Commit Graph
879 Commits
Author SHA1 Message Date
Tim DettmersandClaude Opus 4.6 d44a5b6c47 Remove dead bitsandbytes CxB code from 8-bit inference path (#34633)
Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
2026-02-17 01:49:14 -08:00
danisereb ec7d9e6745 Fix call to moe_mk in modelopt MoE modules (required for LoRA) (#34575)
Signed-off-by: Daniel Serebrenik <daserebrenik@nvidia.com>
2026-02-16 07:33:09 -08:00
Samu TamminenandWentao Ye a5ccc85c8c [Bugfix] Fix Dynamo unexpected keyword argument (#34320)
Signed-off-by: Samu Tamminen <stammine@amd.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
2026-02-16 01:32:30 -08:00
amitz-nv f120bd42d3 [Kernel] Support Flashinfer trtllm fused MoE non gated FP8 & NVFP4 (#33506)
Signed-off-by: amitz-nv <203509407+amitz-nv@users.noreply.github.com>
2026-02-12 13:06:58 -08:00
xuebwang-amdandTJian 766e167821 [ROCm][quantization] improve OCP weight quant parser robust (#34431)
Signed-off-by: xuebwang-amd <xuebwang@amd.com>
Co-authored-by: TJian <tunjian.tan@embeddedllm.com>
2026-02-12 09:40:19 -08:00
8a798be929 [ROCm] Enable MXFP4 MoE weight pre-shuffling on gfx950 and update aiter (#34192)
Signed-off-by: Doug Lehr <douglehr@amd.com>
Co-authored-by: Doug Lehr <douglehr@amd.com>
Co-authored-by: Gregory Shtrasberg <156009573+gshtras@users.noreply.github.com>
Co-authored-by: tjtanaavllm <tunjian.tan@amd.com>
2026-02-12 05:06:33 -08:00
Kyle SayersandMichael Goin e9cd691132 [Bugfix] Fix Sparse24 Compressed Tensors models (#33446)
Signed-off-by: Kyle Sayers <kylesayrs@gmail.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
2026-02-11 23:15:16 -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
Robert ShawandRobert Shaw 9b17c57460 [ModelBash][DSR1 NVFp4] Removed Bf16 Bias Cast (#34298)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
2026-02-11 05:00:00 +00:00
Tyler Michael SmithandRobert Shaw 066c6da6a0 [WideEP] Fix nvfp4 DeepEP High Throughput All2All backend (#33738)
Signed-off-by: Tyler Michael Smith <tlrmchlsmth@gmail.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
2026-02-10 19:15:43 -08:00
bnellnm d1481ba783 [MoE Refactor] Introduce MoERunner abstraction and move execution logic from FusedMoE to DefaultMoERunner (#32344)
Signed-off-by: Bill Nell <bnell@redhat.com>
2026-02-10 19:51:07 -05:00
b129136c7a [ROCm][Quantization] GPT_OSS in amd-quark format model loading and emulations (#29008)
Signed-off-by: xuebwang-amd <xuebwang@amd.com>
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
2026-02-10 10:08:05 -05:00
TomerBN-NvidiaandCursor 995bbf38f1 [Bugfix] Fix shared expert input for latent MoE in EP+DP (Nemotron-H) (#34087)
Signed-off-by: Tomer Natan <tbarnatan@nvidia.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
2026-02-09 16:44:18 +00:00
zofia 9bdb06b436 [XPU][6/N] add xpu scaled_mm kernel (#34117)
Signed-off-by: Zhu, Zufang <zufang.zhu@intel.com>
2026-02-09 20:17:35 +08:00
danisereb 084aa19f02 Add support for ModelOpt MXFP8 dense models (#33786)
Signed-off-by: Daniel Serebrenik <daserebrenik@nvidia.com>
2026-02-08 11:16:48 -08:00
Charlie Fu fe5438200b [Rocm][Bugfix] Fix dtype not same for gemm_a4w4 op (#33734)
Signed-off-by: charlifu <charlifu@amd.com>
2026-02-06 19:09:59 +00:00
zofia 2ce9fe4ad0 [XPU][5/N] add wna16 xpu kernel (#33973)
Signed-off-by: Zhu, Zufang <zufang.zhu@intel.com>
2026-02-06 15:59:53 +00:00
Fadi Arafeh f79d9dce16 [CPU][BugFix] Fix loading of w8a8int models with bias (#33582)
Signed-off-by: Fadi Arafeh <fadi.arafeh@arm.com>
2026-02-06 11:59:20 +00:00
Kunshang Ji 7439e4f41b [XPU][4/N] add mxfp4 moe model support (#33679)
Signed-off-by: Kunshang Ji <kunshang.ji@intel.com>
2026-02-06 13:03:59 +08:00
Hashem Hashemi d5c4800112 Adds padding and perf improvements to wvSplitK_fp8 (#33527)
Signed-off-by: Hashem Hashemi <hashem.hashemi@amd.com>
2026-02-05 22:16:02 +00:00
bnellnmandRobert Shaw a57c8228ff [Moe Refactor] Make Inplace Flag for FusedMoEModularKernel part of the constructor (#33375)
Signed-off-by: Bill Nell <bnell@redhat.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
2026-02-05 18:07:18 +00:00
Aaron HaoandSumanthRH c1858b7ec8 [Feat][RL][1/2] Native Weight Syncing API: NCCL (#31943)
Signed-off-by: ahao-anyscale <ahao@anyscale.com>
Signed-off-by: Aaron Hao <ahao@anyscale.com>
Co-authored-by: SumanthRH <sumanthrh99@gmail.com>
2026-02-05 12:13:23 -05:00
Fadi Arafeh fd03538bf9 [CPU][BugFix] Allow w8a8 oneDNN quantized matmul to support 3D inputs (#33727)
Signed-off-by: Fadi Arafeh <fadi.arafeh@arm.com>
2026-02-05 06:26:09 +00:00
Michael Goin 2a99c5a6c8 [Bugfix] Disable TRTLLM FP8 MoE if router_logits_dtype==float32 and routing_method!=DeepSeekV3 (#33613)
Signed-off-by: mgoin <mgoin64@gmail.com>
2026-02-03 13:26:51 -08:00
Kunshang Ji e10604480b [XPU][1/N] Deprecate ipex and switch to vllm-xpu-kernels for xpu platform (#33379)
Signed-off-by: Kunshang Ji <kunshang.ji@intel.com>
2026-02-02 22:46:10 -08:00
Vasiliy Kuznetsov 0130223bd9 fix memory for online fp8 quantization with streaming weight load (#31914)
Signed-off-by: vasiliy <vasiliy@fb.com>
2026-02-02 14:17:42 -05:00
MaralandCyrus Leung b5f8c3092d [W8A8 Block Linear Refactor][1/N] Keep all quantization types into QuantFP8 class. (#33047)
Signed-off-by: maral <maralbahari.98@gmail.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
2026-02-01 09:28:01 +00:00
René Honigandmgoin 079781177a fix: Add SM120 (RTX Blackwell) support for FlashInfer CUTLASS NVFP4 MoE kernels (#33417)
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
2026-01-31 14:06:42 -08:00
Roy Wang 63c0889416 [Misc] Fix flashinfer related tests (#33462)
Signed-off-by: esmeetu <jasonailu87@gmail.com>
2026-01-31 16:10:24 -05:00
f68e3ea4e1 [BugFix] Add synchronize in CutlassW4A8LinearKernel to ensure data is ready for use. (#33078)
Co-authored-by: jinwuguo <jinwuguo@tencent.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
2026-01-31 08:14:54 +00:00
Fadi Arafeh 1618e25492 [CPU][Feat] Enable KleidiAI accelerated int4 dynamic quant with BF16 activations on Arm CPUs (#33122)
Signed-off-by: Fadi Arafeh <fadi.arafeh@arm.com>
2026-01-31 07:16:22 +00:00
f0bca83ee4 Add support for Mistral Large 3 inference with Flashinfer MoE (#33174)
Signed-off-by: Dimitrios Bariamis <12195802+dbari@users.noreply.github.com>
Co-authored-by: Dimitrios Bariamis <12195802+dbari@users.noreply.github.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
2026-01-30 22:48:27 -08:00
Matthias GehreandCursor 73419abfae [Bugfix] Handle Asym W4A16 (ConchLinearKernel) for CT (#33200)
Signed-off-by: Matthias Gehre <matthias.gehre@amd.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
2026-01-31 06:21:51 +00:00
Gregory Shtrasberg 31aedfe7d6 [Bugfix][ROCm] Fixing the skinny gemm dispatch logic from #32831 (#33366)
Signed-off-by: Gregory Shtrasberg <Gregory.Shtrasberg@amd.com>
2026-01-30 19:05:23 -06:00
Michael Goin 67ebaff528 Refactor NVFP4 Linear utils for ModelOpt and CT (#33201)
Signed-off-by: mgoin <mgoin64@gmail.com>
2026-01-30 16:37:42 -08:00
Pavani Majety c3a9752b0c [Hardware][SM100] Add TRTLLM Kernel for INT4 W4A16 Kernel. (#32437)
Signed-off-by: Pavani Majety <pmajety@nvidia.com>
2026-01-30 10:30:46 -08:00
Michael Goin fd0e377244 Support FP8 block quant for CompressedTensorsW8A16Fp8 (#33280)
Signed-off-by: mgoin <mgoin64@gmail.com>
2026-01-30 11:15:20 -05:00
杨朱 · KikiandClaude Opus 4.5 1a7894dbdf [Misc] Replace Optional[X] with X | None syntax (#33332)
Signed-off-by: carlory <baofa.fan@daocloud.io>
Co-authored-by: Claude Opus 4.5 <noreply@anthropic.com>
2026-01-30 01:56:59 -08:00
Linda 0493d897c4 [NVIDIA] [feat] Integrate flashinfer Trtllmgen bf16 moe (#32954)
Signed-off-by: Linda-Stadter <57756729+Linda-Stadter@users.noreply.github.com>
2026-01-29 10:00:13 -08:00
zofia a5aa4d5c0f [Quantization][Refactor] use platform dict to choose kernel (#33130)
Signed-off-by: Zhu, Zufang <zufang.zhu@intel.com>
Signed-off-by: zofia <110436990+zufangzhu@users.noreply.github.com>
2026-01-29 10:44:58 +00:00
Didier Durandandgemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com> 31b25f6516 [Doc]: fixing multiple typos in diverse files (#33256)
Signed-off-by: Didier Durand <durand.didier@gmail.com>
Signed-off-by: Didier Durand <2927957+didier-durand@users.noreply.github.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
2026-01-29 16:52:03 +08:00
Angela Yi 07ea184f00 [ez] Delete more torch version checks <= 2.8 (#33288)
Signed-off-by: angelayi <yiangela7@gmail.com>
2026-01-29 05:28:46 +00:00
Michael Goin 141cd43967 [UX] Remove noisy CT UnquantizedLinearMethod warn (#33273)
Signed-off-by: mgoin <mgoin64@gmail.com>
2026-01-28 16:09:30 -08:00
Angela Yi 4197168ea5 [ez] Remove checks for torch version <= 2.8 (#33209)
Signed-off-by: angelayi <yiangela7@gmail.com>
2026-01-28 16:03:56 -05:00
af9b69f977 [Quantization][Deprecation] Remove Marlin 24 (#32688)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
2026-01-28 15:54:59 +00:00
Robert ShawandRobert Shaw 247d1a32ea [Quantization][Deprecation] Remove BitBlas (#32683)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Signed-off-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
2026-01-28 11:06:22 +00:00
Harry Mellor 2eb673a088 Add flake8-implicit-str-concat rules to Ruff (#33191)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
2026-01-28 04:56:10 +00:00
IriKa 66e601ef79 Support compress-tensors with nvfp4 or fp8 weights and modelopt with nvfp4 weights on Turing (#33076)
Signed-off-by: IriKa Qiu <qiujie.jq@gmail.com>
2026-01-27 11:04:05 -05:00