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418 Commits
Author SHA1 Message Date
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
Duncan MossandDuncan Moss 3d184b95b8 [feat]: CUTLASS block scaled group gemm for SM100 (#19757) 
Signed-off-by: Duncan Moss <djm.moss@gmail.com>
Co-authored-by: Duncan Moss <dmoss@nvidia.com>
 2025-07-04 12:58:04 -06:00
Michael Goin 0e3fe896e2 Support Llama 4 for fused_marlin_moe (#20457) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2025-07-04 07:55:10 +00:00
Jee Jee Li 1caca5a589 [Misc] Add SPDX-FileCopyrightText (#20428) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-07-04 07:40:42 +00:00
bnellnm 78fe77534b [Kernel] Enable fp8 support for pplx and BatchedTritonExperts. (#18864) 
Signed-off-by: Bill Nell <bnell@redhat.com>
 2025-07-03 14:55:40 -07:00
Jee Jee Li 1819fbda63 [Quantization] Bump to use latest bitsandbytes (#20424) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-07-03 21:58:46 +08:00
Li, Jiang 0ec3779df7 [Bugfix][CI/CD][CPU] Fix CPU CI tests (#20383) 
Signed-off-by: jiang1.li <jiang1.li@intel.com>
 2025-07-02 20:11:36 -07:00
bnellnm 2e25bb12a8 [Bugfix] Fix import of CutlassExpertsFp8 in compressed_tensors_moe.py (#20381) 
Signed-off-by: Bill Nell <bnell@redhat.com>
 2025-07-03 02:07:43 +00:00
bnellnmandElizaWszola c1909e7e8c [Kernels] MoE refactor (#19636) 
Signed-off-by: Bill Nell <bnell@redhat.com>
Signed-off-by: ElizaWszola <ewszola@redhat.com>
Co-authored-by: ElizaWszola <ewszola@redhat.com>
 2025-07-02 06:08:27 -07:00
czhu-cohere 3abfe22154 Enable group size 64 for Machete (#20290) 
Signed-off-by: czhu-cohere <conway.zhu@cohere.com>
 2025-07-01 18:05:44 -07:00
TJian 02cabff207 [V1] [ROCm] Enable EP with AITER Fused MoE (#20270) 
Signed-off-by: tjtanaa <tunjian.tan@embeddedllm.com>
 2025-07-01 16:48:30 +00:00
Kyle Sayers 9025a9a705 [Quant] [Bugfix] Fix quantization config matching with hf_to_vllm_mapper (#20046) 2025-07-01 19:20:34 +09:00
czhu-cohere 9909726d2a Enable ZP Support for Machete (#20268) 
Signed-off-by: czhu-cohere <conway.zhu@cohere.com>
 2025-07-01 07:12:20 +00:00
Alex KoganandMichael Goin 27949354fa [Feature] A calibration-free RTN-based quantization for accurate and accelerated INT4/INT8 inference (#18768) 
Signed-off-by: Alex Kogan <alex.kogan@oracle.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
 2025-07-01 05:44:38 +00:00
li haoyangandHaoyang Li 1c50e100a9 [Bugfix] fix quark ptpc (#20251) 
Signed-off-by: Haoyang Li <Haoyang.Li@amd.com>
Co-authored-by: Haoyang Li <307790822@qq.com>
 2025-06-30 22:24:50 +09:00
Dipika Sikka 6f2f53a82d [Quantization] Add compressed-tensors NVFP4 MoE Support (#19990) 
Signed-off-by: Dipika Sikka <dipikasikka1@gmail.com>
Signed-off-by: Dipika <dipikasikka1@gmail.com>
 2025-06-29 22:05:40 +00:00
Wentao Ye 4d36693687 [Refactor] Create a function util and cache the results for has_deepgemm, has_deepep, has_pplx (#20187) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-06-28 22:06:38 +00:00
Bowen Wang e9fd658a73 [Feature] Expert Parallelism Load Balancer (EPLB) (#18343) 
Signed-off-by: Bowen Wang <abmfy@icloud.com>
 2025-06-26 15:30:21 -07:00
Li, Jiang 0567c8249f [CPU] Fix torch version in x86 CPU backend (#19258) 
Signed-off-by: jiang1.li <jiang1.li@intel.com>
 2025-06-26 03:34:47 -07:00
Dipika Sikka 02c97d9a92 [Quantization] Add compressed-tensors emulations support for NVFP4 (#19879) 
Signed-off-by: Dipika Sikka <dipikasikka1@gmail.com>
Signed-off-by: Dipika <dipikasikka1@gmail.com>
 2025-06-25 14:28:19 -04:00
Wentao Ye 879f69bed3 [Refactor] Remove duplicate ceil_div (#20023) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-06-25 05:19:09 +00:00
Wentao Ye a6c4b87fbc Revert "[Feature] Integrate new deepgemm (#19820)" (#20049) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-06-24 19:45:22 -07:00
Boyuan Feng c01d1c5aba use .dev for version comparison with pytorch nightly release (#20031) 
Signed-off-by: Boyuan Feng <boyuan@meta.com>
 2025-06-24 21:52:16 +00:00
Wentao Ye c6e3bba8e6 [Feature] Integrate new deepgemm (#19820) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-06-24 12:51:56 -07:00
Jun-Howie dd2ccf8dde Feat Dynamic Quantization for MoE Layers in GPTQ Marlin Backend (#19395) 2025-06-24 07:23:28 +09:00
Dipika Sikka 6bc7b57315 [Quantization] Remove FP4 emulation; Fall-back to marlin for device < 100 (#19563) 2025-06-16 17:33:51 -04:00
Szymon Ożóg dec66d253b [Kernel] GGUF MMVQ kernel for multiple input vectors (#18754) 
Signed-off-by: SzymonOzog <szymon.ozog@gmail.com>
 2025-06-16 17:33:26 +08:00
Boyuan Feng ce688ad46e use base version for version comparison (#19587) 
Signed-off-by: Boyuan Feng <boyuan@meta.com>
 2025-06-13 15:09:34 +08:00