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455 Commits

Author SHA1 Message Date
Nick Hill
7e7db04310
[CI] Retry flaky fp8 cutlass mla tests (#24536) 
Signed-off-by: Nick Hill <nhill@redhat.com>
 2025-09-09 20:33:10 -07:00
Didier Durand
46876dff32
[Doc]: fixing typos to improve docs (#24480) 
Signed-off-by: Didier Durand <durand.didier@gmail.com>
 2025-09-08 23:06:04 -07:00
elvischenv
bba1042c6f
[Flashinfer] Support Flashinfer TRTLLM FP8-qkv BF16/FP16-out Attention Kernel (#23647) 
Signed-off-by: elvischenv <219235043+elvischenv@users.noreply.github.com>
 2025-09-08 20:53:07 -07:00
tomeras91
e041314184
[Bugfix] Fix mamba2 prefill chunking (#23279) 
Signed-off-by: Tomer Asida <57313761+tomeras91@users.noreply.github.com>
Signed-off-by: tomeras91 <57313761+tomeras91@users.noreply.github.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
 2025-09-08 11:42:41 +00:00
Ming Yang
86173ad593
[Kernel] Support decode context parallelism on Blackwell with CUTLASS MLA (#24385) 
Signed-off-by: Ming Yang <minos.future@gmail.com>
Signed-off-by: youkaichao <youkaichao@gmail.com>
Co-authored-by: youkaichao <youkaichao@gmail.com>
 2025-09-08 09:27:12 +08:00
elvischenv
e68dc2f014
[Bugfix] Fix unstable silu_mul+nvfp4 quant fusion test (#24370) 
Signed-off-by: elvischenv <219235043+elvischenv@users.noreply.github.com>
 2025-09-06 20:39:34 +00:00
Jee Jee Li
7555d6b34a
[Bugfix] Fix test_mixtral_moe (#24371) 2025-09-06 09:32:03 -07:00
elvischenv
adc3ddb430
[Bugfix][Misc] Fix silu_and_mul_nvfp4_quant issue and extract common utils for nvfp4 kernel source files (#23727) 
Signed-off-by: elvischenv <219235043+elvischenv@users.noreply.github.com>
Signed-off-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
 2025-09-04 14:25:45 -07:00
Lucas Wilkinson
402759d472
[Attention] FlashAttn MLA (#14258) 
Signed-off-by: Lucas Wilkinson <lwilkinson@neuralmagic.com>
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Signed-off-by: Matthew Bonanni <mbonanni001@gmail.com>
Co-authored-by: Matthew Bonanni <mbonanni001@gmail.com>
Co-authored-by: Matthew Bonanni <mbonanni@redhat.com>
 2025-09-04 02:47:59 -07:00
Li, Jiang
57b1ce94f7
[CPU] Refactor CPU unquantized linear (#24150) 
Signed-off-by: jiang1.li <jiang1.li@intel.com>
 2025-09-04 14:28:45 +08:00
Matthew Bonanni
a742322092
[Attention] Blackwell FP8 MLA support with CUTLASS_MLA backend (#23289) 
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
 2025-09-03 14:05:24 -04:00
bnellnm
e9b92dcd89
[Kernels] Overlap shared experts with send/recv (#23273) 
Signed-off-by: Bill Nell <bnell@redhat.com>
 2025-09-03 12:35:18 -04:00
Didier Durand
d7e1e59972
[Doc]: fix typos in Python comments (#24093) 
Signed-off-by: Didier Durand <durand.didier@gmail.com>
 2025-09-02 21:05:45 -07:00
co63oc
1bd007f234
fix some typos (#24071) 
Signed-off-by: co63oc <co63oc@users.noreply.github.com>
 2025-09-02 20:44:50 -07:00
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
Didier Durand
fad73be1a5
[Doc]: fix typos in Python comments (#24077) 
Signed-off-by: Didier Durand <durand.didier@gmail.com>
 2025-09-02 02:38:55 -07:00
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
yzds
186aced5ff
[Kernel] cuda kernels for upcoming decode context parallel feature (#23791) 
Co-authored-by: hongchao <hongchao@msh.team>
 2025-08-28 15:29:11 +08:00
Wentao Ye
3af47c3cc6
[Feature] Add Hopper DeepGEMM E8M0 for DeepSeekV3.1 scale_fmt (#23666) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Signed-off-by: youkaichao <youkaichao@gmail.com>
Co-authored-by: youkaichao <youkaichao@gmail.com>
 2025-08-27 14:09:08 +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
Michael Goin
906e461ed6
[CI Fix] Pin deepep and pplx tags in tools/ep_kernels/, gate multigpu tests (#23568) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2025-08-25 18:29:00 -07:00
Xin Yang
8a3cd90af5
[Kernel] Add fused grouped_topk kernel for MoE (#23274) 
Signed-off-by: Xin Yang <xyangx@amazon.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
 2025-08-25 11:47:52 -07:00
Driss Guessous
e0329ed4b4
Updates to Flex + VLLm integration (#21416) 
Signed-off-by: drisspg <drisspguessous@gmail.com>
 2025-08-25 09:32:42 -04:00
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
elvischenv
24d0c9e6ed
[NVIDIA][torch.compile] Support Flashinfer TRTLLM FP8-q/kv NVFP4-out Attention Kernel (#22703) 
Signed-off-by: elvischenv <219235043+elvischenv@users.noreply.github.com>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
 2025-08-22 22:09:05 +00:00
Aziz
341923b982
fix(tests): Ensure reliable CUDA cache clearing in MoE test (#23416) 
Signed-off-by: AzizCode92 <azizbenothman76@gmail.com>
Signed-off-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
 2025-08-22 17:20:59 +00:00
Matthew Bonanni
19fe1a0510
[Kernel] Add FP8 support with FlashMLA backend (#22668) 
Signed-off-by: Matthew Bonanni <mbonanni001@gmail.com>
 2025-08-22 02:26:32 +00:00
Michael Goin
3bbe11cc13
[Perf] Small optimizations for silu_mul_fp8_quant_deep_gemm (#23265) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2025-08-21 17:56:15 -04:00
Pavani Majety
1d353b6352
[Core] Always use tensor cores for Flashinfer Decode Wrapper (#23214) 
Signed-off-by: Pavani Majety <pmajety@nvidia.com>
 2025-08-21 16:02:11 -04:00
Lain
f8ce022948
add tg-mxfp4-moe-test (#22540) 
Signed-off-by: siyuanf <siyuanf@nvidia.com>
Signed-off-by: Siyuan Fu <siyuanf@nvidia.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
 2025-08-21 17:05:47 +00:00
Li, Jiang
7be5d113d8
[CPU] Refactor CPU W8A8 scaled_mm (#23071) 
Signed-off-by: jiang1.li <jiang1.li@intel.com>
 2025-08-21 09:34:24 +08:00
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
amirkl94
a38b8af4c3
[NVIDIA] Add SM100 Flashinfer Cutlass MoE fp8 backend (#22357) 
Signed-off-by: Amir Klein <203507526+amirkl94@users.noreply.github.com>
 2025-08-19 18:01:53 -04:00
elvischenv
03752dba8f
[NVIDIA] Support Flashinfer TRTLLM FP8-q/kv/out Attention Kernel (#21716) 
Signed-off-by: elvischenv <219235043+elvischenv@users.noreply.github.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
 2025-08-19 08:22:15 -04:00
Woosuk Kwon
14006840ea
[V0 Deprecation] Remove V0 FlashInfer attention backend (#22776) 
Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
 2025-08-18 19:54:16 -07:00
Jee Jee Li
4d4061b6e7
[Kernel] Add cuda kernel for gpt_oss activation (#22951) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-08-17 05:03:24 +00:00
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
eigen
1723ef1aae
minor: zero workspace buffer init for flashinfer trtllm-gen attn (#22603) 2025-08-15 21:38:10 +00:00
bnellnm
8ad7285ea2
[Kernels] Clean up FusedMoeMethodBase and modular kernel setup. Remove extra arguments from modular kernel methods. (#22035) 
Signed-off-by: Bill Nell <bnell@redhat.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
 2025-08-15 14:46:00 -04:00
Asaf Joseph Gardin
3d232dbd19
[Mamba] - refactor: Renamed mamba_attn to mamba2_attn (#22818) 
Signed-off-by: asafg <asafg@ai21.com>
Co-authored-by: asafg <asafg@ai21.com>
 2025-08-15 06:38:05 +00:00
Michael Goin
0fe85087a9
[CI Perf] Prune tests in tests/kernels/attention/ (#22936) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2025-08-14 21:34:53 -06:00
Michael Goin
d2b0e97ea6
[CI Perf] Prune tests in tests/kernels/moe/ (#22939) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2025-08-14 21:33:42 -06:00
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
Simon Mo
f1f0d2fab8
Revert "[Kernel] Add cuda kernel for gpt_oss activation" (#22948) 2025-08-14 17:38:10 -07:00
Jee Jee Li
81f4b96481
[Kernel] Add cuda kernel for gpt_oss activation (#22538) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-08-14 17:21:29 -07:00
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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Co-authored-by: Roberto L. Castro <38211239+LopezCastroRoberto@users.noreply.github.com>
Co-authored-by: Ning Xie <andy.xning@gmail.com>
Co-authored-by: H <linhaibin.eric@gmail.com>
Co-authored-by: David Ben-David <sdavidbd@gmail.com>
Co-authored-by: David Ben-David <davidb@pliops.com>
Co-authored-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
Co-authored-by: Li, Jiang <jiang1.li@intel.com>
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Co-authored-by: ZiTian.Zhao <zitian.zhao@tencentmusic.com>
Co-authored-by: 22quinn <33176974+22quinn@users.noreply.github.com>
Co-authored-by: Abirdcfly <fp544037857@gmail.com>
Co-authored-by: Giancarlo Delfin <32987265+TheEpicDolphin@users.noreply.github.com>
Co-authored-by: Chenxi Yang <cxyang@cs.utexas.edu>
Co-authored-by: Chenxi Yang <cxyang@meta.com>
Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com>
Co-authored-by: Weixiao Huang <hwx.simle@gmail.com>
Co-authored-by: Raghav Ravishankar <113712354+alyosha-swamy@users.noreply.github.com>
Co-authored-by: ericehanley <ericehanley@google.com>
Co-authored-by: Zhonghua Deng <abzhonghua@gmail.com>
Co-authored-by: Po-Han Huang (NVIDIA) <53919306+nvpohanh@users.noreply.github.com>
Co-authored-by: PiteXChen <44110731+CLFutureX@users.noreply.github.com>
Co-authored-by: lkchen <github@lkchen.net>
Co-authored-by: TJian <tunjian.tan@embeddedllm.com>
Co-authored-by: Gregory Shtrasberg <156009573+gshtras@users.noreply.github.com>
Co-authored-by: tlipoca9 <160737620+tlipoca9@users.noreply.github.com>
Co-authored-by: elvischenv <219235043+elvischenv@users.noreply.github.com>
Co-authored-by: wang.yuqi <noooop@126.com>
Co-authored-by: Benji Beck <benjibeck@meta.com>
Co-authored-by: youkaichao <youkaichao@gmail.com>
Co-authored-by: Siyuan Liu <lsiyuan@google.com>
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Co-authored-by: LiuXiaoxuanPKU <lilyliupku@gmail.com>
Co-authored-by: simon-mo <xmo@berkeley.edu>
Co-authored-by: Chen Zhang <zhangch99@outlook.com>
Co-authored-by: Hongxia Yang <62075498+hongxiayang@users.noreply.github.com>
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Co-authored-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com>
Co-authored-by: Zhang Jason <ning.zhang2@amd.com>
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Co-authored-by: asafg <asafg@ai21.com>
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Co-authored-by: tc-mb <157115220+tc-mb@users.noreply.github.com>
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Co-authored-by: qscqesze <qingjun@minimaxi.com>
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Co-authored-by: fxmarty-amd <felmarty@amd.com>
Co-authored-by: Andrew Sansom <andrew@protopia.ai>
Co-authored-by: Zhiyu <zhiyuc@nvidia.com>
Co-authored-by: Shu Wang <shuw@nvidia.com>
Co-authored-by: XIn Li <xinli@nvidia.com>
Co-authored-by: Junhao Li <streaver91@gmail.com>
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Co-authored-by: iAmir97 <Amir.balwel@embeddedllm.com>
Co-authored-by: Hong Hanh <hanh.usth@gmail.com>
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Co-authored-by: yewentao256 <zhyanwentao@126.com>
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Co-authored-by: Nicolò Lucchesi <nicolo.lucchesi@gmail.com>
 2025-08-14 11:23:22 -07:00
shixianc
4c558cf62e
[Perf] Support topk softmax fused kernel for broader num_experts (#22211) 
Signed-off-by: Shixian Cui <shixian@amazon.com>
Co-authored-by: Shixian Cui <shixian@amazon.com>
 2025-08-12 21:34:47 -07:00