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124 Commits
Author SHA1 Message Date
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
siyuandIsotr0py 73fb19151f [Fast Start] Support fp4 (#55465) 
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
 2026-09-10 13:22:17 +00:00
Wentao YeYongye ZhuOpenAI Codex
 		7a2fdbaac4 [K3 Perf] Fuse MXFP4 top-k finalization into latent-tail, ~5% E2E latency reduction (#53152) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
 2026-08-21 13:29:59 -04:00
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
sroberts-amdandStacy Roberts c794754062 [ROCm]Remove special-case SiTU support model-specific gating (#50597) 
Signed-off-by: Stacy Roberts <sroberts@amd.com>
Signed-off-by: Stacy Roberts <robers23@utexas.edu>
Co-authored-by: Stacy Roberts <robers23@utexas.edu>
 2026-08-14 13:38:04 -05:00
fxmarty-amd 48825acc23 [Quantization] Remove dead QuantizationConfig.is_mxfp4_quant (#51793) 
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
 2026-08-13 13:58:31 -04:00
Isotr0py 3b4c86e489 [Bugfix][Quantization] Fix fp32 weight scale for mxfp4 quantization and per-expert checkpoint mapping (#51419) 
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
 2026-08-09 23:08:52 -07:00
Jinzhen LinandOpenAI Codex fcde8e1460 [Refactor] refactor humming linear and moe backends to use explicit layer configs (#49610) 
Signed-off-by: Jinzhen Lin <jinzhen.ljz@antgroup.com>
Co-authored-by: OpenAI Codex <noreply@openai.com>
 2026-08-07 10:03:19 -07:00
Xiaochang WuandKunshang Ji d5aae2b464 Fix ROCm architecture import on non-ROCm platforms (#51357) 
Signed-off-by: Wu, Xiaochang <xiaochang.wu@intel.com>
Signed-off-by: Xiaochang Wu <xiaochang.wu@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
 2026-08-07 05:32:56 -07:00
fxmarty-amdClaudemergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
 		81be2e09ae [Weight processing] Copy over new_data attributes in replace_parameter (#49601) 
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
 2026-08-06 13:03:37 -04:00
aoshen02Matej SirovatkaRishi PuriHsiao-Yuan ChenClaude Opus 5
 		7c77868cdf [Bugfix] Size and iterate w13 by shard count for non-gated MoE (#51125) 
Signed-off-by: aoshen02 <aoshen@inferact.ai>
Co-authored-by: Matej Sirovatka <matej.sirovatka@gmail.com>
Co-authored-by: Rishi Puri <riship@nvidia.com>
Co-authored-by: Hsiao-Yuan Chen <littlecircle0730@users.noreply.github.com>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
 2026-08-05 17:24:47 -07:00
Hongxia Yang 8f50685c48 [ROCm][Kimi-K3] aiter moe environment variable cleanup (#50582) 
Signed-off-by: Hongxia Yang <hongxia.yang@amd.com>
 2026-08-03 18:54:04 +00:00
bnellnmClaudeTaneem IbrahimAgata DobrzyniewiczTushar JainTushar JainWentao YeJiangyun Zhu
 		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
Andreas Karatzas 5233368dac [ROCm][CI] Fall back to lossless Kimi K3 MXFP4 emulation on gfx942 (#50516) 
Signed-off-by: Andreas Karatzas <Andreas.Karatzas@amd.com>
 2026-07-31 11:33:16 -04:00
+1
Juan VillamizarDouglas LehrClaude Opus 4.7DanielJaden MathiasjpvillamrootDouglas LehrdllehrDaniel ChanAndreas Karatzas
 		4f1da84eb5 Enable gfx1250 ROCm architecture (#46516) 
Signed-off-by: Douglas Lehr <Doug.Lehr@amd.com>
Signed-off-by: jpvillam <juan.villamizar@amd.com>
Signed-off-by: Daniel <danichan@amd.com>
Signed-off-by: Jaden Mathias <jaden.mathias@amd.com>
Signed-off-by: jpvillam <jpvillam@amd.com>
Signed-off-by: Juan Villamizar <100237675+jpvillam-amd@users.noreply.github.com>
Signed-off-by: Douglas Lehr <91553416+dllehr-amd@users.noreply.github.com>
Signed-off-by: Jaden Mathias <Jaden.Mathias@amd.com>
Co-authored-by: Douglas Lehr <Doug.Lehr@amd.com>
Co-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
Co-authored-by: Daniel <danichan@amd.com>
Co-authored-by: Jaden Mathias <jaden.mathias@amd.com>
Co-authored-by: jpvillam <jpvillam@amd.com>
Co-authored-by: root <root@ctheliosr-1b114-f01-2.mnb.dcgpu>
Co-authored-by: Douglas Lehr <91553416+dllehr-amd@users.noreply.github.com>
Co-authored-by: dllehr <douglehr@amd.com>
Co-authored-by: Daniel Chan <Daniel.Chan@amd.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
 2026-07-31 01:41:12 +00:00
+13
Jiangyun ZhuIsotr0pyThien TranBugen ZhaoYongye ZhuZiming HuangRoger WangIsotr0pyaoshen02Woosuk KwonJee Jee Liaoshen02Summer YangKevin H. LuuBowen WanggnovackNick HillYifan QiaoxiaozhoupyRoy WangJeff MaCodexWei Zhao
 		aeeb36b1f1 [New model] Kimi K3 (#50000) 
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: Jee Jee Li <jeejeelee@inferact.ai>
Signed-off-by: Yifan Qiao <yifanqiao@inferact.ai>
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Signed-off-by: wzhao18 <wzhao18.sz@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>
Co-authored-by: Wei Zhao <51183510+wzhao18@users.noreply.github.com>
 2026-07-30 03:49:58 -07:00
Woosuk Kwon 96de8bb389 [MoE] Free unused MXFP4 scales in OAI Triton Backend (#46549) 
Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
 2026-06-24 00:06:41 -07:00
Tyler Michael SmithandClaude Opus 4.6 e2f993dc41 [WideEP] Integrate DeepEP v2 (#41183) 
Signed-off-by: Tyler Michael Smith <tlrmchlsmth@gmail.com>
Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
 2026-06-08 18:07:29 -07:00
bnellnm dc68bd8c41 [MoE Refactor] FusedMoE/MoERunner inversion refactor (#41184) 
Signed-off-by: Bill Nell <bnell@redhat.com>
 2026-06-08 10:42:58 -04:00
aoshen02andClaude Opus 4.8 f87df1df9e [Bugfix][MoE] Snapshot max_cudagraph_capture_size into FusedMoEConfig (#44613) 
Signed-off-by: aoshen02 <aoshen@inferact.ai>
Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
 2026-06-05 23:14:41 -07:00
bnellnmRobert ShawRobert Shaw
 		4d591db470 [MoE Refactor] Introduce RoutedExperts alias for FusedMoE and don't store SharedExperts in MK (#40735) 
Signed-off-by: Bill Nell <bnell@redhat.com>
Signed-off-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Signed-off-by: Robert Shaw <robertgshaw2@gmail.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Co-authored-by: Robert Shaw <robertgshaw2@gmail.com>
 2026-05-12 13:37:44 -04:00
bnellnmRobert ShawRobert Shaw
 		206eaed08d [MoE Refactor] Move expert map related code into ExpertMapManager class (#41046) 
Signed-off-by: Bill Nell <bnell@redhat.com>
Signed-off-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Signed-off-by: Robert Shaw <robertgshaw2@gmail.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Co-authored-by: Robert Shaw <robertgshaw2@gmail.com>
 2026-05-12 09:18:27 -04:00
Markus HartikainenandTJian e8f9038ebd [ROCm][Bugfix] Re-tag AITER MoE weights as preshuffled after replace_parameter (#42061) 
Signed-off-by: Markus Hartikainen <markus.hartikainen@amd.com>
Co-authored-by: TJian <tunjian.tan@embeddedllm.com>
 2026-05-08 21:42:07 -07:00
Bowen Bao 1e9500410a [ROCm][Quantization][2/N] Refactor quark_moe w4a8 w/ oracle (#39136) 
Signed-off-by: Bowen Bao <bowenbao@amd.com>
 2026-05-04 19:50:38 -07:00
Jinzhen Lin 08834cc3ce [Quantization] add humming mxfp4 moe backend (#41083) 
Signed-off-by: Jinzhen Lin <jinzhen.ljz@antgroup.com>
 2026-05-02 18:36:03 -07:00
+7
Yifan QiaoYongye ZhuYongye ZhuSimon MoBugen ZhaoGiancarlo DelfinJee Jee LiNick HillRoger WangRoy WangWoosuk KwonyoukaichaoZhewen LiZijing LiukhluuqizixiZhewen Li
 		4d51588e23 [Feat] DeepSeek V4 Rebased (#40860) 
Signed-off-by: Yifan Qiao <yifanqiao@inferact.ai>
Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
Signed-off-by: qizixi <zixi@inferact.ai>
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Yongye Zhu <yongye@inferact.ai>
Co-authored-by: Simon Mo <simon@inferact.ai>
Co-authored-by: Bugen Zhao <i@bugenzhao.com>
Co-authored-by: Giancarlo Delfin <gdelfin@inferact.ai>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
Co-authored-by: Nick Hill <nickhill123@gmail.com>
Co-authored-by: Roger Wang <hey@rogerw.io>
Co-authored-by: Roy Wang <yasong.wang@inferact.ai>
Co-authored-by: Woosuk Kwon <woosuk@inferact.ai>
Co-authored-by: youkaichao <youkaichao@gmail.com>
Co-authored-by: Zhewen Li <jerven.vllm@gmail.com>
Co-authored-by: Zijing Liu <liuzijing2014@gmail.com>
Co-authored-by: khluu <khluu000@gmail.com>
Co-authored-by: qizixi <zixi@inferact.ai>
Co-authored-by: Zhewen Li <zhewenli@inferact.ai>
 2026-04-26 18:31:08 -07:00
Wentao Yeandgemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com> 8f87eb4622 [Refactor] Clean up log once scope="local" (#40540) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Signed-off-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
 2026-04-22 16:42:43 -04:00
Yongye Zhu 739e5945dc [Quantization] [Refactor] Create special "GptOssMxfp4MoeMethod" (#39604) 
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
 2026-04-13 12:53:58 -04:00
bnellnm 7cf56a59a2 [MoE Refactor] Make SharedExperts class for use with DefaultMoERunner (#35153) 
Signed-off-by: Bill Nell <bnell@redhat.com>
 2026-04-01 09:44:08 -04:00
Bowen Bao 0ae89f18fd [Refactor] Move FusedMoE hidden_size roundup to quant_method (#34285) 
Signed-off-by: Bowen Bao <bowenbao@amd.com>
 2026-03-26 23:38:26 -07:00
Andreas Karatzas 679c6a3ecc [Bugfix][ROCm][MoE] Fix mxfp4 oracle regressions from #37128 (#37787) 
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
 2026-03-25 08:17:33 +08:00
Kunshang Ji debd6e768c [XPU][MoE Refactor] Refactor xpu mxfp4 support into oracle (#37784) 
Signed-off-by: Kunshang Ji <kunshang.ji@intel.com>
 2026-03-23 11:10:41 +00:00
Yongye Zhu c058ff44d4 [Bigfix]fix lora test by pass padded size back to the layer (#37811) 2026-03-22 13:20:13 -06:00
Yongye ZhuandClaude Opus 4.6 87bd91892f [MoE Refactor] Mxfp4 oracle rebased (#37128) 
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
 2026-03-21 03:37:04 +00:00
elvischenv 296839a1b0 [Perf] Eliminate padding and slicing op for GPT-OSS with Flashinfer MXFP4 MXFP8 MoE (#30647) 
Signed-off-by: elvischenv <219235043+elvischenv@users.noreply.github.com>
 2026-03-18 15:01:26 +00:00
Itay AlroyYongji WuRon Tourgeman
 		d5af196c18 [2/N] Elastic EP Milestone 2: Integrating NIXL-EP (#35627) 
Signed-off-by: Itay Alroy <ialroy@nvidia.com>
Co-authored-by: Yongji Wu <wuyongji317@gmail.com>
Co-authored-by: Ron Tourgeman <rtourgeman@nvidia.com>
 2026-03-13 09:25:33 -04:00
Jaewon aaa3092f51 [MoE] Add routing simulation override for MXFP4 quantized MoE (#33595) 
Signed-off-by: Jaewon Lee <jaewon@meta.com>
 2026-03-13 00:30:44 +00:00
Chuan (Richard) Li 5dc3538736 [ROCm][Bugfix] Fall back from CK MXFP4 MoE when GEMM dimensions are unsupported (#35893) 
Signed-off-by: Li <chuali@amd.com>
 2026-03-04 08:30:54 +00:00
Robert ShawRobert ShawRobert Shaw
 		97995f6376 [MoE Refactor] Create MK for TRTLLM Kernels (#32564) 
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Signed-off-by: Robert Shaw <rshaw@neuralmagic.com>
Signed-off-by: Robert Shaw <robertgshaw2@gmail.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <rshaw@neuralmagic.com>
 2026-03-03 10:39:50 -08:00
Kunshang Ji 92f5d0f070 [XPU] fix mxfp4 activation type (#35691) 
Signed-off-by: Kunshang Ji <kunshang.ji@intel.com>
 2026-03-02 11:48:39 +08:00
Seungho Yoon 5a435507d8 fix(mxfp4): return is_monolithic=False when LoRA is enabled for Triton backend (#35382) 
Signed-off-by: Seungho Yoon <yoonsnowdev@gmail.com>
 2026-03-01 09:59:30 -05:00
Douglas LehrDoug LehrCursorRohan Potdar
 		d5b6f3ba36 [ROCm][Quantization] Add Composable Kernel (CK) backend support for M… (#34301) 
Signed-off-by: Doug Lehr <douglehr@amd.com>
Signed-off-by: Douglas Lehr <91553416+dllehr-amd@users.noreply.github.com>
Signed-off-by: Douglas Lehr <Doug.Lehr@amd.com>
Co-authored-by: Doug Lehr <douglehr@amd.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
Co-authored-by: Rohan Potdar <66227218+Rohan138@users.noreply.github.com>
 2026-02-28 03:37:01 +00:00
Tyler Michael SmithandClaude Opus 4.6 eb19955c37 [WideEP] Remove pplx all2all backend (#33724) 
Signed-off-by: Tyler Michael Smith <tlrmchlsmth@gmail.com>
Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
 2026-02-26 14:30:10 -08:00
Yongye Zhu 1976356ee6 [MoE Refactor] MXFP4 Cutlass Experts to MK (#34542) 
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
 2026-02-25 17:32:39 -08:00
Frank WangandWentao Ye 059779231f [Minor] Add logging when using MXFP4 MXFP8 TRTLLM backend (#34916) 
Signed-off-by: frankwang28 <frank.wbb@hotmail.com>
Signed-off-by: Frank Wang <41319051+frankwang28@users.noreply.github.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
 2026-02-19 22:07:57 -08:00
Yongye ZhuandRobert Shaw 40da9625a1 [MoE Refactor] Convert mxfp4 marlin into modular kernel format (#34588) 
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
 2026-02-18 14:37:14 -08:00
Michael Goin ff1f83b056 [Refactor] Replace activation: str with MoEActivation enum (#33843) 
Signed-off-by: mgoin <mgoin64@gmail.com>
Signed-off-by: Michael Goin <mgoin64@gmail.com>
 2026-02-11 17:29:32 -08:00
Harry Mellor 40b8f55358 [Docs] Reduce time spent generating API docs (#34255) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2026-02-11 02:56:02 -08:00
Kunshang Ji cb9574eb85 [XPU][9/N] clean up existing ipex code/doc (#34111) 
Signed-off-by: Kunshang Ji <kunshang.ji@intel.com>
 2026-02-11 00:27:15 -08:00