Commit Graph
313 Commits
Author SHA1 Message Date
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
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
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
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
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
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
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
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
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
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
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
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
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
Lifan Shen da8d0c441a [AMD][QWEN3-NEXT] FP8 Tunings (#32042)
Signed-off-by: Lifan Shen <lifans@meta.com>
2026-01-27 09:34:13 +00:00
5a93b9162b [MoE Refactor] Integrate Naive Prepare Finalize into MK (#32567)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Signed-off-by: Amir Klein <203507526+amirkl94@users.noreply.github.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: amirkl94 <203507526+amirkl94@users.noreply.github.com>
2026-01-27 01:28:02 +00:00
danielafrimiandroot 67fe677c53 [FIX] Always support TP > 4 for FP4 Gemm (#31099)
Signed-off-by: dafrimi <dafrimi@nvidia.com>
Co-authored-by: root <root@gpu-51.slurm-workers-slurm.slurm.svc.cluster.local>
2026-01-26 11:04:20 -07:00
Roberto L. Castro fcb9df99bd [Perf][Kernel] Optimize FP4 quantization kernels (SM100F) (#32520)
Signed-off-by: LopezCastroRoberto <rocastro@redhat.com>
2026-01-24 18:45:27 -07:00
Wentao Ye 37c9859fab [Refactor] Clean up unused variables & func (#32692)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
2026-01-23 17:04:25 -05:00
Michael Goin 4561f13985 [Refactor] Rename gptq_marlin to marlin to match MoE (#32952)
Signed-off-by: mgoin <mgoin64@gmail.com>
2026-01-23 16:48:12 -05:00
Xin Yang 90c2007932 [Bugfix] Disable tma_aligned_scales in test_fusions_e2e (#32916)
Signed-off-by: Xin Yang <xyangx@amazon.com>
2026-01-23 14:34:30 +00:00
Xin Yang d08b356ee0 [Perf] Create TMA-aligned input scale tensor for DeepGemm on Hopper (#32619)
Signed-off-by: Xin Yang <xyangx@amazon.com>
2026-01-22 15:47:04 -05:00
Eldar Kurtić 44f08af3a7 Add llmcompressor fp8 kv-cache quant (per-tensor and per-attn_head) (#30141)
Signed-off-by: Eldar Kurtic <8884008+eldarkurtic@users.noreply.github.com>
Signed-off-by: eldarkurtic <8884008+eldarkurtic@users.noreply.github.com>
2026-01-22 13:29:57 -07:00
elvischenv 808d6fd7b9 Bump Flashinfer to v0.6.1 (#30993)
Signed-off-by: elvischenv <219235043+elvischenv@users.noreply.github.com>
2026-01-21 08:49:50 -08:00
Robert ShawandRobert Shaw 4e31b7f228 [Quantization][Deprecation] Remove RTN (#32697)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
2026-01-21 16:34:42 +00:00
Robert Shaw 42135d6898 [MoE Refactor] Oracle Select FP8+NVFP4 Kernels In Priority (#32414) 2026-01-21 08:22:33 -05:00
vllmellm 148117ea2e [Refactor] Make FP8 Linear Ops use kernel abstraction (#27814)
Signed-off-by: vllmellm <vllm.ellm@embeddedllm.com>
2026-01-20 14:48:20 +08:00
Michael Goin 83239ff19a Add thread_n=64 support to Marlin MoE (#32360)
Signed-off-by: mgoin <mgoin64@gmail.com>
2026-01-15 16:45:44 -08:00
c277fbdf31 [Feat] Support non-gated MoE with Marlin, NVFP4 CUTLASS, FP8, INT8, compressed-tensors (#32257)
Signed-off-by: Tomer Natan <tbarnatan@computelab-frontend-8.nvidia.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Tomer Natan <tbarnatan@computelab-frontend-8.nvidia.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Tomer Natan <tbarnatan@ipp1-1429.ipp1a1.colossus.nvidia.com>
2026-01-15 16:15:05 -08:00
Lucas Wilkinsonandgemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com> c36ba69bda [BugFix] Fix assert x_s.shape[-1] == x_q.shape[-1] // group_shape[1] in Blackwell Quantized MoE Test (#32362)
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Signed-off-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
2026-01-15 10:19:12 -08:00
Lucas WilkinsonandEldar Kurtić 2c9b4cf5bf [BugFix] Fix DeepSeek-V3.1 + DeepGEMM incompatible scale shapes (#32361)
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Co-authored-by: Eldar Kurtić <8884008+eldarkurtic@users.noreply.github.com>
2026-01-15 06:32:22 +00:00
rasmith 3c2685645e [CI][AMD][Quantization][BugFix] Fix fp8 max in quant_utils.py and update test_fp8_quant.::test_static_fp8_quant_group_2d to use correct fp8 dtype and adjust atol/rtol (#32201)
Signed-off-by: Randall Smith <ransmith@amd.com>
2026-01-15 05:04:34 +00:00
a5bbbd2f24 [Quantization] fix: overflow with static per-tensor scaling (#29867)
Signed-off-by: Mickael Seznec <mickael@mistral.ai>
Signed-off-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
2026-01-13 12:56:01 +00:00
Vensen 6ea001cfb7 [Bugfix][Quantization] Ensure input contiguity in per_token_quant_int8 (#31637)
Signed-off-by: vensen <vensenmu@gmail.com>
2026-01-10 12:40:02 -08:00
Lucas Wilkinson 0a0aa07747 [Quant] Make static quant support all group shapes (#30833)
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
2026-01-09 12:49:27 -08:00
jiahanc f9e2a75a1e [fix] add cutedsl to global sf (#32001)
Signed-off-by: jiahanc <173873397+jiahanc@users.noreply.github.com>
2026-01-09 12:03:02 -08:00
Robert ShawandRobert Shaw 0fa8dd24d2 [Bugfix] Fix Typo from NVFP4 Refactor (#31977)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
2026-01-08 16:18:50 -08:00
danisereb b8112c1d85 [Bugfix] Fix vllm serve failure with Nemotron Nano V3 FP8 (#31960)
Signed-off-by: Daniel Serebrenik <daserebrenik@nvidia.com>
2026-01-08 16:08:37 +00:00