.0 (#3661) 
Signed-off-by: Yuanheng Zhao <jonathan.zhaoyh@gmail.com>
 2026-05-17 21:58:44 +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
Nick Cao e6466cf0e6 [Refactor] Replace and ban a few torch.cuda functions in favor of torch.accelerator replacements. (#3365) 
Signed-off-by: Nick Cao <ncao@redhat.com>
 2026-05-07 23:23:59 +08:00
Ricardo Noriega 05c6c9a0b6 feat: add LTX-2.3 video generation model support (#2893) 
Signed-off-by: Ricardo Noriega De Soto <rnoriega@redhat.com>
 2026-04-23 16:51:51 +08:00
Nick CaoandClaude e3b0afbb97 [Refactor] Let diffusion pipelines declare offloadable modules via SupportsModuleOffload (#2427) 
Signed-off-by: Nick Cao <ncao@redhat.com>
Co-authored-by: Claude <noreply@anthropic.com>
 2026-04-23 04:23:00 +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
fywc d613864dbf [Model] Add HSDP support for LTX-2 (#2899) 
Signed-off-by: hanzheli <hanzheli@kuaishou.com>
Signed-off-by: fywc <hanzheli@kuaishou.com>
 2026-04-20 18:51:16 +08:00
Yuanheng ZhaoandDidan Deng 68f28f9631 [Feat] Support layerwise CPU offloading for more videogen models (#2018) 
Signed-off-by: Yuanheng Zhao <jonathan.zhaoyh@gmail.com>
Signed-off-by: yuanheng <jonathan.zhaoyh@gmail.com>
Co-authored-by: Didan Deng <33117903+wtomin@users.noreply.github.com>
 2026-04-20 00:43:53 +08:00
Yangshen DengandClaude Opus 4.6 1cd5210440 [Diffusion] Refactor LTX2 to use unified CFG parallel framework (#2160) 
Signed-off-by: Yangshen Deng <yangshen.d@outlook.com>
Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
 2026-04-08 11:44:04 +08:00
Jerry Song cd71567b06 [Model] Add two stages inference for model LTX-2 distilled. (#2260) 
Signed-off-by: Songrui625 <songrui625@gmail.com>
 2026-04-03 23:17:49 +08:00
WeiQing Chen 83fe7d005b [Model] support LTX-2 text-to-video image-to-video (#841) 
Signed-off-by: David Chen <530634352@qq.com>
Signed-off-by: WeiQing Chen <40507679+david6666666@users.noreply.github.com>
 2026-03-05 23:31:48 +08:00