 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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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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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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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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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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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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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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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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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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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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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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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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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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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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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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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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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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deedc7be00
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[Perf][Humming] Skip the redundant MoE input copy before the w13 GEMM (#59340)
Signed-off-by: lesj0610 <lesj0610@users.noreply.github.com>
Co-authored-by: lesj0610 <lesj0610@users.noreply.github.com>
Co-authored-by: Misha Goin <mgoin64@gmail.com>
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2026-10-12 20:24:12 +00:00 |
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8055293353
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[ROCm][MLA] Cut ~21x host dispatch from the MLA metadata build (#58381)
Signed-off-by: lifulu <fululi12@amd.com>
Signed-off-by: lifulu <lifulu@users.noreply.github.com>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
Co-authored-by: lifulu <lifulu@users.noreply.github.com>
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2026-10-12 13:11:20 -05:00 |
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e0317b28ce
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[Feature] Support batch invariance on ROCm (#52231)
Signed-off-by: Matthew Wong <Matthew.Wong2@amd.com>
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
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2026-10-12 10:53:26 -05:00 |
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Shang WangandClaude Opus 5.5
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716961cf1f
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[Bugfix] Drop enable_in_kernel_fc2_reduce from FlashInfer CuteDSL MegaMoE config (#59900)
Signed-off-by: Shang Wang <samshang.wang@mail.utoronto.ca>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
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2026-10-12 09:05:09 -05:00 |
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Ilya Markov
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b3ee560ae8
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[Bugfix][MoE] Apply expert_map remapping for CUTLASS FP4 MOE expert parallel (#59042)
Signed-off-by: Markov Ilya <markovilya197@gmail.com>
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2026-10-12 10:02:56 -04:00 |
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Harry Huangandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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c75cb63cd2
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[Qwen4Exp] support Sequence Parallelism for Qwen3.8-Flash-Next (#56322)
Signed-off-by: huanghaoyan.hhy <huanghaoyan.hhy@alibaba-inc.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-10-12 20:56:44 +08:00 |
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Laith Sakka
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cc9b0f097d
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[Fix] MiniMax: fix CUDA IPC handle exchange on cuda-bindings >= 13.4 (#60917)
Signed-off-by: Laith Sakka <lsakka@meta.com>
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2026-10-11 20:38:56 -04:00 |
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3e8e1364ff
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[Perf][GLM-5.3-Flash] Shard long-context indexer prefill rows across TP (#54951)
Signed-off-by: Zheng Cai <8370601+zigzagcai@users.noreply.github.com>
Signed-off-by: Zheng Cai <caizheng1993@gmail.com>
Signed-off-by: Codex <noreply@openai.com>
Co-authored-by: root <root@rjob-fb29567b88fec0a9-88c9a4c797eb2ec1-0.caizheng.ailab-sys.svc.pjlab.local>
Co-authored-by: OpenAI Codex <noreply@openai.com>
Co-authored-by: zigzagcai <zigzagcai@users.noreply.github.com>
Co-authored-by: Claude Code <noreply@anthropic.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
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2026-10-11 10:43:37 -04:00 |
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Wentao Ye
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3709632ff2
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[Refactor] Remove dead code multiple places (#60120)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
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2026-10-10 15:41:10 +00:00 |
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SeongJun Leeandlesj0610
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a98247ab4d
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[Model] Drop the 4x M-RoPE cache headroom for Qwen3-VL, Qwen3.5 and Qwen3.8 (#59853)
Signed-off-by: lesj0610 <lesj0610@users.noreply.github.com>
Signed-off-by: lesj0610 <lesj0610@gmail.com>
Co-authored-by: lesj0610 <lesj0610@users.noreply.github.com>
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2026-10-10 06:51:52 +00:00 |
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liuzhenweiandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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ff440c7805
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[BreakableCG] Add eager break for Mamba-family ops (#57881)
Signed-off-by: zhenwei-intel <zhenwei.liu@intel.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-10-10 14:06:57 +08:00 |
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linitra24
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364bc81a9e
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[Bugfix][LoRA] Fix GPT-OSS gate/up interleaving with mixed MoE LoRA formats (#60812)
Signed-off-by: linitra24 <renshuang.zhou@daocloud.io>
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2026-10-10 12:52:51 +08:00 |
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2d69083c4a
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[ROCm][MXFP4] Align the AITER W4A4 MoE intermediate size to 128 (#55104)
Signed-off-by: xiaofei.zheng <xiaofei.zheng@amd.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
Co-authored-by: Fangzhou Ai <31551580+Fangzhou-Ai@users.noreply.github.com>
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2026-10-10 11:14:01 +08:00 |
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02aa10539f
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[Bugfix][ModelLoader] Make enable_weights_track check quantized layers (#57108)
Signed-off-by: siliangchen-amd <SiLiang.Chen@amd.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
Co-authored-by: Shanshan Shen <467638484@qq.com>
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2026-10-10 10:44:06 +08:00 |
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