Commit Graph
917 Commits
Author SHA1 Message Date
Divakar Verma 6341d43043 [ROCm][Quantization] add quark w4a8 mxfp4_fp8 for LinearLayer (#35316)
Signed-off-by: Divakar Verma <divakar.verma@amd.com>
2026-03-13 19:44:24 +00:00
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
Michael GoinandClaude 57431d8231 [UX] Only show FP4 Marlin fallback warning for w4a4 models (#36806)
Co-authored-by: Claude <noreply@anthropic.com>
2026-03-12 05:19:35 -04:00
Hongbin Guo 4bf533623b [Doc] Fix duplicate words in comments (#36713)
Signed-off-by: Hongbin10 <jdmjdm1998@163.com>
2026-03-10 21:28:31 -07:00
danisereb 0a6a3a1290 Add support for ModelOpt MXFP8 MoE models (#35986)
Signed-off-by: Daniel Serebrenik <daserebrenik@nvidia.com>
2026-03-08 13:00:05 -07:00
Jiayi YanandHarry Mellor 6a895197fa [Bugfix][CI] fix typos (#34934)
Signed-off-by: 1195343015 <1195343015@qq.com>
Signed-off-by: Jiayi Yan <66017932+1195343015@users.noreply.github.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
2026-03-05 17:05:46 +00:00
Kunshang JiandHarry Mellor 16d2ad1d38 [Hardware] Replace torch.cuda.empty_cache with torch.accelerator.empty_cache (#30681)
Signed-off-by: Kunshang Ji <kunshang.ji@intel.com>
Signed-off-by: Kunshang Ji <jikunshang95@gmail.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
2026-03-04 09:49:47 +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
bnellnmandRobert Shaw a9b8b13e5c [Bugfix] Fix misnamed parameter in compressed_tensors_moe.py (#35813)
Signed-off-by: Bill Nell <bnell@redhat.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
2026-03-03 16:29:57 -05:00
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
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
Pavani Majety 6283021142 [Bugfix] Fix KV Scale loading for MLA Models (#35430)
Signed-off-by: Pavani Majety <pmajety@nvidia.com>
2026-02-26 23:38:19 +00:00
Aleksandr MalyshevandAleksandr Malyshev 01923eec70 [ROCm][Quantization] GPT OSS Upstream MoE wmxfp4_afp8 with static scales (#30357)
Signed-off-by: Aleksandr Malyshev <maleksan@amd.com>
Co-authored-by: Aleksandr Malyshev <maleksan@amd.com>
2026-02-26 16:50:16 -06:00
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
sychen52 d0105b84f0 add mixed precision support for modelopt (#35047)
Signed-off-by: Shiyang Chen <shiychen@nvidia.com>
2026-02-26 21:56:24 +00:00
ec8ab9d254 [ROCm] Add dynamic mxfp4 quantization for DeepSeek V2 projection layers (#34157)
Signed-off-by: Doug Lehr <douglehr@amd.com>
Signed-off-by: Douglas Lehr <91553416+dllehr-amd@users.noreply.github.com>
Co-authored-by: Doug Lehr <douglehr@amd.com>
Co-authored-by: Rohan Potdar <66227218+Rohan138@users.noreply.github.com>
Co-authored-by: Gregory Shtrasberg <156009573+gshtras@users.noreply.github.com>
2026-02-26 10:00:49 -06:00
Wentao Ye 05972ea7e5 [Refactor] Remove dead or duplicate func utils or variables (#35318)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
2026-02-26 10:57:56 -05:00
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
Kunshang Ji 8ad54a991b [Platform] Add current_platform.num_compute_units interface (#35042)
Signed-off-by: Kunshang Ji <kunshang.ji@intel.com>
Signed-off-by: Kunshang Ji <jikunshang95@gmail.com>
2026-02-24 22:22:49 -08:00
danisereb 9609b1f18d Integrate flashinfer mm_mxfp8 in ModelOpt MXFP8 (#35053)
Signed-off-by: Daniel Serebrenik <daserebrenik@nvidia.com>
2026-02-24 08:45:13 -07:00
danisereb a0c7081695 Fix fallback to default tactic (flashinfer autotuner) with trtllm_fp4_block_scale_moe (#35088)
Signed-off-by: Daniel Serebrenik <daserebrenik@nvidia.com>
2026-02-24 07:25:44 -08:00
a87cc50859 [Attn,KV-cache] Use per-head scales in the attention selector (#34281)
Signed-off-by: Your Name <you@example.com>
Signed-off-by: Eldar Kurtic <research@neuralmagic.com>
Co-authored-by: Eldar Kurtic <research@neuralmagic.com>
Co-authored-by: Your Name <you@example.com>
2026-02-24 09:02:43 -05:00
6af03f2394 [Refactor] [1/N] Reorganize kernel abstraction directory (#34055)
Signed-off-by: BadrBasowid <badr.basowid@gmail.com>
Co-authored-by: vllmellm <vllm.ellm@embeddedllm.com>
Co-authored-by: TJian <tunjian.tan@embeddedllm.com>
2026-02-24 06:47:22 +00:00
Jia GuoandClaude Opus 4.6 ec85340531 [Quantization] Support FP8 MoE bias for models like GPT-OSS (#34906)
Signed-off-by: jasperjiaguo <jasperg662@gmail.com>
Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
2026-02-23 19:07:47 -08:00
Eldar KurtićandYour Name b95bb6927f [kv-cache, ct] Use compressed-tensors as a source of ground-truth for quant strategies (#34254)
Signed-off-by: Your Name <you@example.com>
Co-authored-by: Your Name <you@example.com>
2026-02-23 07:37:55 -07:00
b7892a3bef [Model] Add NVFP4 quantization support for Step3.5-Flash (#34478)
Signed-off-by: tacos8me <ian@cloudhabit.com>
Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
2026-02-22 12:30:46 -07:00
BADAOUI Abdennacer 8dc8a99b56 [ROCm] Enable bitsandbytes quantization support on ROCm (#34688)
Signed-off-by: badaoui <abdennacerbadaoui0@gmail.com>
2026-02-21 00:34:55 -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
Bowen Bao d9e62c03eb [Quark] Fix MoE fp8 activation scale handling on mi300 (#34386)
Signed-off-by: Bowen Bao <bowenbao@amd.com>
2026-02-19 21:27:14 -08:00
Michael Goin f72061a19a [UX] More descriptive reasons in is_supported_config for MoE (#34908)
Signed-off-by: mgoin <mgoin64@gmail.com>
2026-02-19 15:20:52 -08:00
Roger Wang 4fb8beefaa [Bugfix] Fix cutlass fp8 kernel on hopper for Qwen3.5 (#34914)
Signed-off-by: Roger Wang <hey@rogerw.io>
2026-02-19 13:34:55 -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 caeb887bf6 [Bugfix] Fix NVFP4 TRTLLM MoE non-gated support; add gsm8k for Nemotron-3-Nano FP8+NVFP4 (#34725)
Signed-off-by: mgoin <mgoin64@gmail.com>
2026-02-18 09:39:22 -08:00
Asaf Joseph Gardin 1faa8cb73c [Quantization] - Added uses_meta_device_weights to quant config (#34645)
Signed-off-by: Josephasafg <ajgard7@gmail.com>
2026-02-17 23:43:44 -08:00
ElizaWszolaandLuka Govedič a88b3be7c4 [Bugfix] Fix quant RMS norm fusion for quantization with TMA-aligned scales (#33255)
Signed-off-by: ElizaWszola <ewszola@redhat.com>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
2026-02-17 23:35:04 -08:00
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