Commit Graph
197 Commits
Author SHA1 Message Date
Yuwen ZhouandLi, Jiang <jiang1.li@intel.com> b346479065 [CPU] Add CPU FP8 W8A8 linear/MoE support (#49942)
Signed-off-by: yuwenzho <yuwen.zhou@intel.com>
Co-authored-by: Li, Jiang <jiang1.li@intel.com>
2026-09-18 17:59:42 +08:00
Thien TranandCodex 8da75d6190 C3x SM100 FP8 blockwise - Pad activation scales to multiple of 4 (#57377)
Signed-off-by: Thien Tran <gau.nernst@yahoo.com.sg>
Co-authored-by: Codex <noreply@openai.com>
2026-09-18 08:39:27 +00:00
Misha Goin 9a5bd373cf [CI] Retire Weight Loading smoke tests (#57398)
Signed-off-by: mgoin <mgoin64@gmail.com>
2026-09-17 16:04:03 -04:00
afriedri a9a7e45f31 [ROCm] Restore VLLM_ROCM_USE_AITER_FP4_ASM_GEMM and default w4a4 ASM GEMM back to off (#57055)
Signed-off-by: Andy Friedrich <afriedri@amd.com>
2026-09-17 13:39:52 -05:00
Harry MellorandClaude Opus 5 651a88c09a [CI] Ignore ruff D209, rejoin the docstrings it split, and silence incompatible-rule warnings (#57212)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
2026-09-16 10:57:24 -07:00
Harry MellorandClaude Opus 5 8c1557a79c Add pydocstyle to the ruff rules (#52136)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Signed-off-by: Harry Mellor <hej.mellor@gmail.com>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
2026-09-16 16:44:29 +00:00
Li, Jiang b68408043d [Bugfix][CPU] Add per-tensor FP8 W8A16 kernel to fix Ministral crash on CPU (#56985)
Signed-off-by: jiang1.li <jiang1.li@intel.com>
2026-09-16 15:49:17 +08:00
bb55077411 [Perf][Kernel] Integrate Mega-mHC from DeepGEMM for DeepSeek V4.1 (reopen of #56255) (#56962)
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Signed-off-by: Juntian Liu <Juntianl777@gmail.com>
Co-authored-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
Co-authored-by: Thien Tran <gau.nernst@yahoo.com.sg>
2026-09-15 04:01:06 -07:00
Netanel Haber d4ee7fe7a9 [Quantization] Select linear backends per quantization (#51204)
Signed-off-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>
2026-09-14 16:24:18 -04:00
Matthias Gehre dc2e8f1157 [ROCm][Perf] W4A16: keep skinny GEMM zero-points packed 4-bit (#54965)
Signed-off-by: Matthias Gehre <matthias.gehre@amd.com>
2026-09-14 17:40:25 +08:00
Ayushman SinghandAyushman Singh c2ea9f1a5f [Kernel][Perf][Quantization] Fix odd-row performance cliff in per-token-group quantization (#56478)
Signed-off-by: Ayushman Singh <ayush1399@users.noreply.github.com>
Co-authored-by: Ayushman Singh <ayush1399@users.noreply.github.com>
2026-09-12 20:27:08 -07:00
JartX 986e2f870a [Refactor][ROCm] Migrate the RDNA3 W4A16 MoE to the oracle/experts pa… (#55522)
Signed-off-by: JartX <sagformas@epdcenter.es>
2026-09-12 21:20:26 +08:00
e77daef89e [Model] Support DeepSeek-V4.1-Flash (#56214)
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Signed-off-by: Jee Jee Li <jeejeelee@inferact.ai>
Signed-off-by: andyluo7 <andy.luo@amd.com>
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
Co-authored-by: Jee Jee Li <jeejeelee@inferact.ai>
Co-authored-by: andyluo7 <andy.luo@amd.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
Co-authored-by: zjy0516 <riverclouds.zhu@qq.com>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
2026-09-11 02:11:19 -07:00
pmanczak 6376c601ed [XPU][Tests] Enable test_per_token_group_quant_int8 on XPU (#55681)
Signed-off-by: pmanczak <pawel.manczak@intel.com>
2026-09-11 15:59:13 +08:00
MattandClaude Opus 5 9163190dda [ROCm][Bugfix][Perf] Tune multi-stream shared experts use; wvSplitKrc fixes (#56098)
Signed-off-by: Matthew Wong <Matthew.Wong2@amd.com>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
2026-09-10 15:14:22 -07:00
Yongye ZhuandClaude Opus 5 be1cb9834b [Kernel] Optional Q-norm in fused DSv4 MLA epilogue; group_size=32 for packed FP8 quant (#56215)
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
2026-09-10 00:35:59 -07:00
Colin Z 588a813a60 [ROCm] [BugFix] Fix AITER MXFP4 ASM-GEMM crash on unfused shared experts (#55213)
Signed-off-by: Colin Zeng <Colin.Zeng@amd.com>
2026-09-10 05:23:36 +00:00
Roderick Wuandmgoin 2c9d68f80b [Quant][Kernel] Remove GPTQ Group/Dynamic Activation Ordering (#54809)
Signed-off-by: Roderick-Wu <roderickwu2003@gmail.com>
Signed-off-by: Roderick Wu <roderickwu2003@gmail.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
2026-09-08 12:45:12 -07:00
Raya Elena Solanoandmgoin bcca76e7db [Test] Dequantize NVFP4 KV cache scales in the layout the kernel writes (#55908)
Signed-off-by: Raya Elena Solano <raya.solano@mbinf.de>
Co-authored-by: mgoin <mgoin64@gmail.com>
2026-09-08 17:13:39 +00:00
8ebc5b0a18 [Bugfix] Fix NVFP4 fused SiLU+mul scale allocation and global scale direction (#55643)
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
Co-authored-by: khluu <khluu000@gmail.com>
Co-authored-by: jiahao <jxia77@terpmail.umd.edu>
Co-authored-by: Kimi Code <noreply@moonshot.cn>
2026-09-08 08:26:07 -07:00
Stefano Castagnetta 13cf9e05c1 [Perf][Quant][NVFP4] Prefer W4A4 linear kernels over weight-only ones on SM120/121 (#55170)
Signed-off-by: Stefano Castagnetta <scastagnetta@nvidia.com>
2026-09-08 15:06:45 +04:00
Jürgen Schmied 4df80187b5 [Kernel] SM 12.x blockwise FP8: swizzle the CTA raster when the weight exceeds the L2 (#55180) 2026-09-06 17:36:59 -07:00
579aef4e8d [ROCm] Bump AITER to 0.1.21.post1 (#52826)
Signed-off-by: Rohan138 <rohanpotdar138@gmail.com>
Signed-off-by: Rohan Potdar <rohan.potdar@amd.com>
Signed-off-by: fai <fangzhouai@gmail.com>
Co-authored-by: Claude Opus 4.8 <noreply@anthropic.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
Co-authored-by: fai <fangzhouai@gmail.com>
2026-09-03 16:28:40 -07:00
Luke Alonso 1945a94575 [Bugfix][Tests] Stabilize B12X linear kernel checks (#54996)
Signed-off-by: Luke Alonso <lalonso@gmail.com>
2026-09-02 18:46:08 +00:00
ee3c00bbf4 [Performance] Register Triton W4A16 GEMM as a custom op (#51453)
Signed-off-by: giuseppegrossi <ggrossi@amd.com>
Co-authored-by: TJian <tunjian.tan@embeddedllm.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
2026-09-01 22:55:34 -05:00
Roberto L. CastroCodexmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
514c7314a0 [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>
2026-09-01 09:49:07 -07:00
Lain 882ca8d696 [Kernel] add Flashinfer cutedsl w4a16 linear (#53014)
Signed-off-by: Siyuan Fu <siyuanf@nvidia.com>
2026-09-01 02:49:14 +00:00
afriedriandAndreas Karatzas 2f1cba799e [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>
2026-08-28 18:59:53 +00:00
Luke Alonsoandmgoin 2740c817ff [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>
2026-08-21 08:04:36 -07:00
SeonjinandMisha Goin bd8865a299 [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>
2026-08-20 10:07:22 -04:00
pmanczak 44cf3f0466 [XPU][Tests] Make tests device-agnostic (#51968)
Signed-off-by: pmanczak <pawel.manczak@intel.com>
2026-08-20 02:25:41 -07:00
Andreas KaratzasandOpenAI Codex 5fa8ca971a [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>
2026-08-18 14:50:35 +08:00
Misha Goin 4ab5e5012a [Refactor] Simplify B12X linear kernels and warmup (#52368)
Signed-off-by: mgoin <mgoin64@gmail.com>
2026-08-17 09:45:45 -07:00
qli88 1d3a8b9e22 [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>
2026-08-17 12:26:05 +00:00
Wentao Ye 7d7b6f26f4 [Refactor] Remove dead code for quantization (#52221)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
2026-08-16 13:10:16 -04:00
Luke Alonso 3c79b1a8bf [Kernel] Add B12X dense linear backends (#52016)
Signed-off-by: Luke Alonso <lalonso@gmail.com>
2026-08-13 19:48:33 -07:00
kiroxuCopilotWentao Yemergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
19d61b1273 [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>
2026-08-12 14:27:50 -04:00
Micah WilliamsonandAndreas Karatzas 045a986f3b [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>
2026-08-12 01:40:13 +00:00
Andreas KaratzasandOpenAI Codex 1ab2801dde [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>
2026-08-11 14:19:16 -04:00
Lena OnyshchenkoandKunshang Ji 751f2ccdd3 [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>
2026-08-10 00:56:11 +00:00
fxmarty-amd 3518110f2f [Online quantization] Add online MXFP4 quantization support (#49347)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
2026-08-07 12:39:46 -07:00
pmanczakandpmanczak 6b5bec7bed [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>
2026-08-07 02:53:03 -07:00
zofiaandKunshang Ji 8060260e1d [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>
2026-08-06 14:40:26 +08:00
Micah WilliamsonandAndreas Karatzas 4282fe52d5 [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>
2026-08-05 21:27:33 +00:00
454ea5b526 [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>
2026-07-31 14:13:03 -07:00
fxmarty-amd e67a2e0a56 [ROCm][Quark][7/N] Use MXFP4 linear kernel abstraction for emulation backend (#48949)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
2026-07-31 10:07:15 -07:00
stefankoncarevicandAndreas Karatzas 2773ec31b3 [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>
2026-07-30 22:25:42 -05:00
fxmarty-amdandAndreas Karatzas 7aea73d83d [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>
2026-07-27 21:35:57 -05:00
Harry MellorandAndreas Karatzas ca0defa343 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>
2026-07-25 04:18:39 -07:00
Andreas Karatzas 0e36e3bbd1 [CI] Use explicit devices in quantization tests (#49512)
Signed-off-by: Andreas Karatzas <Andreas.Karatzas@amd.com>
2026-07-23 10:54:26 -06:00