 Michael Goin
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06ee2d8433
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[Quant] Support compressed-tensors WNA8O8Int linears and WNInt embeddings (#44340)
Signed-off-by: mgoin <mgoin64@gmail.com>
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2026-06-04 07:40:33 -07:00 |
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Dipika Sikka
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e68988a248
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Refactor CT NVFP4 linear to use a single class (#42443)
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2026-06-04 08:25:08 -04:00 |
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wangxiyuanandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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90619351e3
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[Attention] Mamba attention module refactor - LINEAR (#43556)
Signed-off-by: wangxiyuan <wangxiyuan1007@gmail.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-06-04 18:45:29 +08:00 |
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d0975a4b50
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[perf] Add gemma RMS AR fusion (#42646)
Signed-off-by: jiahanc <173873397+jiahanc@users.noreply.github.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
Co-authored-by: Jiangyun Zhu <riverclouds.zhu@qq.com>
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2026-06-04 01:33:59 -07:00 |
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Wentao Ye
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dad95e34d8
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[Feature] Support batch invariant rms norm with residual (#42453)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
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2026-06-03 15:22:01 -04:00 |
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Wentao Ye
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2b91012650
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[Refactor] Remove dead code fp quant (#44122)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
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2026-06-03 14:22:23 -04:00 |
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Wei Zhaoandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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ace95c9cf8
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[Bugfix] Update TrtLLM MoE routing methods (#44347)
Signed-off-by: wzhao18 <wzhao18.sz@gmail.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-06-03 02:56:43 -07:00 |
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9af53a3c13
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[Perf] Add tuned selective_state_update configs for H200 and RTX PRO … (#44251)
Signed-off-by: Majid Taheri Andani <tahemaji@amazon.com>
Co-authored-by: Majid Taheri Andani <tahemaji@amazon.com>
Co-authored-by: tomeras91 <57313761+tomeras91@users.noreply.github.com>
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2026-06-02 23:59:01 -07:00 |
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Charlie Fu
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71df063c49
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Enable perf_token_group_quant/_C_stable_libtorch for ROCm (#42758)
Signed-off-by: charlifu <charlifu@amd.com>
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2026-06-02 23:23:28 -07:00 |
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Junhao ShenandVadim Gimpelson
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a4ac746405
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[MoE/b12x] Accept W4A16 (kNvfp4Static, None) in FlashInferB12xExperts supports check (#43332)
Signed-off-by: Junhao Shen <junshen@nvidia.com>
Co-authored-by: Vadim Gimpelson <156319763+vadiklyutiy@users.noreply.github.com>
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2026-06-02 15:20:37 -07:00 |
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SeongJun Leeandlesj0610
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3099de3617
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[Kernel][MoE] Add GELU_TANH to CPU, CUTLASS, and WNA16 MoE backends (#42027)
Signed-off-by: lesj0610 <lesj0610@users.noreply.github.com>
Co-authored-by: lesj0610 <lesj0610@users.noreply.github.com>
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2026-06-02 17:12:08 -04:00 |
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afcb580715
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[BugFix] Fix Humming MoE deploy error (#43100)
Signed-off-by: Alireza Dadgarnia <dadgarnia@Alirezas-MacBook-Pro-2.local>
Signed-off-by: Alireza Dadgarnia <49554709+adotdad@users.noreply.github.com>
Co-authored-by: Alireza Dadgarnia <dadgarnia@Alirezas-MacBook-Pro-2.local>
Co-authored-by: Jinzhen Lin <linjinzhen@hotmail.com>
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2026-06-02 09:32:50 -07:00 |
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Brian Dellabetta
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774e552397
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[compressed-tensors] Asymmetric support for MoE WNA16 marlin (#44025)
Signed-off-by: Brian Dellabetta <bdellabe@redhat.com>
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2026-06-02 08:51:45 -07:00 |
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IdoAtadTD
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c91a87f01a
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[BugFix] [GDN] Read linear_key_head_dim from hf_text_config for multimodal models (#43978)
Signed-off-by: IdoAtadTD <ido.atad@twodelta.com>
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2026-06-02 17:17:55 +03:00 |
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TomerBN-NvidiaandMichael Goin
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0cbc48c4f9
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Support ModelOpt MXFP8 non-gated MoE (#42958)
Signed-off-by: tbarnatan <tbarnatan@nvidia.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
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2026-06-02 13:56:03 +00:00 |
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Marceli FylcekandKunshang Ji
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f69ede495b
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[XPU][Mamba] Triton-based selective scan forward op for XPU (#43421)
Signed-off-by: Marceli Fylcek <marceli.fylcek@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
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2026-06-02 03:50:26 -07:00 |
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Fadi ArafehandLi, Jiang <jiang1.li@intel.com>
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0b25cf4419
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[CPU][Perf] Enable fused kernels for GDN's gated delta rules (#43534)
Signed-off-by: Fadi Arafeh <fadi.arafeh@arm.com>
Co-authored-by: Li, Jiang <jiang1.li@intel.com>
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2026-06-02 08:00:48 +00:00 |
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Jiangyun Zhu
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dcdfe66bfa
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[Perf] use triton moe backend on hopper by default (#44220)
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
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2026-06-02 15:52:30 +08:00 |
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f91fb2fcf3
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[Bugfix] Convert Gemma4-MM ViT linear layers to vllm native impl (#43798)
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Co-authored-by: ZiTian Zhao <zitian.zhao@tencentmusic.com>
Co-authored-by: B-201 <Joy25810@foxmail.com>
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2026-06-01 21:41:16 -07:00 |
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Chaojun ZhangandKunshang Ji
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a3a5a5ece5
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[XPU][Bugfix] Fix per_token_group_fp8_quant missing dummy args on XPU (#43930)
Signed-off-by: Chaojun,Zhang <chaojun.zhang@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
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2026-06-02 03:09:21 +00:00 |
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nightcitybladeandnightcityblade
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8b8546da1c
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docs: fix MLA attention docstring examples (#44118)
Co-authored-by: nightcityblade <nightcityblade@gmail.com>
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2026-05-31 12:28:38 -07:00 |
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Jee Jee LiandYiliu Dong
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559d6710bf
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[PERF]MiniMax-M2 gate kernel (#38445)
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
Signed-off-by: qianlihuang <91178480+qianlihuang@users.noreply.github.com>
Co-authored-by: Yiliu Dong <91178480+qianlihuang@users.noreply.github.com>
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2026-05-29 18:28:34 -07:00 |
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bnellnm
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187457a952
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Revert "[MoE Refactor] Migrate MoeWNA16Method quantization to MK orac… (#44033)
Signed-off-by: Bill Nell <bnell@redhat.com>
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2026-05-29 16:45:29 -07:00 |
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bnellnm
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7b98f498cd
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[MoE Refactor] Remove supports_expert_map (#43108)
Signed-off-by: Bill Nell <bnell@redhat.com>
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2026-05-29 17:26:56 -04:00 |
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bnellnmandClaude
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106aa92f04
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[MoE Refactor] Migrate MoeWNA16Method quantization to MK oracle (#42647)
Signed-off-by: Bill Nell <bnell@redhat.com>
Co-authored-by: Claude <noreply@anthropic.com>
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2026-05-29 17:19:31 -04:00 |
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Wentao Ye
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739096a028
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[Bug] Fix torch device issue for MOE permute (#44005)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
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2026-05-29 18:55:00 +00:00 |
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bnellnmandClaude
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84b2a8a7e7
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[MoE Refactor] WNA16 MoE backend selection into oracle module (#42553)
Signed-off-by: Bill Nell <bnell@redhat.com>
Co-authored-by: Claude <noreply@anthropic.com>
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2026-05-29 13:11:17 -04:00 |
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MHYangAMDandMHYangAMD
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ab12aab127
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[Bugfix] [ROCm] [DSV4] Fix AITER MXFP4 MoE weight loading and shuffle… (#42595)
Co-authored-by: MHYangAMD <MHYangAMD@users.noreply.github.com>
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2026-05-29 04:08:33 -07:00 |
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Yintong LuandKunshang Ji
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04516eabc8
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[XPU] add gelu_tanh to xpu moe backend supported activations (#42822)
Signed-off-by: yintong-lu <yintong.lu@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
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2026-05-29 14:37:20 +08:00 |
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Wentao Yeandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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710f077617
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[Refactor] Remove dead code (#43234)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-05-29 00:29:56 -04:00 |
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Qiming ZhangandKunshang Ji
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9636709372
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[XPU] add scale transpose to prepare_fp8_moe_layer_for_xpu and bump up kernels (#43277)
Signed-off-by: mayuyuace <qiming1.zhang@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
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2026-05-29 03:22:51 +00:00 |
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Woosuk Kwon
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7bd45da585
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[DSv4] Move mHC tilelang kernels & Don't use CustomOP in dsv4/nvidia (#43905)
Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
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2026-05-29 10:25:02 +08:00 |
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b690b2bb67
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[Model]Support Step-3.7-Flash (#43859)
Signed-off-by: luotingdan <luotingdan@stepfun.com>
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Signed-off-by: Jee Jee Li <jeejeelee@inferact.ai>
Co-authored-by: luotingdan <luotingdan@stepfun.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: Yu Huang <yuhuang@nvidia.com>
Co-authored-by: Jee Jee Li <jeejeelee@inferact.ai>
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2026-05-28 17:01:48 -07:00 |
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3207e7680e
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[XPU][MoE] Add WNA16 oracle backend for GPTQ sym-int4 (xpu_fused_moe) (#41426)
Co-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
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2026-05-28 16:30:48 +00:00 |
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Matthias Gehre
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a9ec46d4b7
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[ROCm][Perf] Support N=5 in wvSplitK skinny GEMM kernels for speculative decoding (#40687)
Signed-off-by: Matthias Gehre <matthias.gehre@amd.com>
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2026-05-28 16:28:21 +00:00 |
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MajidandMajid Taheri Andani
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c08ebebf30
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[Perf] Add do_not_specialize to Mamba SSD chunk kernels (#43803)
Signed-off-by: Majid Taheri Andani <tahemaji@amazon.com>
Co-authored-by: Majid Taheri Andani <tahemaji@amazon.com>
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2026-05-28 15:40:02 +00:00 |
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Li, Jiang
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20d69d100a
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[CPU] Migrate cpu_awq into awq_marlin (#43841)
Signed-off-by: jiang1.li <jiang1.li@intel.com>
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2026-05-28 22:36:31 +08:00 |
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zexplorerhjandhaojiangzheng
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f3b2a819f7
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[Perf][KDA] Fuse gate softplus, chunk-local cumsum, and RCP_LN2 scaling (#43667)
Signed-off-by: haojiangzheng <justineric096@gmail.com>
Co-authored-by: haojiangzheng <justineric096@gmail.com>
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2026-05-28 13:47:08 +00:00 |
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Wentao Ye
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64e1218673
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[Perf] Optimize moe permute by pre-allocate buffer, 9~14% kernel performance improvement (#43014)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
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2026-05-28 06:18:26 -07:00 |
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TJian
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0ba46d4b11
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[ROCm][DSV4] Enable Tilelang MHC replacing torch/triton mhc (#43679)
Signed-off-by: tjtanaa <tunjian.tan@embeddedllm.com>
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2026-05-28 07:05:28 +00:00 |
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Thien Tran
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e54eff769d
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[Bugfix] Pass routed_scaling_factor to FlashInfer TRTLLM BF16 MoE (#43769)
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2026-05-27 21:29:14 -07:00 |
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Yongye Zhu
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2d2c660104
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[MoE] Remove inplace fused experts mechanism (#43727)
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
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2026-05-27 20:00:19 -07:00 |
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amitz-nv
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381edde1b9
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[Bugfix][Kernel] TRTLLM NVFP4 MoE chunking (#43599)
Signed-off-by: amitz-nv <203509407+amitz-nv@users.noreply.github.com>
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2026-05-28 00:36:21 +00:00 |
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Minh VuandWentao Ye
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206b72c982
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[Quantization] Fix Humming RoutedExperts import (#43540)
Signed-off-by: Minh Vu <vuhoangminh97@gmail.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
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2026-05-27 10:51:56 -07:00 |
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jatseng-ai
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05c50c721e
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[ROCm] mori: add InterNodeV1LL inter-node kernel selection via VLLM_MORI_INTERNODE_KERNEL (#41751)
Signed-off-by: jatseng-ai <jatseng@amd.com>
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2026-05-28 00:33:32 +08:00 |
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akii96
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de12f5ca0b
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[ROCm][GPT-OSS] Avoid repeated compile-time cos_sin_cache.to(bf16) casts in rotary path (#42833)
Signed-off-by: Aakif Nawaz <aakif.nawaz@amd.com>
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2026-05-27 16:22:27 +08:00 |
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Nico Holmberg
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7b54690244
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[ROCm][Perf] Expose AITER MoE sorting dispatch policy via env var (#39177)
Signed-off-by: nholmber <nholmber@users.noreply.github.com>
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2026-05-27 13:11:02 +08:00 |
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Andreas Karatzas
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5bdb181df5
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[ROCm][CI] Fix ROCm multimodal Qwen2.5-VL activation compile and Phi4MM ragged image mask handling (#43647)
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
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2026-05-26 19:53:34 -07:00 |
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Jee Jee Li
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6e503868ca
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[Kernel] Porting fuse_minimax_qk_norm to manual fusion (#43410)
Signed-off-by: Jee Jee Li <jeejeelee@inferact.ai>
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2026-05-26 13:16:03 -07:00 |
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Wei-Ming Chen
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6f5b533241
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Add LM head quantization support for ModelOpt (#42124)
Signed-off-by: weimingc <17592131+meenchen@users.noreply.github.com>
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2026-05-26 09:21:05 -07:00 |
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