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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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02e55d2af3
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[KV Cache] GLM-5.3-Flash: use the generic packed KV layout; CircularBufferSpec tail with speculative ring slots (#57169)
Signed-off-by: Yifan Qiao <yifanqiao@inferact.ai>
Signed-off-by: Dakai An <dakaian108@gmail.com>
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Co-authored-by: Yifan Qiao <yifanqiao@inferact.ai>
Co-authored-by: OpenAI Codex <noreply@openai.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
Co-authored-by: Lucas Wilkinson <lwilkins@redhat.com>
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
Co-authored-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com>
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2026-10-09 15:48:37 -04:00 |
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Yan Ma
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c17fadcfdc
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[XPU] fix fused_input_norm for MM (#59865)
Signed-off-by: Yan Ma <yan.ma@intel.com>
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2026-10-09 20:16:35 +08:00 |
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YiSheng5andKunshang Ji
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0cc0460870
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[XPU]Fix the accuracy issue when meet topk_ids=-1 on DP+EP scenarios (#57787)
Signed-off-by: yisheng <yi.sheng@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
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2026-10-09 20:01:54 +08:00 |
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Harry MellorandClaude Opus 5.5
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2c99ee9333
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[Chore] Remove vendored code made redundant by Transformers 5.16.1 (#60623)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
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2026-10-09 09:29:03 +00:00 |
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19c0bed584
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[Fusion] Support 3D activation quantization fusion and enable it for Pixtral (#59612)
Signed-off-by: Jakub Zakrzewski <jzakrzewski@nvidia.com>
Co-authored-by: Codex <noreply@openai.com>
Co-authored-by: Misha Goin <mgoin64@gmail.com>
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2026-10-09 15:12:03 +08:00 |
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Paweł MańczakandKunshang Ji
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f0a5f111f2
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[XPU] Add tuned Mamba SSU configs for Intel Arc Pro B60 (#56765)
Signed-off-by: pmanczak <pawel.manczak@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
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2026-10-09 14:29:29 +08:00 |
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Misha GoinandClaude
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e3a29aa9b3
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[Bugfix][MoE] Size the permute scratch from its inputs (#60447)
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Claude <noreply@anthropic.com>
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2026-10-08 15:32:07 -04:00 |
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Misha GoinandClaude
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30c7405890
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[MoE] MXFP4 oracle: add CUTLASS W4A4 backend and BF16 activation fallback (#60079)
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Claude <noreply@anthropic.com>
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2026-10-08 11:39:09 -07:00 |
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d8fa463e2b
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[Bugfix][Prefix caching] Fix inconsistent hybrid Mamba prefix cache boundaries (#60533)
Signed-off-by: Wei Zhao <weizha@aws-cmh-slurm-1-login-01.cm.cluster>
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
Co-authored-by: Wei Zhao <weizha@aws-cmh-slurm-1-login-01.cm.cluster>
Co-authored-by: Codex <noreply@openai.com>
Co-authored-by: zjy0516 <riverclouds.zhu@qq.com>
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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2026-10-08 18:33:48 +00:00 |
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9f3d70e081
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[Quantization] Enable shared expert fusion compatibility with online shared_expert quantization (showcase: along Quark MXFP4 routed experts) (#55686)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
Signed-off-by: fxmarty-amd <felmarty@amd.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
Co-authored-by: Misha Goin <mgoin64@gmail.com>
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2026-10-08 12:04:46 -04:00 |
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JartX
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994b8b77be
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[Bugfix][ROCm] RDNA3 W4A16 MoE: handle the N-first CT weight layout (#60388)
Signed-off-by: JartX <sagformas@epdcenter.es>
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2026-10-08 15:06:39 +00:00 |
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Matthew BonanniandClaude Opus 5.5
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4ed4c4433b
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[Bugfix][HiSparse] Drop the unaccounted, write-only prefill mirror staging buffer (#60429)
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
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2026-10-08 14:00:49 +00:00 |
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Paweł Mańczak
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4cf1307e72
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[XPU] Add tuned Mamba SSU configs for 2 more B70 shapes (#57565)
Signed-off-by: pmanczak <pawel.manczak@intel.com>
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2026-10-08 16:36:05 +08:00 |
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stefankoncarevicandAndreas Karatzas
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814301b268
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[Bugfix][Quant] Read safetensors headers of checkpoints with other file names (#60411)
Signed-off-by: Stefan Koncarevic <Stefan.Koncarevic@amd.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
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2026-10-08 01:38:41 -05:00 |
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Jiahan Chang (Cyrus)
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816173ca9d
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[Kernel] Remove WAR for LL CuTeDSL BF16 GEMM (#60434)
Signed-off-by: jiahanc <173873397+jiahanc@users.noreply.github.com>
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2026-10-08 05:38:07 +00:00 |
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81198e97ba
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[Refactor] Abstract DeepGemm MegaMOE backend (#58053)
Signed-off-by: Hui Shi <kalinshi@tencent.com>
Co-authored-by: LuneExplorer <liyihan23@mails.tsinghua.edu.cn>
Co-authored-by: ArmageddonKnight <bojian@cs.toronto.edu>
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2026-10-08 05:05:39 +00:00 |
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MattandClaude Opus 5.5
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9dba339d07
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[Bugfix][ROCm] Keep MLA derived weights in place on weight reload (#60389)
Signed-off-by: Matthew Wong <Matthew.Wong2@amd.com>
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
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2026-10-07 20:38:06 -05:00 |
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f38c6778ce
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[quantization] Add per-token NVFP4 quantization MoE support for ReLU2 (#56740)
Signed-off-by: Xuanteng Huang <xuantengh@nvidia.com>
Co-authored-by: Claude Fable 5.1 <noreply@anthropic.com>
Co-authored-by: OpenAI Codex <noreply@openai.com>
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2026-10-07 22:01:09 +00:00 |
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Jinzhen LinandKevin H. Luu
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32fbfa15e8
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[Bugfix][Quantization] Accept folded NVFP4 scales for Humming A16 (#60337)
Signed-off-by: jinzhen.ljz <jinzhen.ljz@antgroup.com>
Co-authored-by: Kevin H. Luu <khluu000@gmail.com>
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2026-10-07 11:04:43 -07:00 |
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pmanczak
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f7f62d1916
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[XPU][MoE] Tune Triton fused MoE for Intel XPU (#53065)
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2026-10-08 00:02:13 +08:00 |
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xaguilar-amdandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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9367d8b969
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[Bugfix][MLA] Scope DSpark non-causal capability to builder layers (#57992)
Signed-off-by: Xavier Aguilar <xavier.aguilarfruto@amd.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-10-07 10:22:32 -05:00 |
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Mikko TukiainenandCursor
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548597367e
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[ROCm][Perf] Add AITER FlyDSL GDN prefill backend (#57560)
Signed-off-by: Mikko Tukiainen <Mikko.Tukiainen@amd.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
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2026-10-07 09:44:22 -05:00 |
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