Commit Graph
790 Commits
Author SHA1 Message Date
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
Kevin McKayandClaude Sonnet 4.5 cf8eed7bef [Bugfix][ROCm] Fix typo: is_linear_fp8_enaled -> is_linear_fp8_enabled (#31109)
Signed-off-by: c0de128 <kevin.mckay@outlook.com>
Co-authored-by: Claude Sonnet 4.5 <noreply@anthropic.com>
2025-12-21 21:14:58 -08:00
CedricHuang 19cc9468fd [Feature]: Support NVIDIA ModelOpt HF FP8 variants FP8_PER_CHANNEL_PER_TOKEN and FP8_PB_WO in vLLM (#30957) 2025-12-21 22:34:49 -05:00
Robert Shaw b471092d3a [MoE Refactor][4/N] Marlin Fp8 Mk (#31036) 2025-12-21 12:37:42 -05:00
Jinzhen Lin 7c73ceb581 [Quantization] add marlin w4a8/w8a8 check (#31061)
Signed-off-by: Jinzhen Lin <jinzhen.ljz@antgroup.com>
2025-12-20 21:58:11 +00:00
Jinzhen Linandgemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com> ee52d9901d [Quantization] support logical_widths for fp8 marlin (#30962)
Signed-off-by: Jinzhen Lin <jinzhen.ljz@antgroup.com>
Signed-off-by: Jinzhen Lin <linjinzhen@hotmail.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
2025-12-20 12:02:57 -08:00
54c8924384 [MoE Refactor][5/N] Isolate zero expert to LongCatFlash (#28891)
Signed-off-by: baonudesifeizhai <85092850+baonudesifeizhai@users.noreply.github.com>
Signed-off-by: Dongjie Zou <85092850+baonudesifeizhai@users.noreply.github.com>
Signed-off-by: baonudesifeizhai <baonudesifeizhai@gmail.com>
Signed-off-by: Robert Shaw <robertgshaw2@gmail.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robertgshaw2@gmail.com>
2025-12-20 18:22:04 +00:00
Yan Ma 560ae9638c [XPU] enable fp8 online streaming quantization (#30944)
Signed-off-by: Yan Ma <yan.ma@intel.com>
2025-12-20 13:45:27 +00:00
Robert ShawandRobert Shaw 95befecc18 [MoE Refactor][2/N] Use Modular Kernels for Fp8 (#30825)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
2025-12-19 23:36:38 +00:00
Robert ShawandRobert Shaw 83a317f650 [MoE Refactor][3/N] Deprecate cutlass block quant fp8 (b200) (#30990)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
2025-12-19 13:09:54 -08:00
Wentao Ye 3bd8335bd0 [Refactor] Refactor for DeepGemmQuantScaleFMT using cache (#30898)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
2025-12-19 13:50:39 -07:00
969bbc7c61 [Model] Add MiMo-V2-Flash support (#30836)
Signed-off-by: Abatom <abzhonghua@gmail.com>
Signed-off-by: Jumiar <liuanqim10@126.com>
Signed-off-by: Zyann7 <zyann7@outlook.com>
Co-authored-by: Jumiar <liuanqim10@126.com>
Co-authored-by: Zyann7 <zyann7@outlook.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
2025-12-19 17:17:03 +00:00
Jinzhen Lin 5fbfa8d9ef [Quantization] fix marlin w8a8 check (#30961)
Signed-off-by: Jinzhen Lin <jinzhen.ljz@antgroup.com>
2025-12-19 07:33:22 -08:00
Jinzhen Lin 9187de9fac [Quantization] enable compressed-tensors marlin support for turing (2) (#31008)
Signed-off-by: Jinzhen Lin <jinzhen.ljz@antgroup.com>
2025-12-19 08:56:35 +00:00
Jinzhen Lin de08b8f61b [Quantization] enable compressed-tensors marlin support for turing (#31000)
Signed-off-by: Jinzhen Lin <jinzhen.ljz@antgroup.com>
2025-12-18 20:29:48 -08:00
Wentao Ye 97000a2be7 [Bug] Fix compressed tensor not using deepgemm (#30820)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
2025-12-18 14:45:55 -05:00
Vasiliy Kuznetsov f4ee2c3d90 fix fp8 online quantization streaming with tp > 1 (#30900)
Signed-off-by: vasiliy <vasiliy@fb.com>
2025-12-18 11:45:15 -05:00