 TaimysandOpenAI Codex
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2c74fd1873
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[Model Runner V2] Enable batch-sharded sampling for GPT-OSS (#61257)
Co-authored-by: OpenAI Codex <codex@openai.com>
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2026-10-14 10:11:11 -07:00 |
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Xunzhuo
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89cab55086
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[Model] Support Decision 3.0 decision models (vllm-sr/d3) (#61565)
Signed-off-by: Xunzhuo Liu <xunzhuo.liu@amd.com>
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2026-10-14 17:10:55 +00:00 |
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zexplorerhjandCodex
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3895a8babe
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[Bugfix] Fix TP loading of small block-FP8 MLA gates in BailingMoeV3 (#61642)
Signed-off-by: zexplorerhj <zhjoneson@163.com>
Co-authored-by: Codex <noreply@openai.com>
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2026-10-14 10:09:23 -07:00 |
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13dbf96093
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[Model Loader] Apply EP weight filtering in InstantTensor (#61167)
Signed-off-by: Itay Etelis <92247226+Etelis@users.noreply.github.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Co-authored-by: Misha Goin <mgoin64@gmail.com>
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2026-10-14 09:10:10 -07:00 |
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Nan ZhangandRobert Shaw
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9e2b579aab
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[Model] Support EAGLE3/DFlash aux hidden states for GraniteMoe and GraniteMoeShared (#61110)
Signed-off-by: ZN1010 <neilzhang1010@126.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
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2026-10-14 12:01:14 -04:00 |
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Ashish RaoandVadim Gimpelson
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b4b7eca0ef
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[Bugfix][Quantization] Clamp FP8 scales before UE8M0 rounding (#58032)
Signed-off-by: Ashish Rao <asrao@nvidia.com>
Co-authored-by: Vadim Gimpelson <156319763+vadiklyutiy@users.noreply.github.com>
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2026-10-14 13:56:42 +00:00 |
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Luca MotzandClaude Opus 5.5
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2d09fdcdc2
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[Quantization] Auto-disable DeepGEMM for Kolibri 1 on SM12x (#61274)
Signed-off-by: Luca Motz <luca.motz@icloud.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
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2026-10-14 12:59:50 +00:00 |
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3723a1ea96
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[Bugfix][Transformers backend] Fix CUDA graph capture for dynamic-rope models (#58064)
Signed-off-by: YongfengX <erkang040804@gmail.com>
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Claude Opus 5 <noreply@anthropic.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Kevin H. Luu <khluu000@gmail.com>
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2026-10-14 05:56:54 -07:00 |
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ssingh231219
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3a5a6b11a3
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[Perf][Model] Batch PaddleOCR-VL vision encoder and projector (#61458)
Signed-off-by: ssingh231219 <simran.singh@artificialy.com>
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2026-10-14 19:59:44 +08:00 |
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d39c2fb05a
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[Bugfix][Gemma4] Quantize audio towers independently (#59935)
Signed-off-by: sudhanshu shukla <sudhanshu112233shukla@users.noreply.github.com>
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: sudhanshu shukla <sudhanshu112233shukla@users.noreply.github.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
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2026-10-14 11:27:44 +00:00 |
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Lazurite
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23fbc2ec2f
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[Model] Support precomputed image embeddings for LightOnOCR (#61585)
Signed-off-by: Rapisurazurite <43494437+Rapisurazurite@users.noreply.github.com>
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2026-10-14 10:54:09 +00:00 |
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xuebwang
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81503550f3
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[ROCm] Disable AITER FP8/FP4 BMM for MLA by default (#53123)
Signed-off-by: xuebwang-amd <xuebwang@amd.com>
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2026-10-14 10:46:02 +00:00 |
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Ronaldandaoshen02
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19aba3e4d5
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[Bugfix][RL] Load attention sinks through weight_loader for layerwise reload (#57797)
Signed-off-by: Ronald1995 <ronaldautomobile@163.com>
Co-authored-by: aoshen02 <aoshen@inferact.ai>
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2026-10-14 10:17:58 +00:00 |
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f9b65c30c7
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[ROCm][Perf] Make AITER FlyDSL GDN prefill default on gfx942/gfx950 (#60645)
Signed-off-by: Mikko Tukiainen <Mikko.Tukiainen@amd.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-10-14 10:11:57 +00:00 |
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c9bfa574ce
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[Online quantization] Extend re-quantization API to MOE (showcase NVFP4 modelopt/CT/quark to any online MOE method) (#60276)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
Signed-off-by: Tan Pin Siang <tanpinsiang@gmail.com>
Co-authored-by: vllmellm <vllm.ellm@embeddedllm.com>
Co-authored-by: Tan Pin Siang <tanpinsiang@gmail.com>
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2026-10-14 15:49:37 +08:00 |
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zofia
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4dc5add6ea
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[XPU] [Linear] [MXFP8] enable torch as mxfp8 linear backend (#51933)
Signed-off-by: Zhu, Zufang <zufang.zhu@intel.com>
Signed-off-by: zofia <110436990+zufangzhu@users.noreply.github.com>
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2026-10-14 00:48:38 -07:00 |
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Jiangyun ZhuandClaude Opus 5.5
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badfcdbf91
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[Perf][GDN] Internal prefill checkpoints for the FlashInfer GDN prefill backend (#60050)
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
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2026-10-14 14:49:46 +08:00 |
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2308b6f00b
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[Perf][MoE] Cheaper triton_kernels 3.8 routing build in the OAI Triton MoE (#58897)
Signed-off-by: Zheng Gong <zgong@amd.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
Co-authored-by: Shanshan Shen <467638484@qq.com>
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2026-10-14 10:48:05 +08:00 |
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Stefano CastagnettaandKartikey Vyas
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4e0681ed56
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[Quantization] Support packed NVFP4 Qwen4Exp PLE embeddings (#56273)
Signed-off-by: Stefano Castagnetta <scastagnetta@nvidia.com>
Co-authored-by: Kartikey Vyas <kartikey@artificialanalysis.ai>
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2026-10-14 08:24:55 +08:00 |
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Chaunceyandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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ad8d39cbab
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[Bugfix] Fix DSpark graph-padding handling in the DeepSeek-V4.1 MoE fused top-k (#59166)
Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-10-14 07:49:52 +08:00 |
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698e79f3bd
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[Model] Kolibri 1 via the Transformers modeling backend (#60827)
Signed-off-by: Luca Motz <luca.motz@icloud.com>
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Co-authored-by: Codex <noreply@openai.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
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2026-10-13 22:17:52 +01:00 |
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Anirudh Ravichandran
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e90158d912
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[Bugfix][MoE] Clamp BLOCK_SIZE_K to the FP8 quantization block in the batched Triton MoE (#60733)
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2026-10-13 17:02:17 -04:00 |
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Matthew BonanniandClaude Opus 5.5
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292da21f9d
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[HiSparse] Read GPU-resident KV directly for mixed and BF16 prefills (#60417)
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
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2026-10-13 16:40:20 -04:00 |
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68fc395554
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[Bugfix] Keep GateLinear batch invariant under VLLM_BATCH_INVARIANT (#59985)
Signed-off-by: yifanFengg <evanfengff@gmail.com>
Co-authored-by: Claude Fable 5.1 <noreply@anthropic.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
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2026-10-13 15:43:54 -04:00 |
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yifanFenggandClaude Fable 5.1
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b33cb81237
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[Bugfix] Keep compressed-tensors wNa16 linear layers batch invariant (#60524)
Signed-off-by: yifanFengg <evanfengff@gmail.com>
Co-authored-by: Claude Fable 5.1 <noreply@anthropic.com>
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2026-10-13 15:43:40 -04:00 |
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Wentao Ye
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2f18d13cf0
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[GLM5.3 Perf] Enable fp8 kv cache for GLM5.3 Flash by default, 9.8% E2E Throughput Improvement (#61228)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
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2026-10-13 15:29:17 -04:00 |
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c068db0e1d
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[Bugfix][Compile] Replace Transformers AOT caching with graph caching (#58918)
Signed-off-by: fangyao fan <2281693949@qq.com>
Signed-off-by: Taimys <ffy2281693949@gmail.com>
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Taimys <ffy2281693949@gmail.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
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2026-10-13 19:17:29 +00:00 |
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c5bda658d2
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[Model][MoE] Load MegaMoE experts directly into the DeepGEMM layout (#60096)
Signed-off-by: aoshen02 <aoshen@inferact.ai>
Signed-off-by: Aaron Hao <hao-aaron@users.noreply.github.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Co-authored-by: Aaron Hao <hao-aaron@users.noreply.github.com>
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2026-10-13 11:52:08 -07:00 |
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e83222396f
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[ROCm][Perf] W4A16: speed up skinny GEMM decode, including speculative batches (#57199)
Signed-off-by: Robert Esclapez Garcia <robert.garcia@amd.com>
Co-authored-by: Claude Opus 4.7 <noreply@anthropic.com>
Co-authored-by: Douglas Lehr <91553416+dllehr-amd@users.noreply.github.com>
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2026-10-13 17:21:30 +00:00 |
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Roberto L. CastroandClaude Opus 5.5
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7fad7db330
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[Perf][Feat] Add generic cuteDSL LL FP32 router (GEMM) (#44343)
Signed-off-by: LopezCastroRoberto <rocastro@redhat.com>
Signed-off-by: Roberto L. Castro <38211239+LopezCastroRoberto@users.noreply.github.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
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2026-10-13 12:38:46 -04:00 |
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6849ca696a
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[Quantization] Add ModelOpt IQ2_XS, IQ2_XXS, and Q8_0 support via b12x (#59604)
Signed-off-by: Andrii Skliar <askliar@nvidia.com>
Signed-off-by: Luke Alonso <lalonso@gmail.com>
Co-authored-by: Andrii Skliar <askliar@nvidia.com>
Co-authored-by: Luke Alonso <lalonso@gmail.com>
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2026-10-13 09:06:33 -07:00 |
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Woosuk KwonandClaude Opus 5.5
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ac71b17517
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[Model Loader] Keep norm layers neutral under dummy weight init (#61323)
Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
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2026-10-13 08:54:24 -07:00 |
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Elvir Crnčević
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b9b401b2ef
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[Kernel] Fuse DeepEP-v2 decode globalize+align into one launch (#53911)
Signed-off-by: Elvir Crncevic <elvircrn@gmail.com>
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2026-10-13 11:10:38 -04:00 |
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Rishabh Agarwal
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f395a6b1ad
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[ROCM][Bugfix] Deferring to TRITON_ATTN backend for Prefix lm models instead of ROCM_ATTN and fixed minor bug in Gemma3 Multimodal code (#46754)
Signed-off-by: GodRishUniverse <rishabh.agarwal@amd.com>
Signed-off-by: Rishabh Agarwal <risagarw@amd.com>
Signed-off-by: GodRishUniverse <risagarw@amd.com>
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2026-10-13 10:03:48 -05:00 |
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31e90ac370
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[Attention] Enable FA4 sparse MQA decode on Blackwell (#55866)
Signed-off-by: Simon Veitner <sveitner@redhat.com>
Co-authored-by: Lucas Wilkinson <lwilkins@redhat.com>
Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com>
Co-authored-by: Matthew Bonanni <mbonanni@redhat.com>
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2026-10-13 09:31:37 -04:00 |
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Nathan SalaandShaun Kotek - Nvidia
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0838cd6593
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[Bugfix] Load and apply Nemotron Super final vision LayerNorm (#61401)
Signed-off-by: Shaun Kotek <skotek@nvidia.com>
Co-authored-by: Shaun Kotek - Nvidia <skotek@nvidia.com>
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2026-10-13 12:42:29 +00:00 |
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253e02b95e
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[Perf] Warm up DeepGEMM MegaMoE kernels before serving (#60468)
Signed-off-by: Simon Veitner <sveitner@redhat.com>
Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: Roberto L. Castro <38211239+LopezCastroRoberto@users.noreply.github.com>
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2026-10-13 20:17:48 +08:00 |
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Vadim GimpelsonandClaude
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cd7517fb17
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[Bugfix] Fix ReplaySSM ring shape assertion when TP does not divide Mamba2 n_groups (#60704)
Signed-off-by: Vadim Gimpelson <vadim.gimpelson@gmail.com>
Co-authored-by: Claude <noreply@anthropic.com>
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2026-10-13 11:31:53 +00:00 |
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Linze Shi
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e6e84f350c
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[Feature][Pooling] Add offline fixed-length late chunking (#60164)
Signed-off-by: Linze-Shi <linzeshi0@gmail.com>
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2026-10-13 11:16:21 +00:00 |
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noone-zhhhandIsotr0py
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426f3bd36b
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[Bugfix][Model][Rust Frontend] Qwen3_ASR: Handle ragged Qwen audio batches from Rust frontend (#60979)
Signed-off-by: zh98 <workallday.zhh@gmail.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
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2026-10-13 10:49:39 +00:00 |
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c7a305ec10
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[Bugfix][Mamba] Store conv_kernel - 1 inputs in Mamba2 prefill checkpoints (#60797)
Signed-off-by: Sungsoo Ha <sungsooh@nvidia.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Co-authored-by: tomeras91 <57313761+tomeras91@users.noreply.github.com>
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2026-10-13 10:09:17 +00:00 |
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Vadim GimpelsonandClaude
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183625d4f9
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[Bugfix] Fall back to auto for unquantized MoE layers when --moe-backend is marlin (#60219)
Signed-off-by: Vadim Gimpelson <vadim.gimpelson@gmail.com>
Co-authored-by: Claude <noreply@anthropic.com>
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2026-10-13 08:48:13 +00:00 |
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Harry MellorandClaude Opus 5
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6f11c220b5
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[Transformers backend] Fuse MoE routers that score after the top-k (#57410)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
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2026-10-13 08:41:23 +00:00 |
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2cc2e68d1c
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[Core][Mamba] Remove leftovers of mamba_cache_mode="all" (#60043)
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
Signed-off-by: Jiangyun Zhu <zhujiangyun@inferact.ai>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-10-13 00:58:59 -07:00 |
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Yongye ZhuandClaude Opus 5.5
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a6009ea85b
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[Kernel][Build] Bump DeepGEMM to the 26/09/30 release and adapt the sparse indexer (#61149)
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
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2026-10-12 23:24:43 -07:00 |
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380638afbb
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[Model] Add Clef-Flash support (#61308)
Signed-off-by: Tianyu Guo <guoty@inferact.ai>
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: Codex <noreply@openai.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
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2026-10-13 05:46:37 +00:00 |
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Divakar VermaandClaude Sonnet 5
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f7ba007b5e
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[ROCm][MoE] Split AiterExperts by weight-quantization key (#60322)
Signed-off-by: Divakar Verma <divakar.verma@amd.com>
Co-authored-by: Claude Sonnet 5 <noreply@anthropic.com>
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2026-10-13 00:13:33 -05:00 |
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Mookandcjackal
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5555a2d8f7
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[Bugfix][Model] Fix EXAONE-4.5 image inputs: ViT received un-normalised pixels (#61104)
Signed-off-by: godmook <cmoh4135@naver.com>
Co-authored-by: cjackal <44624812+cjackal@users.noreply.github.com>
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2026-10-13 13:02:12 +08:00 |
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Woosuk KwonandClaude Opus 5.5
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f47792af7f
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[Model Loader] Make dummy weight init dtype-aware (#61134)
Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
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2026-10-12 18:33:26 -07:00 |
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189bbfb9f4
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Add MoNe experts pruning support (#50415)
Signed-off-by: Ilya Boytsov <ieboytsov@nebius.com>
Signed-off-by: Misha Goin <mgoin64@gmail.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Ilya Boytsov <ieboytsov@nebius.com>
Co-authored-by: Codex <noreply@openai.com>
Co-authored-by: Misha Goin <mgoin64@gmail.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
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2026-10-12 23:18:43 +00:00 |
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