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42 Commits

Author SHA1 Message Date
Michael Goin
e66ed3e675
[CI Failure] Skip failing nvfp4 silu test (#23959) 
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
 2025-09-02 13:18:15 -04:00
elvischenv
16a45b3a28
[NVIDIA] Support SiluMul + NVFP4 quant fusion (#23671) 
Signed-off-by: jindih <jindih@nvidia.com>
Signed-off-by: elvischenv <219235043+elvischenv@users.noreply.github.com>
Co-authored-by: jindih <jindih@nvidia.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Luka Govedic <lgovedic@redhat.com>
 2025-08-28 19:36:50 +00:00
Jiangyun Zhu
c37c0af990
[Misc] Fix comments in tests/kernels/quantization (#23675) 
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
 2025-08-26 19:31:20 +00:00
nvjullin
f66673a39d
[Kernel] Added flashinfer fp8 per-tensor gemms (#22895) 
Signed-off-by: Julien Lin <jullin@nvidia.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
 2025-08-26 06:54:04 -07:00
czhu-cohere
e76e233540
[kernel] Support W4A8 on Hopper (#23198) 
Signed-off-by: czhu-cohere <conway.zhu@cohere.com>
 2025-08-24 06:18:04 +00:00
Michael Goin
0cdbf5e61c
[Kernel/Quant] Remove the original marlin format and qqq (#23204) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2025-08-20 15:13:36 -04:00
shixianc
b17109beea
[Kernel] CUTLASS MoE FP8: Integrate cuda moe permute/unpermute (#23045) 
Signed-off-by: Shixian Cui <shixian@amazon.com>
 2025-08-20 10:35:26 -04:00
Michael Goin
4fc722eca4
[Kernel/Quant] Remove AQLM (#22943) 
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
 2025-08-16 19:38:21 +00:00
Michael Goin
590bddbfc5
[CI Perf] Prune tests in tests/kernels/quantization/ (#22942) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2025-08-14 21:25:34 -06:00
nvjullin
279a5f31b3
[Kernel] Add nvfp4 gemm flashinfer backends (#22346) 
Signed-off-by: Julien Lin <jullin@nvidia.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
 2025-08-14 16:03:55 -04:00
Jinzhen Lin
33c63e9547
[Kernel] [Quantization] Add MXFP4 and bias support for marlin kernel (#22428) 
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Signed-off-by: kf <kuanfu.liu@embeddedllm.com>
Signed-off-by: vllmellm <vllm.ellm@embeddedllm.com>
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 2025-08-14 11:23:22 -07:00
Michael Goin
88faa466d7
[CI] Initial tests for SM100 Blackwell runner (#21877) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2025-08-01 16:18:38 -07:00
Wentao Ye
3700642013
[Refactor] Remove Duplicate per_block_cast_to_fp8, Remove Dependencies of DeepGEMM (#21787) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-08-01 01:13:27 +00:00
Wentao Ye
0271c2ff2f
[Test] Add Benchmark and Unit Test for per_token_group_quant (#21860) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-07-30 07:15:02 -07:00
lyrisz
c6c9122d50
[Kernel] SM90 CUTLASS FP8 GEMM: add support for swap AB + kernel tuning (#20396) 
Signed-off-by: Faqin Zhong <faqin.zhong@gmail.com>
Co-authored-by: Duncan Moss <djm.moss@gmail.com>
 2025-07-28 23:13:58 +00:00
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
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
Wentao Ye
e2de455c34
[Feature] Integrate SM100 DeepGEMM support (#20087) 2025-07-10 20:18:05 -07:00
bnellnm
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
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
bnellnm
015fab8c2f
[Kernels][Bugfix] Use torch op for all kernels in FusedMoE forward. Add additional testing for cudagraphs. (#19717) 
Signed-off-by: Bill Nell <bnell@redhat.com>
 2025-06-24 23:22:58 -07:00
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
Wentao Ye
c6e3bba8e6
[Feature] Integrate new deepgemm (#19820) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-06-24 12:51:56 -07:00
Wentao Ye
b6efafd9e4
[Perf] Vectorize static / dynamic INT8 quant kernels (#19233) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-06-12 06:51:41 -07:00
bnellnm
29fa5cac1c
[Kernels] Add activation chunking logic to FusedMoEModularKernel (#19168) 
Signed-off-by: Bill Nell <bnell@redhat.com>
 2025-06-11 12:53:10 -04:00
ElizaWszola
84166fee97
[Kernel] Integrate CUTLASS MoE kernel with PPLX (#18762) 
Signed-off-by: ElizaWszola <ewszola@redhat.com>
Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com>
Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com>
 2025-06-06 18:26:11 -07:00
Simon Mo
02f0c7b220
[Misc] Add SPDX-FileCopyrightText (#19100) 
Signed-off-by: simon-mo <simon.mo@hey.com>
 2025-06-03 11:20:17 -07:00
Isotr0py
1f1b1bc03b
[V1][Quantization] Add CUDA graph compatible v1 GGUF support (#18646) 
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Signed-off-by: Isotr0py <2037008807@qq.com>
 2025-05-27 04:40:28 +00:00
Michael Goin
63934543a0
Speed up the kernels/quantization/ tests (#18669) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2025-05-25 05:02:59 +00:00
bnellnm
f9c069c85e
Modularize fused experts and integrate PPLX kernels (#15956) 2025-05-14 13:11:54 -07:00
Charlie Fu
7b2f28deba
[AMD][torch.compile] Enable silu+fp8_quant fusion for rocm (#18082) 
Signed-off-by: charlifu <charlifu@amd.com>
 2025-05-13 22:13:56 -07:00
Jinzhen Lin
d74e5f37bc
[Kernel] fp4 marlin kernel (#17687) 
Signed-off-by: Jinzhen Lin <linjinzhen@hotmail.com>
 2025-05-10 19:58:49 -07:00
Pavani Majety
0c0fdae84f
[Hardware/NVIDIA/Kernel] Enable nvidia/DeepSeek-R1-FP4 Model (#16362) 2025-05-09 16:24:41 -07:00
Shu Wang
376786fac1
Add cutlass support for blackwell fp8 blockwise gemm (#14383) 
Signed-off-by: Shu Wang <shuw@nvidia.com>
 2025-05-08 15:09:55 -07:00
Hashem Hashemi
5a499e70d5
[Kernel][Hardware][AMD] Bf16 mfma opt for ROCm skinny GEMMs (#17071) 
Signed-off-by: Hashem Hashemi <hashem.hashemi@amd.com>
Signed-off-by: charlifu <charlifu@amd.com>
Co-authored-by: charlifu <charlifu@amd.com>
 2025-05-07 22:34:49 -07:00
Szymon Ożóg
1a45a61387
[Kernel] GGUF MoeVec kernel (#16780) 
Signed-off-by: SzymonOzog <szymon.ozog@aleph-alpha.com>
Signed-off-by: SzymonOzog <szymon.ozog@gmail.com>
Signed-off-by: Isotr0py <2037008807@qq.com>
Co-authored-by: Isotr0py <2037008807@qq.com>
 2025-05-06 23:07:23 -07:00
Lucas Wilkinson
6eae34533a
[Misc] Fix ScalarType float4 naming (#17690) 
Signed-off-by: Lucas Wilkinson <lwilkinson@neuralmagic.com>
 2025-05-06 01:07:15 -07:00
Jinzhen Lin
1d0c9d6b2d
[Kernel] some optimizations for dense marlin and moe marlin (#16850) 
Signed-off-by: Jinzhen Lin <linjinzhen@hotmail.com>
 2025-05-05 09:39:30 -07:00
Caleb_Du
3e887d2e0c
permute/unpermute kernel for moe optimization (#14568) 
Signed-off-by: Caleb_Du <Caleb_Du@zju.edu.cn>
 2025-05-02 11:31:55 -07:00
Michael Goin
82e43b2d7e
Add missing rocm_skinny_gemms kernel test to CI (#17060) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2025-04-24 07:49:37 -07:00
Michael Goin
6317a5174a
Categorize tests/kernels/ based on kernel type (#16799) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2025-04-23 09:21:07 -04:00