Commit Graph
387 Commits
Author SHA1 Message Date
Harry MellorandClaude Opus 5 8c1557a79c Add pydocstyle to the ruff rules (#52136)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Signed-off-by: Harry Mellor <hej.mellor@gmail.com>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
2026-09-16 16:44:29 +00:00
semerandreClaudemergify[bot] <37929162+mergify[bot]@users.noreply.github.com>Jiangyun Zhu
dff1bde84d [Model] Qwen4Exp: fp8_e4m3 main KV cache on the QSA path (#55557)
Signed-off-by: Andrea Semeraro <andrea.semeraro@sezione1.it>
Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
Co-authored-by: Jiangyun Zhu <riverclouds.zhu@qq.com>
2026-09-16 15:07:52 +00:00
Harry Mellormergify[bot] <37929162+mergify[bot]@users.noreply.github.com>Claude Opus 5
ec4a3a5370 [CI] Bump Transformers version to 5.17.0 (#56108)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
Co-authored-by: Claude Opus 5 <noreply@anthropic.com>
2026-09-16 06:34:16 -07:00
sashko-zakharchukandzjy0516 f8b5c11468 [Bugfix][Kimi-K3] Do not classify a stateless first chunk as a decode (#51483)
Signed-off-by: Oleksandr Zakharchuk <oleksandr.zakharchuk@gmail.com>
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
Co-authored-by: zjy0516 <riverclouds.zhu@qq.com>
2026-09-16 21:24:48 +08:00
d6a1677d55 [Model][DSv4.1] FlashMLA mega attention and the NVFP4 compressed KV cache (#56935)
Signed-off-by: Yongye Zhu <yongye@inferact.ai>
Signed-off-by: 云挚 <ningyunxiao.nyx@antgroup.com>
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Yongye Zhu <yongye@inferact.ai>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
Co-authored-by: Yunxiao Ning <73625538+foraxe@users.noreply.github.com>
Co-authored-by: AI Assistant <noreply@openai.com>
2026-09-16 03:07:50 -07:00
Canlin GuoandCodex 03f67b3ad1 [Perf][DSV4.1] Pad shared experts for native MegaMoE fusion (#56568)
Signed-off-by: Canlin <canlinguosdu@gmail.com>
Co-authored-by: Codex <noreply@openai.com>
2026-09-16 17:08:42 +08:00
Jiangyun ZhuandTJian 4fe9e6f6e5 [Refactor][GLM-5.3-Flash] Move sparse_attn_indexer_kpool into the model folder and split AMD/NVIDIA (#55358)
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
Co-authored-by: TJian <tunjian.tan@embeddedllm.com>
2026-09-16 05:50:35 +00:00
6ecd97f1b7 [Perf][DSpark] Add KV-only context insertion across V4.1 cache formats (#56441)
Signed-off-by: 0z5a <0z5a@users.noreply.github.com>
Signed-off-by: Yongye Zhu <yongye@inferact.ai>
Co-authored-by: 0z5a <0z5a@users.noreply.github.com>
Co-authored-by: Codex <noreply@openai.com>
Co-authored-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
2026-09-15 21:34:55 -07:00
maithilijoshi20 22bb158c21 [Bugfix][ROCm] Fix MiniMax-M3 fused MXFP8 block scale (#53674)
Signed-off-by: maithilijoshi20 <97733343+maithilijoshi20@users.noreply.github.com>
2026-09-15 21:59:43 -05:00
Colin ZandAndreas Karatzas c8d1cf077a [ROCm] [Bugfix] Enable Load and Inference of GLM-5.3-Flash Quark MXFP4 Checkpoint (#56176)
Signed-off-by: Colin Zeng <Colin.Zeng@amd.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
2026-09-16 01:25:29 +00:00
Jared WenandClaude Fable 5.1 1257512305 [DSA] Wire DeepGEMM sparse MQA logits into the DeepSeek V4.1 indexer (#56254)
Signed-off-by: Jared Wen <w13431838023@gmail.com>
Co-authored-by: Claude Fable 5.1 <noreply@anthropic.com>
2026-09-15 14:07:14 -07:00
Nick Hill f2aad6aa70 [MRV2] Buffer util simplifications (#56888)
Signed-off-by: Nick Hill <nickhill123@gmail.com>
2026-09-15 20:36:51 +00:00
Wentao Yeandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com> 18f8aa0465 [Refactor] Remove dead kernel code (#56845)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-09-15 13:17:53 -07:00
bb55077411 [Perf][Kernel] Integrate Mega-mHC from DeepGEMM for DeepSeek V4.1 (reopen of #56255) (#56962)
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Signed-off-by: Juntian Liu <Juntianl777@gmail.com>
Co-authored-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
Co-authored-by: Thien Tran <gau.nernst@yahoo.com.sg>
2026-09-15 04:01:06 -07:00
073f883b56 [Perf][DSpark] Collapse DeepSeek-V4.1 draft states before SP all-gather (#56903)
Signed-off-by: Juntian Liu <Juntianl777@gmail.com>
Co-authored-by: Codex <noreply@openai.com>
Co-authored-by: Woosuk Kwon <woosuk@inferact.ai>
2026-09-15 02:58:57 -07:00
Yongye ZhuandClaude Opus 5 8263ea12bd [Build] Move DeepGEMM pin to the vLLM fork and update the Mega MoE call convention (#56876)
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
2026-09-15 00:57:18 -07:00
e6eb0d120c [Model][DSv4.1] Store the whole KV in MXFP8 (FlashMLA V4.1 record) (#56893)
Signed-off-by: Yongye Zhu <yongye@inferact.ai>
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Yongye Zhu <yongye@inferact.ai>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
2026-09-14 20:12:55 -07:00
Fangzhou AiandCursor 00972dfd72 [ROCm][DSV4.1][Perf] Fold the mHC post step into the delayed pre projection (#56513)
Signed-off-by: Fangzhou Ai <fangzhou@semianalysis.ai>
Signed-off-by: Fangzhou Ai <fangzhou.ai@amd.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
2026-09-14 16:44:56 -05:00
sychen52 7702ee87db [Bugfix][DSA] Write nvfp4_ds_mla from the fused norm+rope kernel (#55538)
Signed-off-by: Shiyang Chen <shiychen@nvidia.com>
2026-09-15 00:25:33 +04:00
Yongye Zhu 5372e72a98 [Perf][DSv4.1] Fold the mHC post block into the delayed pre projection (#56633)
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
2026-09-14 18:57:37 +00:00
3f55ad2f07 [Qwen3.8-Flash-Next] Fuse PLE residual and QSA output gate (#55309)
Signed-off-by: Canlin <canlinguosdu@gmail.com>
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
Co-authored-by: zjy0516 <riverclouds.zhu@qq.com>
Co-authored-by: Kimi Code <noreply@moonshot.cn>
2026-09-14 12:16:25 +00:00
Shanshan Shen a6c5d6d0fc [ROCm][Perf] Enable CSA multi-stream overlap for DeepSeek-V4 (#51794)
Signed-off-by: shen-shanshan <467638484@qq.com>
Signed-off-by: Shanshan Shen <87969357+shen-shanshan@users.noreply.github.com>
2026-09-14 11:21:30 +00:00
Jared WenClaude Fable 5.1mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
b443c1cc4e [Perf][GLM-5.3-Flash] Use FlashKDA for KDA chunked prefill (1.7-3.8x faster than the Triton chunk path) (#55737)
Signed-off-by: Jared Wen <jaredwen@inferact.ai>
Co-authored-by: Claude Fable 5.1 <noreply@anthropic.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-09-14 08:36:19 +00:00
Bugen Zhao cf1584f373 [Refactor] Normalize DeepSeek V4.1 model package naming (#56741)
Signed-off-by: Bugen Zhao <i@bugenzhao.com>
2026-09-13 23:17:50 -07:00
Fangzhou Ai dfa1984e58 [ROCm][Perf] Tune MiniMax-M3 decode top-k for short contexts (#55235)
Signed-off-by: fai <fangzhouai@gmail.com>
2026-09-13 21:36:27 -05:00
Fangzhou AiOpenAI Codexmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
f09c52a587 [ROCm][Performance] Avoid blocking MiniMax M3 scalar upload (#56170)
Signed-off-by: fai <fangzhouai@gmail.com>
Co-authored-by: OpenAI Codex <noreply@openai.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-09-13 16:56:02 +00:00
linitra24 dd4c841070 [LoRA] Add LoRA support for DeepSeek-V4 Flash Vision (#55897)
Signed-off-by: linitra24 <renshuang.zhou@daocloud.io>
2026-09-13 07:10:54 -07:00
d2d649e674 [DS V4.1][Engram] Support async prefetch for offloaded engram lookups and engram DP sharding (#56512)
Signed-off-by: Juntian Liu <Juntianl777@gmail.com>
Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
Co-authored-by: Roger Wang <hey@rogerw.io>
Co-authored-by: ywang96 <>
Co-authored-by: Woosuk Kwon <woosuk@inferact.ai>
Co-authored-by: Codex <noreply@openai.com>
2026-09-13 02:44:23 -07:00
Woosuk Kwon e7a3963339 [Bugfix] Avoid repeated dummy initialization and random CPU Engram fills (#56682)
Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
2026-09-13 02:23:20 -07:00
Roberto L. CastroandCodex e52be1a62d [9/N][warmup][DSv4] Migrate MHC TileLang kernels (#50178)
Signed-off-by: LopezCastroRoberto <rocastro@redhat.com>
Signed-off-by: Roberto L. Castro <38211239+LopezCastroRoberto@users.noreply.github.com>
Co-authored-by: Codex <codex@openai.com>
2026-09-12 17:25:23 -07:00
aed894c190 [6/N][warmup][DSv4] Migrate sampling, and DFlash JIT kernels (#56323)
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Signed-off-by: LopezCastroRoberto <rocastro@redhat.com>
Co-authored-by: Lucas Wilkinson <lwilkins@redhat.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
2026-09-12 17:24:24 -07:00
ebe1dec2da [PCP][DCP] Enable PCP+DCP on sparse-MLA models (#56157)
Signed-off-by: patryk.saffer <patryk.saffer@blc-login-1.blc1.mistralcompute.ai>
Signed-off-by: patryk.saffer <patryk.saffer@blc-login-0.blc1.mistralcompute.ai>
Signed-off-by: PatrykSaffer <patryk.saffer@mistral.ai>
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Co-authored-by: patryk.saffer <patryk.saffer@blc-login-1.blc1.mistralcompute.ai>
Co-authored-by: patryk.saffer <patryk.saffer@blc-login-0.blc1.mistralcompute.ai>
Co-authored-by: Lucas Wilkinson <lwilkins@redhat.com>
Co-authored-by: Patryk Saffer <PatrykSaffer@users.noreply.github.com>
Co-authored-by: Claude Fable 5.1 <noreply@anthropic.com>
2026-09-12 23:24:44 +00:00
Roberto L. Castro c377114636 [Bugfix][CI] Update CuTeDSL indexer Q sentinel test for migrated wrappers (#56594)
Signed-off-by: LopezCastroRoberto <rocastro@redhat.com>
2026-09-12 09:12:58 -07:00
Isotr0py 30118ba27d [DSV4.1] Remove compressor-aware image sentinel token padding (#56554)
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
2026-09-12 00:07:36 -07:00
d43bb2f37f [3/N] HiSparse: host-resident sparse-MLA decode hot-buffering (#53781)
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Signed-off-by: Lucas Wilkinson <lwilkinson@neuralmagic.com>
Signed-off-by: Matthew Bonanni <matthew@neuralmagic.com>
Signed-off-by: Nicolò Lucchesi <nicolo.lucchesi@mistral.ai>
Co-authored-by: OpenAI Codex <codex@openai.com>
Co-authored-by: Lucas Wilkinson <lwilkins@redhat.com>
Co-authored-by: Lucas Wilkinson <lwilkinson@neuralmagic.com>
Co-authored-by: Nicolò Lucchesi <nicolo.lucchesi@mistral.ai>
Co-authored-by: OpenAI Codex <noreply@openai.com>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
Co-authored-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com>
2026-09-12 00:36:47 -04:00
Roberto L. CastroandCodex 120ec4ebd2 [5/N][warmup][DSv4] Migrate NVIDIA CuTeDSL attention kernels (#53566)
Signed-off-by: LopezCastroRoberto <rocastro@redhat.com>
Co-authored-by: Codex <codex@openai.com>
2026-09-12 00:05:59 -04:00
Divakar Verma 06e57f622c [ROCm][Kimi-K3] Fix non-contiguous state_indices crash and GPU-sync assert in fused KDA/MLA prefill (#56526)
Signed-off-by: Divakar Verma <divakar.verma@amd.com>
2026-09-11 20:17:39 -05:00
Fangzhou AiandFangzhou Ai 46d2b23ac5 [ROCm][DSV4.1][Perf] Use AITER mHC for the delayed pre block (#56503)
Signed-off-by: Fangzhou Ai <fangzhou@semianalysis.ai>
Co-authored-by: Fangzhou Ai <fangzhou@semianalysis.ai>
2026-09-12 00:35:48 +00:00
chengchengpeiandTyler Michael Smith 0c1e89ceb9 [Bugfix][Kimi-K3] Fix KDA projection overlap on Hopper (#55426)
Signed-off-by: Chengcheng Pei <5881383+chengchengpei@users.noreply.github.com>
Co-authored-by: Chengcheng Pei <5881383+chengchengpei@users.noreply.github.com>
Co-authored-by: Tyler Michael Smith <tlrmchlsmth@gmail.com>
2026-09-11 19:07:30 +00:00
Chris EastwoodNick Hillmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
6fe67cbbf3 [Spec][V2] Support MTP speculative decoding under pipeline parallelism (#46994)
Signed-off-by: Chris Eastwood <chris.eastwood@pwn4g3.dev>
Signed-off-by: Nick Hill <nickhill123@gmail.com>
Co-authored-by: Nick Hill <nickhill123@gmail.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-09-11 17:55:21 +00:00
Andreas KaratzasandOpenAI Codex 9dd969da09 [Model][ROCm] Enable DeepSeek V4 Vision (#55107)
Signed-off-by: Andreas Karatzas <Andreas.Karatzas@amd.com>
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
2026-09-11 09:17:30 -07:00
Wentao Ye 5fe77aecfc [Deprecation] Deprecate items scheduled for 0.29 (#55353)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
2026-09-11 08:17:02 -07:00
Wentao Ye 1e1060f998 [Kimi Perf] Group fp8 mla cahche insertion, 4~6x kernel level performance improvement for small batch (#55356)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
2026-09-11 08:16:57 -07:00
Matt b4da4d17ae [ROCm][Bugfix] Fix AITER preshuffled FP8 block-scale kernel (#56433)
Signed-off-by: Matthew Wong <Matthew.Wong2@amd.com>
2026-09-11 11:44:57 +00:00
e77daef89e [Model] Support DeepSeek-V4.1-Flash (#56214)
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Signed-off-by: Jee Jee Li <jeejeelee@inferact.ai>
Signed-off-by: andyluo7 <andy.luo@amd.com>
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
Co-authored-by: Jee Jee Li <jeejeelee@inferact.ai>
Co-authored-by: andyluo7 <andy.luo@amd.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
Co-authored-by: zjy0516 <riverclouds.zhu@qq.com>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
2026-09-11 02:11:19 -07:00
siyuandIsotr0py 73fb19151f [Fast Start] Support fp4 (#55465)
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
2026-09-10 13:22:17 +00:00
9b959b8657 [Model] DeepSeek-V4.1-Flash Model Definitions (#56228)
Signed-off-by: Roger Wang <hey@rogerw.io>
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
Co-authored-by: Kimi Code <noreply@moonshot.cn>
Co-authored-by: zjy0516 <riverclouds.zhu@qq.com>
Co-authored-by: Codex <noreply@openai.com>
2026-09-10 20:16:26 +08:00
Wentao Ye 86aca66191 [Kimi K3 Perf] Avoid KDA mixed-batch gather/scatter, 5.2%~7.7% E2E Throughput Improvement (#56159)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
2026-09-10 17:57:01 +08:00
Jared WenandClaude Fable 5.1 1768273c13 [Perf][GLM-5.3-Flash] Decode hot-path cleanups: strided KDA recurrent inputs, NoPE MQA query without concat, no duplicate router GEMM (#55736)
Signed-off-by: Jared Wen <jaredwen@inferact.ai>
Co-authored-by: Claude Fable 5.1 <noreply@anthropic.com>
2026-09-10 16:28:33 +08:00
Bugen ZhaoandIsotr0py b47b01cf33 [Model][Frontend] Support DeepSeek-V4.1-Flash in Rust and Python frontends (#56208)
Signed-off-by: Bugen Zhao <i@bugenzhao.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
2026-09-10 01:15:06 -07:00