siyu and Xun Sun
c61a1e73c6
[Feature] Skip MLA weight absorption when weights are pre-processed ( #57320 )
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Co-authored-by: Xun Sun <UNIDY2002@outlook.com >
2026-10-17 23:10:04 +08:00
aoshen02 and Claude Opus 5.5
237d99b4af
Revert "[Docs] Add train-inference consistency agent skill" ( #61551 ) ( #62186 )
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Signed-off-by: aoshen02 <aoshen@inferact.ai >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
2026-10-17 13:54:30 +00:00
aoshen02 and Claude Opus 5.5
2d8efee9a7
[Docs] Add train-inference consistency agent skill ( #61551 )
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Signed-off-by: aoshen02 <aoshen@inferact.ai >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
2026-10-17 20:49:50 +08:00
Roy Wang and Claude Opus 5.5
21e09ea959
[Doc] Sync DeepSeek-V4.1-Flash recipe with vllm-project/recipes#1136, #1137 ( #62179 )
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Signed-off-by: esmeetu <jasonailu87@gmail.com >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
2026-10-17 12:27:52 +00:00
837e87e1c5
[Feature][LoRA][MoE] Expert LoRA for FlashInfer TRTLLM MXFP4 experts ( #61979 )
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Signed-off-by: aoshen524 <aoshen524@gmail.com >
Co-authored-by: aoshen524 <aoshen524@gmail.com >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
2026-10-17 20:17:56 +08:00
liuzhenwei and Kunshang Ji
4e964b2623
[XPU] Fix Event init failure w/ external ( #61743 )
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Signed-off-by: zhenwei-intel <zhenwei.liu@intel.com >
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com >
2026-10-17 19:10:39 +08:00
Vadim Gimpelson and Claude
ec8b20fbf0
[Bugfix] Fix Gemma 4 encoder CUDA graph capture OOM at startup ( #61365 )
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Signed-off-by: Vadim Gimpelson <vadim.gimpelson@gmail.com >
Co-authored-by: Claude <noreply@anthropic.com >
2026-10-17 11:04:49 +00:00
2b85d9cb65
[Perf][Bugfix] Prefer MNNVL for single-node FlashInfer allreduce again ( #61989 )
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Signed-off-by: khluu <khluu000@gmail.com >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
Co-authored-by: Wei Zhao <51183510+wzhao18@users.noreply.github.com >
2026-10-17 02:55:28 -07:00
026f6ab268
[Model] DeepSeek-V4/V4.1 VL: stream language-model weights instead of sorting the checkpoint ( #58857 )
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Signed-off-by: git bisector <gitbisector@gmail.com >
Signed-off-by: Yifan Qiao <yifanqiao@inferact.ai >
Co-authored-by: Claude <noreply@anthropic.com >
Co-authored-by: Yifan Qiao <yifanqiao@inferact.ai >
2026-10-17 09:37:56 +00:00
Roy Wang and Claude Opus 5.5
b515648641
[Doc] Host model recipes in recipes/ ( #61302 )
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Signed-off-by: esmeetu <jasonailu87@gmail.com >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
2026-10-17 09:14:36 +00:00
f98ae6a9fd
[Bugfix][Core] Keep resumable sessions that stop while preempted ( #58778 )
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Signed-off-by: David Cheung <d7cheung@gmail.com >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
Co-authored-by: Yifan Zong <yzong@redhat.com >
2026-10-17 09:08:14 +00:00
2067297b2f
[ROCm][Perf] Use AITER tuned configs to select a4w4 gemm kernel instead of env var ( #61278 )
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Signed-off-by: Andy Friedrich <afriedri@amd.com >
Signed-off-by: afriedri <afriedri@amd.com >
Co-authored-by: Simon Danielsson <70206058+simondanielsson@users.noreply.github.com >
Co-authored-by: Kevin H. Luu <khluu000@gmail.com >
Co-authored-by: Andreas Karatzas <akaratza@amd.com >
2026-10-17 04:00:28 -05:00
Aarushi Jain and Andreas Karatzas
3bf25c5097
[CI][Bugfix] Ignore AMD CI webhook no-op builds in /amd-ci run and retry ( #62087 )
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Co-authored-by: Andreas Karatzas <akaratza@amd.com >
2026-10-17 03:54:31 -05:00
Jee Jee Li
e56b1603af
[Kernel]Add norm fused kernel for Step-5 Preview and Muse Spark Open ( #62132 )
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Signed-off-by: Jee Jee Li <jeejeelee@inferact.ai >
2026-10-17 01:53:00 -07:00
Ting SUN
eb8de8d1a1
[Bugfix][OpenAI] Respect allowed_token_ids in beam search ( #47630 )
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Signed-off-by: Ting Sun <suntcrick@gmail.com >
2026-10-17 08:50:40 +00:00
dskwe
b05ede5616
[Bugfix][Frontend] Preserve token IDs in completion derender responses ( #62114 )
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Signed-off-by: Yuan Li <dskwelmcy@163.com >
2026-10-17 08:27:48 +00:00
61bb590877
[Bugfix][Spec Decode] Clear stale shared block-table rows ( #61174 )
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Signed-off-by: Cheng Rui <286040359@qq.com >
Co-authored-by: Codex <noreply@openai.com >
Co-authored-by: Giancarlo Delfin <32987265+TheEpicDolphin@users.noreply.github.com >
2026-10-17 01:25:02 -07:00
c3de0b37e2
[Core][Spec Decode] Replace EAGLE group heuristics with explicit draft-layer tags ( #61455 )
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Signed-off-by: Dakai An <dakaian108@gmail.com >
Signed-off-by: Yifan Qiao <yifanqiao@inferact.ai >
Co-authored-by: Yifan Qiao <yifanqiao@inferact.ai >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
2026-10-17 08:22:33 +00:00
08a65e287e
[Bugfix][Kernel] hadacore: don't load past the input on a partial last warp ( #61944 )
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Signed-off-by: khluu <khluu000@gmail.com >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com >
Co-authored-by: vllm-agent <claw@inferact.ai >
2026-10-17 00:52:17 -07:00
znzryb and Woosuk Kwon
ad2688ab30
[Bugfix] Validate draft-token capacity in forward benchmark ( #61809 )
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Signed-off-by: znzryb <znzryb34@gmail.com >
Co-authored-by: Woosuk Kwon <woosuk@inferact.ai >
2026-10-17 00:51:36 -07:00
Jovan and OpenAI Codex
5be4266f5c
[Bugfix][Frontend] Preserve Cohere and Anthropic streaming errors ( #61947 )
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Signed-off-by: Kevin <jia__kuan@163.com >
Co-authored-by: OpenAI Codex <noreply@openai.com >
2026-10-17 06:10:16 +00:00
Wei Zhao
90d6d871d6
[Attention] Add CuTe DSL backend selection for MLA context prefill ( #62069 )
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Signed-off-by: Wei Zhao <51183510+wzhao18@users.noreply.github.com >
Signed-off-by: wzhao18 <wzhao18.sz@gmail.com >
2026-10-17 01:21:55 -04:00
Cy Cheng and Cy
d74f4180cd
[Bugfix][Frontend] Detokenize echoed prompts after truncation ( #61876 )
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Signed-off-by: Cy <15118312+cycancode@users.noreply.github.com >
Co-authored-by: Cy <15118312+cycancode@users.noreply.github.com >
2026-10-17 05:20:38 +00:00
Jee Jee Li
39983a5e7a
[Kernel] Add FP32 router GEMM support for Step-5 Preview and Muse Spark Open ( #62126 )
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Signed-off-by: Jee Jee Li <jeejeelee@inferact.ai >
2026-10-16 22:17:55 -07:00
41b8c15809
[Feature][MoRIIO] Support hybrid WRITE transfers with DSpark ( #60544 )
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Signed-off-by: Yichao Zhu <Yichao.Zhu@amd.com >
Signed-off-by: tjtanaa <tunjian.tan@embeddedllm.com >
Co-authored-by: OpenAI Codex <noreply@openai.com >
Co-authored-by: tjtanaa <tunjian.tan@embeddedllm.com >
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com >
2026-10-17 04:57:58 +00:00
Micah Williamson and Cursor
a0e7137c4b
[CI][ROCm][Bugfix] DeepSeek V4.1: don't pass expert intermediate padding to AITER ( #61960 )
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Signed-off-by: Micah Williamson <micah.williamson@amd.com >
Co-authored-by: Cursor <cursoragent@cursor.com >
2026-10-17 04:25:39 +00:00
7b6310c109
[Perf][Sampler] Speed up the small-batch split top-p pipeline ( #61996 )
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Signed-off-by: Bowen Wang <bowen@inferact.ai >
Signed-off-by: Nick Hill <nickhill123@gmail.com >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
Co-authored-by: Nick Hill <nickhill123@gmail.com >
Co-authored-by: vllm-agent <claw@inferact.ai >
2026-10-16 21:22:11 -07:00
Fadi Arafeh and vllm-agent
556ac15eb9
[Bugfix] Remove extra args from CPU's compute slot mapping kernel ( #61992 )
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Signed-off-by: Fadi Arafeh <fadi.arafeh@arm.com >
Co-authored-by: vllm-agent <claw@inferact.ai >
2026-10-17 12:11:33 +08:00
Gabriel Wu and Claude Opus 5.5
dcd07967ca
[CPU] Keep the hybrid block size across the engine core's config rerun ( #61805 )
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Signed-off-by: Zihua Wu <13583761+lucifer1004@users.noreply.github.com >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
2026-10-17 12:06:03 +08:00
ce49c47cbb
[Bugfix][Sampler] Carry the boundary tie count across blocks in the split top-p mask kernel ( #62046 )
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Signed-off-by: cipheraxat <cipheraxat@users.noreply.github.com >
Co-authored-by: cipheraxat <cipheraxat@users.noreply.github.com >
Co-authored-by: Bowen Wang <bowen@inferact.ai >
2026-10-17 02:26:57 +00:00
Sherif Waly and vllm-agent
ce8853d27a
[Bugfix][KV Offload] Allow explicit SimpleCPUOffload block counts ( #61674 )
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Signed-off-by: Sherif Waly <sherif.waly@mistral.ai >
Co-authored-by: vllm-agent <claw@inferact.ai >
2026-10-17 02:11:12 +00:00
71c20f73f2
[FlashInfer] Migrate autotune warmup to flashinfer.autotune_v2 managed cache ( #55671 )
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Signed-off-by: Yang Xu <yanxu@nvidia.com >
Signed-off-by: Zihua Wu <13583761+lucifer1004@users.noreply.github.com >
Signed-off-by: YangXu <yanxu@nvidia.com >
Co-authored-by: Zihua Wu <13583761+lucifer1004@users.noreply.github.com >
Co-authored-by: Kimi Code <noreply@moonshot.cn >
Co-authored-by: Codex <noreply@openai.com >
Co-authored-by: Misha Goin <mgoin64@gmail.com >
Co-authored-by: vllm-agent <claw@inferact.ai >
2026-10-17 02:08:28 +00:00
Shuolei Wang and aoshen02
b3a7e2ff6e
[RL][Frontend] Return weight-version spans on OpenAI completions and chat ( #61347 )
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Signed-off-by: Shuolei Wang <shuoleiwang123@gmail.com >
Co-authored-by: aoshen02 <aoshen@inferact.ai >
2026-10-17 02:08:07 +00:00
6b6a6c5c98
[RL] Support per-parameter source layouts for NCCL M2N ( #60934 )
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Signed-off-by: pkousha <pkousha@nvidia.com >
Co-authored-by: OpenAI Codex <codex@openai.com >
Co-authored-by: aoshen02 <aoshen@inferact.ai >
2026-10-16 21:41:17 -04:00
Harry Mellor and Claude Opus 5.5
f8112704d5
[Chore] Use upstream Transformers InklingProcessor ( #61883 )
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Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
2026-10-17 01:04:54 +00:00
f019e3e105
[ROCm] attn res + sigmoid_mul + conv fusions ( #52968 )
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Signed-off-by: Omar Muhammad <omar.muhammad@amd.com >
Signed-off-by: Nicholas Susanto <nicholas.susanto@amd.com >
Co-authored-by: Nicholas Susanto <nicholas.susanto@amd.com >
Co-authored-by: Douglas Lehr <91553416+dllehr-amd@users.noreply.github.com >
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-10-17 00:54:54 +00:00
Vadim Gimpelson and Claude
783380af39
[Bugfix] Fix NaN output of the Mamba2 chunk scan kernel on sm90 ( #61718 )
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Signed-off-by: Vadim Gimpelson <vadim.gimpelson@gmail.com >
Co-authored-by: Claude <noreply@anthropic.com >
2026-10-16 17:24:51 -07:00
Wei Zhao and Codex
be25977532
[CI][Tests] Account for FP8 KV-cache rounding in MLA reference ( #62067 )
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Signed-off-by: wzhao18 <wzhao18.sz@gmail.com >
Co-authored-by: Codex <noreply@openai.com >
2026-10-16 17:10:08 -07:00
523d74e2ac
[Bugfix][LoRA] Fix garbage/NaN lora_expand output on SM90 with fp32 i… ( #61906 )
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Signed-off-by: BeichenHuang <polarishuang0.0@gmail.com >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
Co-authored-by: aoshen02 <aoshen@inferact.ai >
2026-10-16 19:42:30 -04:00
a94c315711
[DP] Engines own wave wake-ups; drop the front-end FIRST_REQ ( #59559 )
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Signed-off-by: fh3 <a@b>
Co-authored-by: fh3 <a@b>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
2026-10-16 19:41:54 -04:00
b544587408
[Core][Feat] Pluggable KVCacheConfigBuilder for platform/model-specific KV cache planning ( #53558 )
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Signed-off-by: wangxiyuan <wangxiyuan1007@gmail.com >
Signed-off-by: Yifan Qiao <yifanqiao@inferact.ai >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
Co-authored-by: Yifan Qiao <yifanqiao@inferact.ai >
2026-10-16 23:16:47 +00:00
alp and mottopanikeiku
2268d83bd9
[Bugfix][Multimodal] Honor RGB PNG transparency when loading images ( #61986 )
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Signed-off-by: mottopanikeiku <176798723+mottopanikeiku@users.noreply.github.com >
Co-authored-by: mottopanikeiku <176798723+mottopanikeiku@users.noreply.github.com >
2026-10-16 23:09:12 +00:00
28e92eeff2
[ROCm][Perf][Kimi-K3] Use AITER Gluon chunk_kda for KDA prefill ( #59552 )
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Signed-off-by: Omar Muhammad <omar.muhammad@amd.com >
Signed-off-by: Nicholas Susanto <nicholas.susanto@amd.com >
Co-authored-by: Nicholas Susanto <nicholas.susanto@amd.com >
Co-authored-by: Douglas Lehr <91553416+dllehr-amd@users.noreply.github.com >
Co-authored-by: Kevin H. Luu <khluu000@gmail.com >
2026-10-16 22:58:56 +00:00
Afonso Ribeiro and Flora Feng
b088eba944
[Perf][Parser] Stream MiniMax M2 tool argument values incrementally (16 KB call: 5.9 s to 26 ms) ( #62035 )
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Signed-off-by: Afonso Ribeiro <afonso.diamantino2@gmail.com >
Co-authored-by: Flora Feng <4florafeng@gmail.com >
2026-10-16 22:46:02 +00:00
596e530675
[Kernel] Add router GEMM kernels for (5120, 256) and BF16 output to ll_bf16_gemm ( #62042 )
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Signed-off-by: Woosuk Kwon <woosuk@inferact.ai >
Co-authored-by: Lain <fusiyuan2000@gmail.com >
Co-authored-by: Codex <noreply@openai.com >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
Co-authored-by: vllm-agent <claw@inferact.ai >
2026-10-16 15:39:46 -07:00
153a17166e
[Frontend] Add the Beam reasoning and tool parsers ( #62052 )
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Signed-off-by: Woosuk Kwon <woosuk@inferact.ai >
Co-authored-by: Bugen Zhao <i@bugenzhao.com >
Co-authored-by: Yoni Gozlan <74535834+yonigozlan@users.noreply.github.com >
Co-authored-by: neilkg <33635204+neilkg@users.noreply.github.com >
Co-authored-by: Cursor <cursoragent@cursor.com >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
2026-10-16 14:08:29 -07:00
Dan Blanaru and Claude Opus 5.5
9731f30a03
[Bugfix] Keep VLLM_RAY_BUNDLE_INDICES out of the compile cache key ( #61211 )
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Signed-off-by: DanBlanaru <48605845+DanBlanaru@users.noreply.github.com >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
2026-10-16 20:59:48 +00:00
68ebea789a
[Perf][MoE] Skip padded work in SM100 FP4 DeepGEMM experts ( #59044 )
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Signed-off-by: Tyler Michael Smith <tlrmchlsmth@gmail.com >
Co-authored-by: Codex <noreply@openai.com >
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com >
2026-10-16 16:20:52 -04:00
cc2e4fecf2
[ROCm] [fusion] support ROCm aiter fusion of per tensor quant + rmsnorm ( #52831 )
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Signed-off-by: Andy Friedrich <afriedri@amd.com >
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
2026-10-16 15:19:07 -05:00
9eb7fb9157
[Build] Remove unused tools/install_deepgemm.sh ( #61265 )
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Signed-off-by: Tyler Michael Smith <tlrmchlsmth@gmail.com >
Co-authored-by: Codex <noreply@openai.com >
Co-authored-by: Misha Goin <mgoin64@gmail.com >
Co-authored-by: Kevin H. Luu <khluu000@gmail.com >
2026-10-16 15:57:49 -04:00