Commit Graph
982 Commits
Author SHA1 Message Date
Kunshang Ji 55d037e2e5 [CT][FP8][Marlin] refactor CompressedTensorsW8A16Fp8 to use kernel abstraction (#38244)
Signed-off-by: Kunshang Ji <kunshang.ji@intel.com>
Signed-off-by: Kunshang Ji <jikunshang95@gmail.com>
2026-04-10 09:58:35 +08:00
Michael Goin 2800706f06 [Refactor] Move NVFP4 GEMM management into NvFp4LinearKernel (#39129)
Signed-off-by: mgoin <mgoin64@gmail.com>
2026-04-09 15:05:36 -04:00
PikaPikachu 827268e98d [Quantization] Support Quark W8A8 INT8 MoE inference (#36320)
Signed-off-by: kangletian <Letian.Kang@amd.com>
2026-04-09 17:24:43 +00:00
Maral 2e9034c998 [W8A8 Block Linear Refactor][2/N] Remove W8A8Fp8BlockLinearOp and adopt Fp8 block linear kernel selections. (#33892)
Signed-off-by: maral <maralbahari.98@gmail.com>
Signed-off-by: Maral <maralbahari.98@gmail.com>
2026-04-09 08:50:39 +08:00
Benjamin Chislettandgemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com> 8332078cfd [Bugfix] FlashInfer MXINT4 MoE crashes, missing do_finalize (#39315)
Signed-off-by: Benjamin Chislett <bchislett@nvidia.com>
Signed-off-by: Benjamin Chislett <chislett.ben@gmail.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
2026-04-08 20:36:33 -04:00
Wentao Ye 2018137242 [Feature] Batch invariant nvfp4 linear support (#39322)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
2026-04-08 16:29:13 -04:00
zofiaandKunshang Ji ad3304425b [XPU] add xpu backend implementation of mxfp8 quant (#38682)
Signed-off-by: Zhu, Zufang <zufang.zhu@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
2026-04-08 08:30:35 +08:00
rasmith 83d09d36b5 [CI][Bugfix][AMD][ Ensure weights created when using emulating OCP MXFP4 (#36993)
Signed-off-by: Randall Smith <Randall.Smith@amd.com>
2026-04-08 00:37:16 +08:00
Jinzhen Lin 7310555482 [Bugfix] Fix marlin nvfp4 rescaling (#37502)
Signed-off-by: Jinzhen Lin <jinzhen.ljz@antgroup.com>
2026-04-07 08:57:17 -07:00
Wei Zhao 0be9516ea4 [Bug] Fix Trtllm Fp8 MoE Weight Shuffle Memory Fragamentation (#39054)
Signed-off-by: wzhao18 <wzhao18.sz@gmail.com>
2026-04-07 08:04:08 -04:00
bnellnm b2b2c5239e [MoE Refactor] Split up compressed_tensors_moe.py (#38960)
Signed-off-by: Bill Nell <bnell@redhat.com>
2026-04-06 20:07:54 -04:00
fxmarty-amdandKyle Sayers 00d7b497b3 [NVFP4] Support NVFP4 dense models from modelopt and compressed-tensors on AMD Instinct MI300, MI355X and Hopper through emulation (#35733)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
Signed-off-by: fxmarty-amd <felmarty@amd.com>
Co-authored-by: Kyle Sayers <kylesayrs@gmail.com>
2026-04-06 16:18:27 -06:00
e8ebbdde83 [Quantization] Add FlashInfer CuteDSL batched experts backend for NVFP4 MoE (#38251)
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Roger Wang <hey@rogerw.io>
2026-04-06 11:57:53 -07:00
Wei ZhaoandRobert Shaw 1af6f78ae5 [Perf] Change Trtllm fp8 MoE to use Shuffled Weights and BlockMajorK Layout (#38993)
Signed-off-by: wzhao18 <wzhao18.sz@gmail.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
2026-04-05 10:54:31 -04:00
Robert ShawandRobert Shaw 968ed02ace [Quantization][Deprecation] Remove Petit NVFP4 (#32694)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
2026-04-05 00:07:45 +00:00
Vasiliy Kuznetsov 7b1a7423be [Frontend] new online quantization frontend (#38138)
Signed-off-by: Vasiliy Kuznetsov <vasiliy@meta.com>
2026-04-03 11:58:39 -04:00
Yusuf Mohammadandyusuf 46f02e00f2 [Bugfix] Fix AWQ models batch invariance issues (#38670)
Signed-off-by: yusuf <yusuf@deeplearningmachine.mynet>
Signed-off-by: <>
Co-authored-by: yusuf <yusuf@deeplearningmachine.mynet>
2026-04-03 14:54:15 +00:00
Qiming ZhangandKunshang Ji 6b4872240f [XPU] bump up xpu-kernel v0.1.5, transpose moe weights (#38342)
Signed-off-by: mayuyuace <qiming1.zhang@intel.com>
Signed-off-by: Qiming Zhang <qiming1.zhang@intel.com>
Signed-off-by: Kunshang Ji <kunshang.ji@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
2026-04-03 14:10:02 +00:00
bf8b022e60 [Intel][Triton] Support round_int8 for Intel backend (#38825)
Signed-off-by: Mieszko Dziadowiec <mdziadowiec@habana.ai>
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Signed-off-by: Stefano Castagnetta <scastagnetta@nvidia.com>
Co-authored-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com>
Co-authored-by: Stefano Castagnetta <scastagnetta@nvidia.com>
Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
2026-04-03 20:47:35 +08:00
Bowen BaoandRobert Shaw 103f0de565 [ROCm][Quantization][1/N] Refactor quark_moe w_mxfp4 w/ oracle (#38774)
Signed-off-by: Bowen Bao <bowenbao@amd.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
2026-04-03 03:29:57 +00:00
2ce3d0ce36 [Feature] KV cache per-token-head INT8/FP8 quantization (#38378)
Signed-off-by: JartX <sagformas@epdcenter.es>
Signed-off-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
Co-authored-by: yangyang4991 <yangyang4991@gmail.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
Co-authored-by: Isotr0py <2037008807@qq.com>
2026-04-02 08:13:26 -04:00
Michael Goin db5d0719e1 [Kernel] Add MXFP8 to Marlin GEMM/MoE and refactor Mxfp8LinearOp (#34664)
Signed-off-by: mgoin <mgoin64@gmail.com>
2026-04-01 09:41:42 -07:00
bnellnm 7cf56a59a2 [MoE Refactor] Make SharedExperts class for use with DefaultMoERunner (#35153)
Signed-off-by: Bill Nell <bnell@redhat.com>
2026-04-01 09:44:08 -04:00
Matthew Bonanni 116f4be405 [1/N][Cleanup] Standardize on use of is_quantized_kv_cache (#38659)
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
2026-04-01 04:08:01 +00:00
Yi Liu 0dd25a44ea [Quantization][Autoround][XPU] Add W4A16 Support (#37986)
Signed-off-by: yiliu30 <yi4.liu@intel.com>
2026-03-31 16:48:24 +00:00
Kyle Sayers 5869f69c5f [Online Quant] [QeRL] Minor code cleanup (#38574)
Signed-off-by: Kyle Sayers <kylesayrs@gmail.com>
2026-03-31 14:56:43 +00:00
Yintong Lu f09daea261 [CPU] Support int8 compute mode in CPU AWQ (#35697)
Signed-off-by: Yintong Lu <yintong.lu@intel.com>
2026-03-31 15:27:37 +08:00
Johnny b4a2f3ac36 [NVIDIA] Bugfix NVFP4 DGX Spark and RTX50 (#38423)
Signed-off-by: johnnynunez <johnnynuca14@gmail.com>
Signed-off-by: Johnny <johnnynuca14@gmail.com>
2026-03-30 09:36:18 -07:00
Hongxia YangandHongxia Yang dbdd9ae067 [ROCm][Bugfix] fix exception related to trust_remote_code for MiniMax-M2.1-MXFP4 (#37698)
Signed-off-by: Hongxia Yang <hongxiay.yang@amd.com>
Co-authored-by: Hongxia Yang <hongxiay.yang@amd.com>
2026-03-30 15:49:23 +00:00
Matthias GehreandMichael Goin e8b055a5ac [Bugfix] Handle ParallelLMHead in compressed-tensors get_quant_method (#37291)
Signed-off-by: Matthias Gehre <matthias.gehre@amd.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
2026-03-30 07:30:52 -07:00
PikaPikachu 63babd17f1 [Model][Quantization] Add GGUF support for MiniMax-M2.1 (#36965)
Signed-off-by: kangletian <Letian.Kang@amd.com>
2026-03-30 14:24:06 +08:00
Kyle Sayers d28d86e8a3 [QeRL] Fix online quantized reloading (#38442)
Signed-off-by: Kyle Sayers <kylesayrs@gmail.com>
2026-03-29 14:56:41 -06:00
IriKa 148a5c1226 [Bugfix]fix output Nan/Inf in marlin if dtype=float16 (#33972)
Signed-off-by: IriKa Qiu <qiujie.jq@gmail.com>
2026-03-27 16:36:08 -07:00
Kyle Sayers 648edcf729 [QeRL] Compose online quantization with quantized reloading (#38032)
Signed-off-by: Kyle Sayers <kylesayrs@gmail.com>
2026-03-27 13:22:33 -07:00
Gregory Shtrasberg b8665383df [ROCm] Fix GPT-OSS import for triton 3.6 (#37453)
Signed-off-by: Gregory Shtrasberg <Gregory.Shtrasberg@amd.com>
2026-03-27 18:00:57 +00:00
Rohan PotdarandAndreas Karatzas 0e9358c11d {ROCm]: gpt-oss fusion/padding fixes (#38043)
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
Signed-off-by: Rohan138 <rohanpotdar138@gmail.com>
Signed-off-by: Rohan Potdar <66227218+Rohan138@users.noreply.github.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
2026-03-27 12:19:15 -04:00
Bowen Bao 0ae89f18fd [Refactor] Move FusedMoE hidden_size roundup to quant_method (#34285)
Signed-off-by: Bowen Bao <bowenbao@amd.com>
2026-03-26 23:38:26 -07:00
Zhewen LiandZhewen Li be1a85b7a2 Revert "[MoE Kernel] Flashinfer nvfp4 cutedsl moe kernel integration" (#38050) (#38169)
Co-authored-by: Zhewen Li <zhewenli@inferact.ai>
2026-03-26 07:59:09 -07:00
Vadim Gimpelson 52069012fe [Bugfix] Fix DeepGemm E8M0 accuracy degradation for Qwen3.5 FP8 on Blackwell (#38083)
Signed-off-by: Vadim Gimpelson <vadim.gimpelson@gmail.com>
2026-03-26 01:21:47 -07:00
BadrBasowidandgemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com> e6bf9f15ec [Bugfix][CI] Fix Marlin FP8 Linear Kernel for Compressed Tensors Format (#38092)
Signed-off-by: BadrBasowid <Badr.Basowid@gmail.com>
Signed-off-by: BadrBasowid <61441185+BadrBasowid@users.noreply.github.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
2026-03-25 21:11:43 -07:00
7d6917bef5 [ROCm] Fix MoE kernel test failures on gfx950 (#37833)
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
Signed-off-by: Matthew Wong <Matthew.Wong2@amd.com>
Co-authored-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
Co-authored-by: Matthew Wong <Matthew.Wong2@amd.com>
2026-03-25 13:46:40 -05:00
Yongye Zhu 678b3c99e8 [MoE Kernel] Flashinfer nvfp4 cutedsl moe kernel integration (#38050) 2026-03-25 10:16:40 -07:00
Kunshang Ji 14771f7150 [XPU] support MLA model on Intel GPU (#37143)
Signed-off-by: Kunshang Ji <kunshang.ji@intel.com>
2026-03-25 17:43:42 +08:00
Andreas Karatzas 679c6a3ecc [Bugfix][ROCm][MoE] Fix mxfp4 oracle regressions from #37128 (#37787)
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
2026-03-25 08:17:33 +08:00
Li, Jiang 352b90c4a4 [Bugfix] Add replacement of _compute_slot_mapping_kernel on CPU (#37987)
Signed-off-by: jiang1.li <jiang1.li@intel.com>
2026-03-24 07:00:20 -07:00
RanranandWentao Ye dc6908ac6a [Bugfix] Register VLLM_BATCH_INVARIANT in envs.py to fix spurious unknown env var warning (#35007)
Signed-off-by: Ranran <1012869439@qq.com>
Signed-off-by: Ranran <hzz5361@psu.edu>
Signed-off-by: ran <hzz5361@psu.edu>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
2026-03-23 18:31:14 -04:00
Kyle Sayers 38364a7e32 [Sparse24] [Deprecation] Remove Sparse24 CT integration and kernels (#36799)
Signed-off-by: Kyle Sayers <kylesayrs@gmail.com>
2026-03-23 16:03:29 -04:00
Kunshang Ji debd6e768c [XPU][MoE Refactor] Refactor xpu mxfp4 support into oracle (#37784)
Signed-off-by: Kunshang Ji <kunshang.ji@intel.com>
2026-03-23 11:10:41 +00:00
Kunshang Ji 27d5ee3e6f [FP8]add FP8 WoQ kernel abstraction. (#32929)
Signed-off-by: Zhu, Zufang <zufang.zhu@intel.com>
2026-03-23 09:47:47 +00:00
Chuan (Richard) Li e99fb98867 [ROCm] Fix fused_moe_fake signature mismatch and other AITER bugs (#36100)
Signed-off-by: Li <chuali@amd.com>
2026-03-23 15:48:31 +08:00