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445 Commits
Author SHA1 Message Date
Yongye Zhu e789cad6b8 [gpt-oss] triton kernel mxfp4 (#22421) 
Signed-off-by: <zyy1102000@gmail.com>
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
 2025-08-08 08:24:07 -07:00
Po-Han Huang (NVIDIA) af473f0a85 [bugfix] Fix Llama3/4 issues caused by FlashInfer 0.2.10 (#22426) 
Signed-off-by: Po-Han Huang <pohanh@nvidia.com>
 2025-08-07 20:25:01 -07:00
Shu WangandXIn Li a3b9c17b56 Support Tensorrt-LLM MoE fp4 for low-latency (#21331) 
Signed-off-by: Shu Wang <shuw@nvidia.com>
Signed-off-by: Po-Han Huang <pohanh@nvidia.com>
Signed-off-by: Shu Wang. <shuw@nvidia.com>
Signed-off-by: XIn Li <xinli@nvidia.com>
Co-authored-by: XIn Li <xinli@nvidia.com>
 2025-08-07 19:18:22 -07:00
Woosuk Kwon 136825de75 [Misc] Enhance code formatting in mxfp4.py (#22423) 
Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
 2025-08-07 00:26:24 -07:00
Syed Muhammad Bin Asif 609b533cb6 [Bugfix] Add proper comparison for package versions (#22314) 
Signed-off-by: Syed Muhammad Bin Asif <syedmba7@connect.hku.hk>
 2025-08-06 20:31:03 -07:00
Wentao Ye eec890c1c1 [Bug] Fix B200 DeepGEMM E8M0 Accuracy Issue (#22399) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-08-06 17:03:53 -07:00
Yongye Zhuandsimon-mo 31f09c615f [gpt-oss] flashinfer mxfp4 (#22339) 
Signed-off-by: simon-mo <xmo@berkeley.edu>
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: simon-mo <xmo@berkeley.edu>
 2025-08-06 12:37:27 -07:00
Jee Jee Li 8e6c7e873f [Bugfix] Fix MoE BNB version (#22260) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-08-05 19:56:22 -07:00
JartX 3654847db5 feat: Add Support GPTQ Quantization MOE on ROCM vllm serve (#21733) 2025-08-01 21:12:19 -04:00
Wentao Ye c3e0e9337e [Feature] Add Flashinfer MoE Support for Compressed Tensor NVFP4 (#21639) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-07-31 15:26:11 -07:00
amirkl94andmgoin 207b750e19 [NVIDIA] Add SM100 Flashinfer MoE per tensor scale fp8 backend (#21458) 
Signed-off-by: Amir Klein <203507526+amirkl94@users.noreply.github.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
 2025-07-31 06:00:01 -07:00
Po-Han Huang (NVIDIA) ff08e51940 [NVIDIA] Fix Llama4 Scout FP4 functionality issues (#21499) 
Signed-off-by: Po-Han Huang <pohanh@nvidia.com>
 2025-07-30 07:33:40 -07:00
Wenhua Cheng ad341c5194 [Bugfix]fix mixed bits and visual language model quantization in AutoRound (#21802) 
Signed-off-by: Wenhua Cheng <wenhua.cheng@intel.com>
 2025-07-29 07:26:31 -07:00
Wentao Ye 48b763d6b5 [Refactor] Merge Compressed Tensor FP8 CompressedTensorsW8A8Fp8MoEMethod and CompressedTensorsW8A8Fp8MoECutlassMethod (#21775) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-07-28 19:47:21 -06:00
Nikhil Guptaandmgoin 89ac266b26 [Feat]: Add support for Dynamic Quant 4 bit CPU kleidiai kernels (#17112) 
Signed-off-by: Nikhil Gupta <nikhil.gupta2@arm.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
 2025-07-28 20:55:15 +00:00
TJian e626d286f5 [FEAT] [ROCm] [AITER]: Add AITER HIP block quant kernel (#21242) 2025-07-28 05:07:06 +00:00
Wentao Ye bda9d0535f [Refactor] Refactor MOE NVFP4 Code Base: ModelOpt + Compressed Tensor (#21631) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-07-27 05:25:21 -07:00
Alex Kogan 7ae75fa6d0 [Feature] Add support for MoE models in the calibration-free RTN-based quantization (#20766) 
Signed-off-by: Alex Kogan <alex.kogan@oracle.com>
 2025-07-25 18:09:34 -07:00
Wentao Ye 75d29cf4e1 [Perf] Cuda Kernel for Int8 Per Token Group Quant (#21476) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-07-25 17:07:07 -07:00
Wentao Ye 633f6e804b [Bug] Fix DeepGemm Init Error (#21554) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-07-24 20:07:22 -07:00
Shu Wang 1b25f1fe75 Update flashinfer CUTLASS MoE Kernel (#21408) 
Signed-off-by: Shu Wang. <shuw@nvidia.com>
 2025-07-24 08:13:31 -07:00
Wentao Ye 774d0c014b [Perf] Cuda Kernel for Per Token Group Quant (#21083) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-07-22 07:27:15 -07:00
Duncan Mossjiahancmgoin
 		2c8db17cfd [feat]: add SM100 support for cutlass FP8 groupGEMM (#20447) 
Signed-off-by: Duncan Moss <djm.moss@gmail.com>
Signed-off-by: jiahanc <173873397+jiahanc@users.noreply.github.com>
Co-authored-by: jiahanc <173873397+jiahanc@users.noreply.github.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
 2025-07-22 07:27:12 -07:00
Mickaël Seznecandmgoin 4fb56914c5 [perf] Add fused MLA QKV + strided layernorm (#21116) 
Signed-off-by: Mickael Seznec <mickael@mistral.ai>
Co-authored-by: mgoin <mgoin64@gmail.com>
 2025-07-22 07:07:44 -07:00
Ming Yang e7b2042681 Revert "[Performance] Performance improvements in non-blockwise fp8 CUTLASS MoE (#20762) (#21334) 
Signed-off-by: Ming Yang <minos.future@gmail.com>
 2025-07-21 21:49:01 -07:00
Zhiyu 6b46c4b653 Add Nvidia ModelOpt config adaptation (#19815) 
Signed-off-by: Zhiyu Cheng <zhiyuc@nvidia.com>
 2025-07-21 10:02:58 -04:00
Kaixi Houandmgoin 6d0734c562 [NVIDIA] Add SM100 Flashinfer MoE blockscale fp8 backend for low latency (#20645) 
Signed-off-by: kaixih <kaixih@nvidia.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
 2025-07-19 02:33:01 -07:00
Shu Wangandmgoin c7d8724e78 [Core] FlashInfer CUTLASS fused MoE backend (NVFP4) (#20037) 
Signed-off-by: shuw <shuw@nvidia.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
 2025-07-17 21:32:45 -07:00
ElizaWszola 9fb2d22032 [Performance] Performance improvements in non-blockwise fp8 CUTLASS MoE (#20762) 
Signed-off-by: ElizaWszola <ewszola@redhat.com>
 2025-07-17 09:56:44 -04:00
Michael Goin 28a6d5423d [Bugfix] Fix Machete zero point issue for GPTQ models on SM90 (#21066) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2025-07-16 19:54:45 -07:00
Nir DavidandUri Livne 01513a334a Support FP8 Quantization and Inference Run on Intel Gaudi (HPU) using INC (Intel Neural Compressor) (#12010) 
Signed-off-by: Nir David <ndavid@habana.ai>
Signed-off-by: Uri Livne <ulivne@habana.ai>
Co-authored-by: Uri Livne <ulivne@habana.ai>
 2025-07-16 15:33:41 -04:00
Wentao Ye 76ddeff293 [Doc] Remove duplicate docstring (#21012) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-07-15 20:09:13 -07:00
Ming Yang fcb9f879c1 [Bugfix] Correct per_act_token in CompressedTensorsW8A8Fp8MoECutlassM… (#20937) 
Signed-off-by: Ming Yang <minos.future@gmail.com>
 2025-07-15 19:53:42 -07:00
Ruheena Suhani Shaik 016b8d1b7f Enabled BnB NF4 inference on Gaudi (#20172) 
Signed-off-by: Ruheena Suhani Shaik <rsshaik@habana.ai>
 2025-07-14 20:26:08 -07:00
XiongfeiWei d4170fad39 Use w8a8 quantized matmul Pallas kernel (#19170) 
Signed-off-by: Xiongfei Wei <isaacwxf23@gmail.com>
 2025-07-15 03:06:33 +00:00
Michael Goin bcdfb2a330 [Bugfix] Fix incorrect dispatch for CutlassBlockScaledGroupedGemm and DeepGEMM (#20933) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2025-07-15 01:42:17 +00:00
TJian 80d38b8ac8 [V1] [ROCm] [AITER] Upgrade AITER to commit 916bf3c and bugfix APIs (#20880) 
Signed-off-by: tjtanaa <tunjian.tan@embeddedllm.com>
 2025-07-13 15:19:32 +00:00
ElizaWszola 3b3b778d4a [Bugfix] Fix a couple PPLX+CUTLASS MoE bugs (#20825) 
Signed-off-by: ElizaWszola <ewszola@redhat.com>
 2025-07-12 19:39:14 -07:00
Wentao Ye 42d440c22b [Perf] Use Triton instead of Torch for DeepGEMM Per Token Group Quant (#20841) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-07-12 19:38:45 -07:00
Michael Goin 6e2c176e1f [Bugfix] Restrict Machete to only run on Hopper (#20830) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2025-07-12 17:34:40 +00:00
Zhiyu 4afe687a82 Enable ModelOpt Llama4 fp8 checkpoint deployment (#20419) 
Signed-off-by: Zhiyu Cheng <zhiyuc@nvidia.com>
 2025-07-11 23:07:16 -07:00
Li, Jiang b1235c3e10 [Bugfix] Lazy import fused_experts in BitsAndBytesMoEMethod to avoid break not-cuda-alike devices (#20822) 
Signed-off-by: jiang1.li <jiang1.li@intel.com>
 2025-07-11 20:52:05 -07:00
Jee Jee Li 8020e98c9f [Quantization][1/N] MoE support BNB-Inflight Quantization (#20061) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-07-11 08:01:13 +00:00
Luka Govedičandmgoin 31d5c1797f [Perf][fp8] Use CustomOp abstraction for fp8 quant for better perf (#19830) 
Signed-off-by: Luka Govedic <lgovedic@redhat.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
 2025-07-11 04:56:28 +00:00
Wentao Ye e2de455c34 [Feature] Integrate SM100 DeepGEMM support (#20087) 2025-07-10 20:18:05 -07:00
fxmarty-amdandBowen Bao 332d4cb17b [Feature][Quantization] MXFP4 support for MOE models (#17888) 
Signed-off-by: Felix Marty <felmarty@amd.com>
Signed-off-by: Bowen Bao <bowenbao@amd.com>
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
Co-authored-by: Bowen Bao <bowenbao@amd.com>
 2025-07-09 13:19:02 -07:00
Jacob Manning bf03ff3575 [Kernel] Add Conch backend for mixed-precision linear layer (#19818) 
Signed-off-by: Jacob Manning <jmanning+oss@stackav.com>
 2025-07-09 13:17:55 -07:00
Michael Goin 31b96d1c64 Support Llama 4 for cutlass_moe_fp4 (#20453) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2025-07-09 15:53:38 -04:00
Ming Yang c438183e99 [Bugfix] Fix topk_ids indices_type for CUTLASS w8a8 FP8 MoE (#20166) 
Signed-off-by: Ming Yang <yming@meta.com>
 2025-07-08 23:10:57 +00:00
Lucia FangandLucia Fang 8aeaa910a2 Fix unknown attribute of topk_indices_dtype in CompressedTensorsW8A8Fp8MoECutlassMethod (#20507) 
Co-authored-by: Lucia (Lu) Fang <fanglu@meta.com>
 2025-07-05 14:03:20 +08:00