![mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>](/assets/img/avatar_default.png) 
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514c7314a0
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[Perf][Kernel] Initialize NVFP4 padding in quant kernel (#53568)
Signed-off-by: LopezCastroRoberto <rocastro@redhat.com>
Co-authored-by: Codex <codex@openai.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-09-01 09:49:07 -07:00 |
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Lain
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882ca8d696
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[Kernel] add Flashinfer cutedsl w4a16 linear (#53014)
Signed-off-by: Siyuan Fu <siyuanf@nvidia.com>
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2026-09-01 02:49:14 +00:00 |
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 afriedriandAndreas Karatzas
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2f1cba799e
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[ROCm] remove VLLM_ROCM_USE_AITER_FP4_ASM_GEMM environment variable; make w4a4 use the preshuffle triton+asm by default (#53141)
Signed-off-by: Andy Friedrich <afriedri@amd.com>
Signed-off-by: afriedri <afriedri@amd.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
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2026-08-28 18:59:53 +00:00 |
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 Luke Alonsoandmgoin
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2740c817ff
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[Kernel] Add b12x FP4 MoE backend (#52018)
Signed-off-by: Luke Alonso <lalonso@gmail.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Signed-off-by: Misha Goin <mgoin64@gmail.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
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2026-08-21 08:04:36 -07:00 |
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 SeonjinandMisha Goin
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bd8865a299
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[Kernel] Add FlashInfer TRTLLM MXFP8 linear backend (#52204)
Signed-off-by: seonjinn <sna@nvidia.com>
Signed-off-by: Misha Goin <mgoin64@gmail.com>
Co-authored-by: Misha Goin <mgoin64@gmail.com>
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2026-08-20 10:07:22 -04:00 |
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pmanczak
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44cf3f0466
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[XPU][Tests] Make tests device-agnostic (#51968)
Signed-off-by: pmanczak <pawel.manczak@intel.com>
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2026-08-20 02:25:41 -07:00 |
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 Andreas KaratzasandOpenAI Codex
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5fa8ca971a
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[ROCm][CI] Move ROCm AITER quantization tests (#40938)
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
Signed-off-by: Andreas Karatzas <Andreas.Karatzas@amd.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
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2026-08-18 14:50:35 +08:00 |
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Misha Goin
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4ab5e5012a
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[Refactor] Simplify B12X linear kernels and warmup (#52368)
Signed-off-by: mgoin <mgoin64@gmail.com>
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2026-08-17 09:45:45 -07:00 |
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qli88
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1d3a8b9e22
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[ROCm][Bugfix] Fix Triton W4A16 bug in determining if transpose is required for GPTQ/AutoGPTQ (#48998)
Signed-off-by: Qiang Li <qiang.li2@amd.com>
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2026-08-17 12:26:05 +00:00 |
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Wentao Ye
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7d7b6f26f4
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[Refactor] Remove dead code for quantization (#52221)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
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2026-08-16 13:10:16 -04:00 |
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Luke Alonso
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3c79b1a8bf
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[Kernel] Add B12X dense linear backends (#52016)
Signed-off-by: Luke Alonso <lalonso@gmail.com>
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2026-08-13 19:48:33 -07:00 |
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![mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>](/assets/img/avatar_default.png)  
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19d61b1273
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[Bugfix] Initialize DeepGemmQuantScaleFMT oracle lazily; bound QuantFP8 UE8M0 packed path to group_size 128 (#51359)
Signed-off-by: BabyDrangoner <148877251+BabyDrangoner@users.noreply.github.com>
Signed-off-by: kiroxu <148877251+BabyDrangoner@users.noreply.github.com>
Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-08-12 14:27:50 -04:00 |
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 Micah WilliamsonandAndreas Karatzas
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045a986f3b
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[ROCm][CI] Speed Up ROCm Skinny GEMM Tests (reduced parameterizations, (#51877)
Signed-off-by: Micah Williamson <micah.williamson@amd.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
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2026-08-12 01:40:13 +00:00 |
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 Andreas KaratzasandOpenAI Codex
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1ab2801dde
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[ROCm] Remove stale SDPA and skinny GEMM workarounds (#50907)
Signed-off-by: Andreas Karatzas <Andreas.Karatzas@amd.com>
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
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2026-08-11 14:19:16 -04:00 |
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 Lena OnyshchenkoandKunshang Ji
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751f2ccdd3
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[Kernel][XPU] Tensor-descriptor operand loads for Triton W8A8 scaled_mm (#47205)
Signed-off-by: oonyshch <xonyshch@gmail.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
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2026-08-10 00:56:11 +00:00 |
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fxmarty-amd
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3518110f2f
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[Online quantization] Add online MXFP4 quantization support (#49347)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
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2026-08-07 12:39:46 -07:00 |
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 pmanczakandpmanczak
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6b5bec7bed
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[Misc] Add and enable Triton kernel unit tests on XPU (#45694)
Signed-off-by: pmanczak <pmanczak@users.noreply.github.com>
Signed-off-by: pmanczak <pawel.manczak@intel.com>
Co-authored-by: pmanczak <pmanczak@users.noreply.github.com>
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2026-08-07 02:53:03 -07:00 |
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 zofiaandKunshang Ji
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8060260e1d
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[Linear] [Kernel] add block-wise scaled_mm (#49932)
Signed-off-by: Zhu, Zufang <zufang.zhu@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
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2026-08-06 14:40:26 +08:00 |
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 Micah WilliamsonandAndreas Karatzas
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4282fe52d5
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[ROCm][CI] Add More AITER quantization/MoE kernel tests (#49375)
Signed-off-by: Micah Williamson <micah.williamson@amd.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
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2026-08-05 21:27:33 +00:00 |
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454ea5b526
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[MoE Refactor] Combine CompressedTensorsWNA16MarlinMoEMethod with CompressedTensorsWNA16MoEMethod (#44570)
Signed-off-by: Bill Nell <bnell@redhat.com>
Signed-off-by: Taneem Ibrahim <taneem.ibrahim@gmail.com>
Signed-off-by: Dobrzyniewicz, Agata <agata.dobrzyniewicz@intel.com>
Signed-off-by: Tushar Jain <tushar00jain@users.noreply.github.com>
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: Taneem Ibrahim <taneem.ibrahim@gmail.com>
Co-authored-by: Agata Dobrzyniewicz <160237065+adobrzyn@users.noreply.github.com>
Co-authored-by: Tushar Jain <8455015+tushar00jain@users.noreply.github.com>
Co-authored-by: Tushar Jain <tushar00jain@users.noreply.github.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
Co-authored-by: Jiangyun Zhu <riverclouds.zhu@qq.com>
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2026-07-31 14:13:03 -07:00 |
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fxmarty-amd
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e67a2e0a56
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[ROCm][Quark][7/N] Use MXFP4 linear kernel abstraction for emulation backend (#48949)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
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2026-07-31 10:07:15 -07:00 |
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 stefankoncarevicandAndreas Karatzas
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2773ec31b3
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[ROCm][CI] Use explicit wvSplitKrc skinny-GEMM test tolerance for bf16 (gfx950) (#49309)
Signed-off-by: Stefan Koncarevic <Stefan.Koncarevic@amd.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
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2026-07-30 22:25:42 -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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 Harry MellorandAndreas Karatzas
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ca0defa343
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Make bare hugging_face imports forbidden (#49726)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
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2026-07-25 04:18:39 -07:00 |
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Andreas Karatzas
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0e36e3bbd1
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[CI] Use explicit devices in quantization tests (#49512)
Signed-off-by: Andreas Karatzas <Andreas.Karatzas@amd.com>
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2026-07-23 10:54:26 -06:00 |
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qli88
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5de1add806
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[feature]Add int4 quantization support for emulation moe backend (#48451)
Signed-off-by: Qiang Li <qiang.li2@amd.com>
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2026-07-16 02:00:12 +00:00 |
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![mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>](/assets/img/avatar_default.png) Giuseppe Grossiandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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1d99f0f421
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[ROCm][BugFix] Triton W4A16 handling for GPTQ/AutoGPTQ qzeros layout (#47770)
Signed-off-by: giuseppegrossi <ggrossi@amd.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-07-15 11:55:47 -05:00 |
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 Matthias GehreandAndreas Karatzas
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382bbd5144
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[ROCm][Kernel] Add HybridW4A16LinearKernel: Triton prefill + HIP skinny decode (#40977)
Signed-off-by: Matthias Gehre <matthias.gehre@amd.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
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2026-07-13 20:22:00 -07:00 |
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Spandan Tiwari
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b71218107f
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[ROCm][Test] Fix test_per_token_group_quant_fp8 tolerance for 1-ULP FP8 rounding on gfx950 (#46944)
Signed-off-by: Spandan Tiwari <sptiwari@amd.com>
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2026-07-05 18:02:30 -05:00 |
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Matt
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95e6442a6b
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[Hardware][AMD][CI] Fix Kernels Quantization test timeout (#46859)
Signed-off-by: Matthew Wong <Matthew.Wong2@amd.com>
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2026-06-26 15:19:16 -05:00 |
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fxmarty-amd
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552a9dbe59
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[NVFP4][Emulation] Fuse NVFP4 weight dequantization with compute in triton kernel for w13/w2 MOE MLP linears (#44667)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
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2026-06-25 19:33:00 -07:00 |
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 Micah WilliamsonandMatthew Wong
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b3a688cb9e
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[ROCm] Fix OOB During Model Warmup With ROCM_ATTN and MRV2 (#46548)
Signed-off-by: Micah Williamson <micah.williamson@amd.com>
Signed-off-by: Matthew Wong <Matthew.Wong2@amd.com>
Co-authored-by: Matthew Wong <Matthew.Wong2@amd.com>
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2026-06-24 10:53:21 -05:00 |
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Andreas Karatzas
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549c7074cd
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[ROCm][CI] Skip the MoE Marlin tile-padding helper assertion (#46580)
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
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2026-06-24 07:31:33 +00:00 |
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 Michael GoinandClaude
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37a682d392
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[Kernel] Extend Marlin thread-tile padding to MoE (WNA16 + FP8/MXFP8) (#45703)
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Claude <noreply@anthropic.com>
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2026-06-23 11:45:10 -07:00 |
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Mohammad Miadh Angkad
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d1a38c2762
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[Kernel][Performance] Add FlashInfer cutedsl NVFP4 GEMM backend (#42235)
Signed-off-by: Mohammad Miadh Angkad <176301910+mmangkad@users.noreply.github.com>
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2026-06-22 16:17:18 -04:00 |
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JasonLi314
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93bad11912
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[Bugfix] Fix gridDim.y overflow for large row counts (#45255)
Signed-off-by: Jason Li <li.jason.cs@gmail.com>
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2026-06-19 23:27:45 -04:00 |
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Micah Williamson
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4a083cc858
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[ROCm][CI] Pin test_rocm_compressed_tensors_w8a8 to TRITON_ATTN (#46180)
Signed-off-by: Micah Williamson <micah.williamson@amd.com>
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2026-06-19 15:20:06 -05:00 |
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Wentao Ye
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2659f60a1a
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[Refactor] Remove dead quantization code and tests (#45454)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
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2026-06-17 16:12:01 -04:00 |
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![mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>](/assets/img/avatar_default.png) Wentao Yeandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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71b961dd35
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[Perf] SM90 cutlass fp8 mm supports odd M by swap_ab, 180~290% kernel performance improvement (#44572)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-06-13 12:05:45 -07:00 |
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Michael Goin
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9eaacb23ec
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[Kernel] Consolidate Marlin thread-tile padding across all dense Marlin paths (#45295)
Signed-off-by: mgoin <mgoin64@gmail.com>
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2026-06-12 13:46:21 -07:00 |
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Isotr0py
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6635279d8a
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[Migration] Migrate GGUF quantization support to plugin (#39612)
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
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2026-06-12 12:02:21 -07:00 |
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![mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>](/assets/img/avatar_default.png) JartXandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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32daf56b42
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[Refactor] Rename rocm_moe.py to rocm_moe_rdna.py (#45011)
Signed-off-by: JartX <sagformas@epdcenter.es>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-06-10 17:02:09 +08:00 |
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 JartXandTJian
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062b05ff3a
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[ROCm][Perf] Fused MoE W4A16 HIP kernel for AMD RDNA3 (gfx1100) (#44075)
Signed-off-by: JartX <sagformas@epdcenter.es>
Co-authored-by: TJian <tunjian.tan@embeddedllm.com>
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2026-06-06 15:30:39 -05:00 |
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Agata Dobrzyniewicz
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a947f7a420
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[Kernel][Test] Extend lightning_attn and awq_triton kernel tests to XPU (#43307)
Signed-off-by: Dobrzyniewicz, Agata <agata.dobrzyniewicz@intel.com>
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2026-06-04 14:25:59 -04:00 |
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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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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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JartX
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0cff0741ff
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[Kernel][ROCm] Native W4A16 kernel for AMD RDNA3 (gfx1100) — fp16 + bf16 (#41394)
Signed-off-by: JartX <sagformas@epdcenter.es>
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2026-05-29 11:04:40 +00:00 |
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 Wentao YeandIsotr0py
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68e07d5916
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[Bug] Fix ci issue assert output_size is not None AssertionError (#43261)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
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2026-05-21 16:58:09 +08:00 |
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Michael Goin
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5774aad9c5
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[Perf][gpt-oss] Downgrade triton_kernels to v3.5.1 (#43135)
Signed-off-by: mgoin <mgoin64@gmail.com>
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2026-05-20 14:13:12 -07:00 |
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 meena-at-workandClaude Sonnet 4.6
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363fc84407
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Integrate flashinfer b12x MoE and FP4 GEMM kernels for SM120/121 (#40082)
Signed-off-by: Meenakshi Venkataraman <meenakshiv@nvidia.com>
Co-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>
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2026-05-20 17:21:11 +00:00 |
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