Commit Graph
906 Commits
Author SHA1 Message Date
jiahancandRobert Shaw 7350331718 [BugFix] Fix TRT-LLM NVFP4 DP/EP (#32349)
Signed-off-by: jiahanc <173873397+jiahanc@users.noreply.github.com>
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
2026-01-19 14:32:24 -05:00
bnellnm 327a02d8db [MoE Refactor] Separate Router into OO Classes (#30623)
Signed-off-by: Bill Nell <bnell@redhat.com>
2026-01-18 11:40:49 -05:00
tjp_zjuandWentao Ye 2f03035a61 "refactor: refactor_repeated_interfaces" (#32486)
Signed-off-by: tom-zju <tanjianpingzju1990@gmail.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
2026-01-18 22:07:01 +08:00
Matthew Bonanni bcf2333cd6 [CI] Fix LM Eval Large Models (H100) (#32423)
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
2026-01-16 00:52:49 +00:00
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
Aleksandr MalyshevandAleksandr Malyshev 8c11001ba2 [ROCM] DSfp4 mla projection gemms weight dynamic quantization (#32238)
Signed-off-by: Aleksandr Malyshev <maleksan@amd.com>
Co-authored-by: Aleksandr Malyshev <maleksan@amd.com>
2026-01-15 14:13:08 -06:00
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
Dipika SikkaandMichael Goin 361dfdc9d8 [Quant] Support MXFP4 W4A16 for compressed-tensors MoE models (#32285)
Signed-off-by: Dipika Sikka <dipikasikka1@gmail.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
2026-01-15 07:25:55 -08:00
brian033andTJian b89275d018 [ROCm] Improve error handling while loading quantized model on gfx120… (#31715)
Signed-off-by: brian033 <85883730+brian033@users.noreply.github.com>
Co-authored-by: TJian <tunjian.tan@embeddedllm.com>
2026-01-15 04:16:00 -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
Michael Goin 6388b50058 [Docs] Add docs about OOT Quantization Plugins (#32035)
Signed-off-by: mgoin <mgoin64@gmail.com>
2026-01-14 15:25:45 +08:00
Yi Liu 50632adc58 Consolidate Intel Quantization Toolkit Integration in vLLM (#31716)
Signed-off-by: yiliu30 <yi4.liu@intel.com>
2026-01-14 07:11:30 +00:00
Roberto L. Castro 8ef50d9a6b [Kernel][Performance] Enable smaller Scaling Factor tiling for NVFP4 small-batch decoding (#30885)
Signed-off-by: LopezCastroRoberto <roberto.lopez.castro@udc.es>
Signed-off-by: Roberto L. Castro <38211239+LopezCastroRoberto@users.noreply.github.com>
Signed-off-by: LopezCastroRoberto <rocastro@redhat.com>
2026-01-13 15:22:53 -08:00
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
Matt bde57ab2ed [Hardware][AMD][CI][Bugfix] Fix AMD Quantization test group (#31713)
Signed-off-by: Matthew Wong <Matthew.Wong2@amd.com>
2026-01-10 23:19:46 -08:00
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
Michael Goin e6c6f2c79d [Quant] Support MXFP4 W4A16 for compressed-tensors dense models (#31926)
Signed-off-by: mgoin <mgoin64@gmail.com>
Signed-off-by: Michael Goin <mgoin64@gmail.com>
2026-01-10 06:44:35 -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
Shanshan Shen 08d954f036 [Doc] Add developer guide for CustomOp (#30886)
Signed-off-by: shen-shanshan <467638484@qq.com>
2026-01-09 16:21:11 +00:00
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
5825bbc1f7 [Quantization] Deprecate Long Tail of Schemes (#31688)
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>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
2026-01-08 19:07:45 -05:00
Yongye ZhuandRobert Shaw d62cfe546d [MoE Refactoring][Bugfix]Wrap WNA16 Triton kernel into mk and change compressed tensor kernel selection (#31752)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
2026-01-08 19:01:30 -05:00
Dipika Sikka 5d3b6097ad [Compressed-Tensors] Simplify NVFP4 Conditions, enable marlin support for NVFP4A16 MoEs (#30881) 2026-01-08 17:45:17 -05:00
bnellnm e74698c27a [Misc][Refactor] Add FusedMoERouter object (#30519)
Signed-off-by: Bill Nell <bnell@redhat.com>
2026-01-08 20:52:55 +00:00
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
9f6dcb71ae [MoE Refactor][16/N] Apply Refactor to NVFP4 (#31692)
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>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Pavani Majety <pmajety@nvidia.com>
2026-01-08 03:46:27 +00:00
Robert Shaw 5dcd7ef1f2 [MoE Refactor][15/N] Apply Refactor to Fp8 (#31415) 2026-01-07 19:42:33 -05:00
Kate ChengandJhao-Ting Chen cc6dafaef2 [Perf][Kernels] Enable FlashInfer DeepGEMM swapAB on SM90 (for W8A8 Linear Op) (#29213)
Signed-off-by: Kate Cheng <yunhsuanc@nvidia.com>
Signed-off-by: Jhao-Ting Chen <jhaotingc@nvidia.com>
Co-authored-by: Jhao-Ting Chen <jhaotingc@nvidia.com>
2026-01-07 10:53:54 -05:00
BlankRandWentao Ye 0790f07695 [Misc] Improve error messages for unsupported types and parameters (#30593)
Signed-off-by: BlankR <hjyblanche@gmail.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
2026-01-07 09:00:16 +00:00
weiyu e7596371a4 [Refactor][TPU] Remove torch_xla path and use tpu-inference (#30808)
Signed-off-by: Wei-Yu Lin <weiyulin@google.com>
Signed-off-by: weiyu <62784299+weiyu0824@users.noreply.github.com>
2026-01-07 16:07:16 +08:00
Kevin McKayandClaude Sonnet 4.5 4614c5a539 [Bugfix][Hardware][AMD] Consolidate FP8 min/max values helper function (#31106)
Signed-off-by: c0de128 <kevin.mckay@outlook.com>
Signed-off-by: Kevin McKay <kevin@example.com>
Co-authored-by: Claude Sonnet 4.5 <noreply@anthropic.com>
2026-01-07 06:55:03 +00:00
Li, Jiangandgemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com> 8becf146bd [Quantization][Refactor] Move CPU GPTQ kernel into MP linear (#31801)
Signed-off-by: jiang1.li <jiang1.li@intel.com>
Signed-off-by: Li, Jiang <bigpyj64@gmail.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
2026-01-06 19:10:18 +00:00
Robert ShawandRobert Shaw af8fd73051 [MoE Refactor][14/N] Clean Up FI Quant Config Smuggling (#31593)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
2026-01-06 15:47:04 +00:00
Robert ShawandRobert Shaw f6c0009afa [Bugfix] Fix Broken ModelOpt NVFP4 MoE (#31742)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
2026-01-05 23:18:38 +00:00
268b1c55ad [MoE Refactor][13/N] Convert FI to Use PFNoEP (#31533)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Signed-off-by: Robert Shaw <robertgshaw2@gmail.com>
Signed-off-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
2026-01-03 12:26:36 -08:00
Andreas Karatzas 6ef770df7c [MoE] Fix output_shape calculation in Attention layer to handle 3D query inputs (#31596)
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
2026-01-02 15:46:23 +00:00
Vaibhav Sourirajan 1f43c121d5 Remove unused use_marlin variable in Mxfp4MoEMethod (#31549)
Signed-off-by: vaibhav sourirajan <vs2787@columbia.edu>
2026-01-01 21:13:36 -08:00
Tmn07 ca179d0f64 [Bugfix] Fix activation quantization for compressed-tensors W4A16 (#31572)
Signed-off-by: Tmn07 <tmn0796@gmail.com>
2026-01-01 21:13:22 -08:00
JartX 07728bf5cd [BugFix] add select_gemm_impl on CompressedTensorsWNA16MoEMethod to support LoRA (#31453)
Signed-off-by: JartX <sagformas@epdcenter.es>
2025-12-30 11:20:15 -08:00
56f516254c [Bugfix][ROCm] Fix Static Quant Issue (#31502)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: TJian <tunjian.tan@embeddedllm.com>
2025-12-29 13:27:55 -08:00
Robert ShawandRobert Shaw 9152a30d8f [MoE Refactor][12/N] Marlin Fp8 MoE Pure Function (#31499)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
2025-12-29 13:27:00 -08:00
Robert ShawandRobert Shaw 727c41f3fd [MoE Refactor][10/N] Cleanup Fp8 Process Weights After Loading (#31169)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
2025-12-27 20:22:48 +00:00
506eb0f454 [Bugfix] Remove dead block_quant_to_tensor_quant function (#31294)
Co-authored-by: yurekami <yurekami@users.noreply.github.com>
Co-authored-by: Claude Opus 4.5 <noreply@anthropic.com>
2025-12-24 17:22:48 +00:00
Kevin McKay 66c9887440 [Bugfix][Hardware][AMD] Fix FP8 dtype in silu_mul quantization (#31179)
Signed-off-by: c0de128 <kevin.mckay@outlook.com>
2025-12-24 10:37:11 -05:00
Pavani Majety 3e10262356 Revert "[SM100] Enable fp8 compute for prefill MLA (#30746)" (#31197)
Signed-off-by: Pavani Majety <pmajety@nvidia.com>
2025-12-22 18:15:33 -08:00
Robert ShawandRobert Shaw b57b967386 [MoE Refactor][7/N] AITER MK (#31102)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
2025-12-22 16:42:58 -07:00
Pavani Majety b10f41c894 [SM100] Enable fp8 compute for prefill MLA (#30746)
Signed-off-by: Pavani Majety <pmajety@nvidia.com>
2025-12-22 19:15:57 +00:00