 Mikko TukiainenandCursor
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47fd76e4ce
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[ROCm][Perf] Route softmax MoE top-k, including fused shared-expert sigmoid, through AITER topk_gating (#56226)
Signed-off-by: Mikko Tukiainen <Mikko.Tukiainen@amd.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
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2026-10-15 17:53:18 +00:00 |
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4f49b55c1f
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[MoE] Shape-based padding for FlashInfer TRT-LLM MXFP8 experts (gated and non-gated) (#61293)
Signed-off-by: Jhao-Ting Chen <jhaotingc@nvidia.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
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2026-10-15 13:44:11 -04:00 |
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Matthias Gehre
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011fa68ca9
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[ROCm][Perf] Pad fp16/bf16 GEMM weight row stride for L2 cache (#55090)
Signed-off-by: Matthias Gehre <matthias.gehre@amd.com>
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2026-10-15 14:26:32 +00:00 |
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littlecircle0730andShanshan Shen
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71536bd5f8
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[MM][CG] Support ViT full CUDA graph for DeepSeek-VL2 (#46005)
Signed-off-by: littlecircle0730 <littlecircle0730@gmail.com>
Signed-off-by: littlecircle0730 <43994952+littlecircle0730@users.noreply.github.com>
Co-authored-by: Shanshan Shen <467638484@qq.com>
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2026-10-15 21:38:52 +08:00 |
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0951fc183c
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[ROCm][DSv4.1] Disambiguate ROCm attention class names (#58689)
Signed-off-by: Tuukka Sarvi <tuukka.sarvi@amd.com>
Co-authored-by: Shanshan Shen <467638484@qq.com>
Co-authored-by: Kevin H. Luu <khluu000@gmail.com>
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2026-10-15 21:38:39 +08:00 |
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Xunzhuo
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766c837bd5
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[Model] Support every Decision 3.0 size (d3-flash, d3-mini, d3-nano, d3-lite, d3-edge) (#61778)
Signed-off-by: Xunzhuo Liu <xunzhuo.liu@amd.com>
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2026-10-15 13:29:24 +00:00 |
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TimofeyandCodex
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716c5225ae
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[Model] Add AliceAI support (#57963)
Signed-off-by: timka <timka.byzov@yandex.ru>
Co-authored-by: Codex <noreply@openai.com>
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2026-10-15 10:15:03 +00:00 |
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b965ee564d
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[Chore] Use upstream Transformers DeepseekV4Config (#61392)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
Co-authored-by: Kevin H. Luu <khluu000@gmail.com>
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2026-10-15 01:08:08 -07:00 |
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Vivaan SharmaandKevin H. Luu
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96b5b0ee4b
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[Model] Enable torch.compile and CUDA graphs for EmbeddingGemma2 (#61572)
Signed-off-by: Vivaan Sharma <99265792+Vivaansharma2003@users.noreply.github.com>
Co-authored-by: Kevin H. Luu <khluu000@gmail.com>
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2026-10-15 12:32:39 +08:00 |
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Haiyu ZuoandKevin H. Luu
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ff5a91a456
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[Feature][Model Loader] Apply model-owned MTP shard selection to RunAI ModelStreamer (#60759)
Signed-off-by: 浩韵 <zuohaiyu.zhy@alibaba-inc.com>
Co-authored-by: Kevin H. Luu <khluu000@gmail.com>
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2026-10-15 12:23:11 +08:00 |
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Chaitanya Sri Krishna LollaandCursor
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833665cded
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[ROCm][DI] Enable MoRI FP4 dispatch for mxfp4 w4a4 moe (#59596)
Signed-off-by: lcskrishna <lollachaitanya@gmail.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
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2026-10-14 23:20:14 -05:00 |
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Shanshan Shen
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f46021a7fa
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[ROCm][Perf] Enable DPA+ETP prefill compute/comm dual-batch-overlap for DeepSeek-V4 (#57773)
Signed-off-by: Shanshan Shen <87969357+shen-shanshan@users.noreply.github.com>
Signed-off-by: shen-shanshan <467638484@qq.com>
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2026-10-15 11:16:48 +08:00 |
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KaiandKunshang Ji
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de2b869ee9
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[Bugfix][Kernel] Register int8 scaled_mm as a custom op (#57331)
Signed-off-by: Kai <limkc.reply@gmail.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
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2026-10-15 09:27:49 +08:00 |
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Woosuk KwonandClaude Opus 5.5
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8530aed2b7
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[Spec Decode] Remove Medusa and MLP speculator support (#61701)
Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
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2026-10-14 17:29:23 -07:00 |
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984c242ede
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[Quantization] Support compressed-tensors MXFP4 MoE with FP8 activations via Mxfp4MoEMethod (#59815)
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: Kevin H. Luu <khluu000@gmail.com>
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2026-10-14 13:33:35 -07:00 |
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fe98d90a9d
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[Dependency] Update Humming and remove NVFP4 scale workaround (#61556)
Signed-off-by: jinzhen.ljz <jinzhen.ljz@antgroup.com>
Co-authored-by: Codex <codex@openai.com>
Co-authored-by: Misha Goin <mgoin64@gmail.com>
Co-authored-by: Kevin H. Luu <khluu000@gmail.com>
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2026-10-14 13:32:36 -07:00 |
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Juntian Liu
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7c3f7e5500
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[Perf][DSv4.1] Length-aware candidate block selection in the decode indexer (#61039)
Signed-off-by: Juntian Liu <Juntianl777@gmail.com>
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2026-10-14 20:15:58 +00:00 |
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simon-veitner-redhatandClaude
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ae94e9c9e8
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[Bugfix] Don't crash DeepGEMM MegaMoE warmup when get_bf16_mega_gate_config is missing (#61657)
Signed-off-by: Simon Veitner <sveitner@redhat.com>
Co-authored-by: Claude <noreply@anthropic.com>
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2026-10-14 18:58:35 +00:00 |
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d1d8e6c096
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[Perf][Nemotron-Parse] Do image rescale/normalize on the device (#60500)
Signed-off-by: DiegoCao <DiegoCao@users.noreply.github.com>
Co-authored-by: DiegoCao <DiegoCao@users.noreply.github.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
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2026-10-14 18:33:22 +00:00 |
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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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