 roikoren755
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93477454f9
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[torch.compile] Compile CustomOp.forward_native for ReLU^2 to avoid raw torch ops inside opaque custom ops (#50244)
Signed-off-by: Roi Koren <roik@nvidia.com>
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2026-07-29 18:27:31 +00:00 |
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Michael GoinandOpenAI Codex
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d6247d7173
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[Spec Decode][Perf] Replicate DSpark Markov head across TP ranks (#49731)
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
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2026-07-29 11:43:51 -04:00 |
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+12
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7c6729b769
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[Model] Add Kimi K3 support: model files and kernels [1/N] (#50089)
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Signed-off-by: Bugen Zhao <i@bugenzhao.com>
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: Thien Tran <gau.nernst@yahoo.com.sg>
Co-authored-by: Bugen Zhao <i@bugenzhao.com>
Co-authored-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Ziming Huang <zelda.huanghuang@gmail.com>
Co-authored-by: Roger Wang <hey@rogerw.io>
Co-authored-by: Isotr0py <mozf@inferact.ai>
Co-authored-by: aoshen02 <aoshen02@users.noreply.github.com>
Co-authored-by: Woosuk Kwon <woosuk@inferact.ai>
Co-authored-by: Jee Jee Li <jeejeelee@inferact.ai>
Co-authored-by: aoshen02 <aoshen@inferact.ai>
Co-authored-by: Summer Yang <girasoleyang@gmail.com>
Co-authored-by: Kevin H. Luu <khluu000@gmail.com>
Co-authored-by: Bowen Wang <abmfy@icloud.com>
Co-authored-by: gnovack <novackgm@gmail.com>
Co-authored-by: Nick Hill <nickhill123@gmail.com>
Co-authored-by: Yifan Qiao <yifanqiao@inferact.ai>
Co-authored-by: xiaozhoupy <peiyuanzhou1994@gmail.com>
Co-authored-by: Roy Wang <yasong.wang@inferact.ai>
Co-authored-by: Jeff (Junze) Ma <93145857+majunze2001@users.noreply.github.com>
Co-authored-by: Codex <codex@openai.com>
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2026-07-29 14:10:58 +08:00 |
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6f00a1ae3b
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fused_moe: add VLLM_TRITON_USE_TD tensor-descriptor path (#42436)
Signed-off-by: Artur Fierka <artur.fierka@intel.com>
Signed-off-by: Lena Onyshchenko <162571002+oonyshch@users.noreply.github.com>
Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: Lena Onyshchenko <162571002+oonyshch@users.noreply.github.com>
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2026-07-29 13:15:10 +08:00 |
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32a423ac0a
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Integrate CuTeDSL MoE for ReLU2 NVFP4 (#49580)
Co-authored-by: OpenAI Codex <codex@openai.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
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2026-07-28 19:46:38 -07:00 |
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30c2718eaa
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[CompressedTensors] FP4 Qutlass Integration (#43229)
Signed-off-by: Kyle Sayers <kylesayrs@gmail.com>
Signed-off-by: Brian Dellabetta <bdellabe@redhat.com>
Signed-off-by: Brian Dellabetta <brian-dellabetta@users.noreply.github.com>
Co-authored-by: Brian Dellabetta <bdellabe@redhat.com>
Co-authored-by: Brian Dellabetta <brian-dellabetta@users.noreply.github.com>
Co-authored-by: Dipika Sikka <dipikasikka1@gmail.com>
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2026-07-28 20:34:20 -06:00 |
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fxmarty-amd
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5369f7b7b8
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[MXFP8][ROCm] Fix MXFP8 MoE backend selection (#49747)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
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2026-07-29 07:57:20 +08:00 |
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Julien Debache
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bb3b61f2fd
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perf: dispatch non-grouped bias-less topk routing methods to fused path (#49618)
Signed-off-by: jdebache <jdebache@nvidia.com>
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2026-07-28 14:57:22 -07:00 |
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Brian Dellabetta
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8a7b3c2990
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[compressed-tensors] update find_matched_target order to prioritize fused name matches over class match (#49483)
Signed-off-by: Brian Dellabetta <bdellabe@redhat.com>
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2026-07-28 17:03:08 +00:00 |
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Andreas Karatzas
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05a0814863
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[ROCm] Fix and optimize GPT-J-style MRoPE (#49906)
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
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2026-07-28 10:50:10 -06:00 |
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Yiliu DongandOpenAI Codex
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ba702e978e
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[Attention] Skip sparse indexer scoring for dense short prefills (#48407)
Signed-off-by: Yiliu Dong <91178480+qianlihuang@users.noreply.github.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
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2026-07-28 16:17:22 +00:00 |
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Xin HeandKunshang Ji
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948107acf7
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[Bugfix] Enhance extra_config handling for layer name suffix matching (#48589)
Signed-off-by: Xin He <xin3.he@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
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2026-07-28 20:37:55 +08:00 |
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afriedri
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f472ab0a4c
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Remove triton per group quant [ROCm] [Bugfix] (#49621)
Signed-off-by: Andy Friedrich <afriedri@amd.com>
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2026-07-28 05:53:46 +00:00 |
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33fe71a4d3
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[AMD] Revert Mxfp4MoeBackend.TRITON_UNFUSED fallback (#46491)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
Co-authored-by: Felix Marty <Felix.Marty@amd.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
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2026-07-27 22:31:23 -05:00 |
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fxmarty-amdandAndreas Karatzas
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7aea73d83d
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[ROCm][Quark][6/N] Use MXFP4 linear kernel abstraction for aiter backend (#49348)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
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2026-07-27 21:35:57 -05:00 |
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Netanel Haber
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1e34a13539
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Fix Humming non-gated MoE (#49096)
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2026-07-27 22:56:44 +00:00 |
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28158b2fc3
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[ROCm] [BugFix] Fix Quark GLM-5.2 Checkpoint inference: indexer wk per-channel FP8 dequant + missing sparse-MLA metadata fields (#48886)
Signed-off-by: Colin Zeng <Colin.Zeng@amd.com>
Signed-off-by: ColinZ22 <Colin.Zeng@amd.com>
Co-authored-by: TJian <tunjian.tan@embeddedllm.com>
Co-authored-by: fanxingran <xingran.fan@amd.com>
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2026-07-27 22:38:22 +00:00 |
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1053e248f0
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[ROCm][Quantization][5/N] Refactor quark_moe w8a8-int8 w/ oracle (#46765)
Signed-off-by: amd-sourjya <amd-sourjya@users.noreply.github.com>
Co-authored-by: amd-sourjya <amd-sourjya@users.noreply.github.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
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2026-07-27 16:01:34 -05:00 |
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Wentao Ye
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b5bcb3ce88
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[Refactor] Remove dead code in multiple files (#49745)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
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2026-07-27 15:58:26 -04:00 |
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ed13deb376
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[Bugfix][CPU] Fall back to torch for unaligned swigluoai on NEON/vec MoE (#49985)
Signed-off-by: oops-oom <73481342@qq.com>
Co-authored-by: oops-oom <73481342@qq.com>
Co-authored-by: Claude <noreply@anthropic.com>
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2026-07-27 18:35:57 +00:00 |
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Andreas Karatzas
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30fbd05537
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[ROCm] Use backend-default dot precision for ReplaySSM (#49909)
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
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2026-07-27 18:11:06 +08:00 |
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Li, JiangandClaude Sonnet 5
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eb290ab673
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[Bugfix][CPU] Zero-pad MoE intermediate size for grouped-gemm TP alignment (#49591)
Signed-off-by: jiang1.li <jiang1.li@intel.com>
Co-authored-by: Claude Sonnet 5 <noreply@anthropic.com>
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2026-07-27 16:32:23 +08:00 |
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5d07e268b1
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[Quantization][INC]Add MXFP8 Linear Support (#47514)
Signed-off-by: Zhenzhong1 <zhenzhong.xu@intel.com>
Signed-off-by: Zhenzhong Xu <zhenzhong.xu@intel.com>
Co-authored-by: Yi Liu <yi4.liu@intel.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-07-27 14:26:31 +08:00 |
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544cb724c8
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[CPU][Spec Decode] Optimize GDN conv path for speculative decoding (#48577)
Signed-off-by: Li, Tianmu <tianmu.li@intel.com>
Co-authored-by: Codex <codex@openai.com>
Co-authored-by: Li, Jiang <jiang1.li@intel.com>
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2026-07-27 06:20:14 +00:00 |
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Fadi ArafehandLi, Jiang <jiang1.li@intel.com>
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c314af1abf
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[CPU][Perf] INT8 Fused MoE Kernel for Arm CPUs (#48637)
Signed-off-by: Fadi Arafeh <fadi.arafeh@arm.com>
Co-authored-by: Li, Jiang <jiang1.li@intel.com>
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2026-07-27 05:53:09 +00:00 |
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Schwinn Saereesitthipitak
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b5b61c622c
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[Core][Distributed] Add process-checkpoint lifecycle hooks for communicators (starting with Flashinfer) (#46877)
Signed-off-by: Schwinn Saereesitthipitak <schwinns@nvidia.com>
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2026-07-26 14:47:50 -04:00 |
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Lena OnyshchenkoandKunshang Ji
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0111002323
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[Kernel] TD operand loads for batched MoE GEMM (moe_mmk) on XPU (#46340)
Signed-off-by: oonyshch <xonyshch@gmail.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
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2026-07-26 08:50:07 +08:00 |
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Woosuk Kwon
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213f681f81
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Revert "[Perf][GLM-5.2] Blackwell decode optimizations" (#49768)
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2026-07-24 16:04:59 -07:00 |
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2279575cd9
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[AMD][Bugfix][EPLB] Fix elastic EP scaling accuracy on ROCm (#47206)
Signed-off-by: okorzh <okorzh@amd.com>
Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
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2026-07-24 13:35:27 -07:00 |
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866fea2b99
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[Kernel] ReplaySSM: cache SSM inputs for faster Mamba2 standard decode (#48018)
Signed-off-by: Johnny-Liou <a897111@gmail.com>
Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
Co-authored-by: tomeras91 <57313761+tomeras91@users.noreply.github.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
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2026-07-24 09:39:49 -07:00 |
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dd72658e7d
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[Perf][GLM-5.2] Blackwell decode optimizations (#48597)
Signed-off-by: Peiyuan Zhou <peiyuanzhou1994@gmail.com>
Signed-off-by: zhou <zhou@zhoudeMacBook-Pro.local>
Signed-off-by: Stefan Koncarevic <stefan.koncarevic@amd.com>
Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: Giancarlo Delfin <32987265+TheEpicDolphin@users.noreply.github.com>
Co-authored-by: Thien Tran <gau.nernst@yahoo.com.sg>
Co-authored-by: OpenAI Codex <codex@openai.com>
Co-authored-by: zhou <zhou@zhoudeMacBook-Pro.local>
Co-authored-by: stefankoncarevic <Stefan.Koncarevic@amd.com>
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2026-07-23 21:36:27 -07:00 |
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Matej Sirovatka
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b07ec92faa
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[Bugfix] Make shared NVFP4 MoE scales writable (#49489)
Signed-off-by: S1ro1 <matej.sirovatka@gmail.com>
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2026-07-22 19:17:53 -07:00 |
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Divakar Verma
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53c2f20dd9
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[ROCm][CI] skip moe weight padding for eplb (#49350)
Signed-off-by: Divakar Verma <divakar.verma@amd.com>
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2026-07-22 10:18:01 -05:00 |
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Lucas WilkinsonandOpenAI Codex
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060b5f61dc
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[Bugfix][Attention] Ignore empty MLA context chunks during merge (#49294)
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
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2026-07-22 02:23:48 +00:00 |
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ec59c1579f
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[MoE Refactor] Migrate MoeWNA16Method quantization method over to using the new MK oracle scheme. (#44120)
Signed-off-by: Bill Nell <bnell@redhat.com>
Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
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2026-07-21 19:20:30 -07:00 |
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gnovack
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85f638a2b8
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skip cudagraph/DP padding in topk (#48979)
Signed-off-by: gnovack <novackgm@gmail.com>
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2026-07-21 15:20:30 -07:00 |
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6700813f86
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[3/N][KV-Cache Layout Refactor] Standardize Mamba cache; drop get_transfer_cache_regions (#44456)
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
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2026-07-21 09:16:15 +00:00 |
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Alex YuanandClaude Opus 4.8
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8def3cdde2
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[Bugfix] Propagate quant_config to LFM2 ShortConv projections (#48917)
Signed-off-by: Alex Yuan <alex.yuan@liquid.ai>
Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
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2026-07-21 06:51:55 +00:00 |
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2396a61108
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[Attention][MLA][DCP] Query replication for MLA decode (DeepSeek-V2/R1 + Kimi-K2.5) (#45964)
Signed-off-by: Sungsoo Ha <sungsooh@nvidia.com>
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Co-authored-by: Lucas Wilkinson <lwilkins@redhat.com>
Co-authored-by: Matthew Bonanni <mbonanni@redhat.com>
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2026-07-20 23:51:27 +00:00 |
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97a668152b
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[RL Infra][FlashInfer] Enable router replay output from FlashInfer monolithic MoE kernel (#44214)
Signed-off-by: Xuanyu Zhang <xuanyu.zhang@mistral.ai>
Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: aoshen02 <aoshen@inferact.ai>
Co-authored-by: OpenAI Codex <noreply@openai.com>
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2026-07-20 16:45:10 -07:00 |
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LiangqiusongandKunshang Ji
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b23bd73f54
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[XPU]add sycl path for Mhc (#47245)
Signed-off-by: root <xiaolong.guo@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
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2026-07-20 15:32:54 +00:00 |
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df13b5aef5
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[XPU] [MoE] add quant input when prepare for fusedmoe (#47122)
Signed-off-by: mayuyuace <qiming1.zhang@intel.com>
Signed-off-by: Zhu, Zufang <zufang.zhu@intel.com>
Signed-off-by: zofia <110436990+zufangzhu@users.noreply.github.com>
Co-authored-by: mayuyuace <qiming1.zhang@intel.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
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2026-07-20 15:47:26 +08:00 |
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5c9f6557d7
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[Hardware][CPU] Enable granite-4 model on cpu (#47641)
Signed-off-by: Akash Kaothalkar <akashkaothalkar@akashs-mbp.bl1-in.ibm.com>
Signed-off-by: Akash Kaothalkar <akashkaothalkar@dhcp-9-123-5-76.bl1-in.ibm.com>
Signed-off-by: Akash Kaothalkar <akashkaothalkar@Akashs-MBP.lan>
Signed-off-by: Akash kaothalkar <akash.kaothalkar@ibm.com>
Co-authored-by: Akash Kaothalkar <akashkaothalkar@dhcp-9-123-5-76.bl1-in.ibm.com>
Co-authored-by: Akash Kaothalkar <akashkaothalkar@Akashs-MBP.lan>
Co-authored-by: Akash Kaothalkar <akashkaothalkar@akashs-mbp.bl1-in.ibm.com>
Co-authored-by: Akash kaothalkar <akash.kaothalkar@ibm.com>
Co-authored-by: Li, Jiang <jiang1.li@intel.com>
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2026-07-20 06:15:16 +00:00 |
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b6ff8a2f50
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[Core] Add MRV2 virtual-batch PCP for MLA (#46570)
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
Co-authored-by: Codex <noreply@openai.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
Co-authored-by: Matthew Bonanni <mbonanni@redhat.com>
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2026-07-19 02:53:15 +00:00 |
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d96aee0951
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[Bugfix] Re-sync parameter tp_rank after process_weights_after_loading (fix replicated / disable_tp weight reload) (#48025)
Signed-off-by: Alex Xu <alexxu@roblox.com>
Co-authored-by: YQ-Wang <yiqingwang@roblox.com>
Co-authored-by: alexhxu <alex.xu1015@gmail.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
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2026-07-18 08:40:06 +00:00 |
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xuebwang-amd
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f12b80c6ef
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[ROCm][Bugfix] Fix GPT-OSS Quark MXFP4 MoE loading - emulation buffer not block-aligned (#43979)
Signed-off-by: xuebwang-amd <xuebwang@amd.com>
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2026-07-18 03:49:41 +00:00 |
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Jee Jee Li
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da64db78b9
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[LoRA] Optimize TrtLlmLoRAExperts (#48759)
Signed-off-by: Jee Jee Li <jeejeelee@inferact.ai>
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2026-07-18 10:26:14 +08:00 |
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Wentao Ye
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b5433b6f50
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[Perf] Optimize dsv4 routing using specialized kernel, 2.94% E2E TPOT improvement (#48660)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
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2026-07-17 13:35:06 -07:00 |
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aoshen02
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17fdd42100
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[Bugfix][Attention] Preserve post-load tensors across weight reloads (#48251)
Signed-off-by: aoshen02 <aoshen@inferact.ai>
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2026-07-17 14:15:26 +08:00 |
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f3e9497e92
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[Model] Add Inkling LoRA support [4/N] (#48884)
Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
Co-authored-by: Bugen Zhao <i@bugenzhao.com>
Co-authored-by: Giancarlo Delfin <32987265+TheEpicDolphin@users.noreply.github.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: Isotr0py <mozf@inferact.ai>
Co-authored-by: Jee Jee Li <jeejeelee@inferact.ai>
Co-authored-by: Roger Wang <hey@rogerw.io>
Co-authored-by: Yifan Qiao <yifanqiao@inferact.ai>
Co-authored-by: Claude Fable 5 <noreply@anthropic.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
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2026-07-17 09:52:15 +08:00 |
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