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81 Commits

Author SHA1 Message Date
Jinzhen Lin
a67dec7cba
[Bugfix] fix IMA issue in certain cases of the moe marlin kernel (#28619) 
Signed-off-by: Jinzhen Lin <jinzhen.ljz@antgroup.com>
Co-authored-by: youkaichao <youkaichao@gmail.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
 2025-11-26 19:02:21 -08:00
Michael Goin
0852527647
[Perf][DeepSeek] Add sigmoid+bias fusion to fused_grouped_topk from TRTLLM (#28124) 
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
 2025-11-07 18:20:55 -08:00
xiangze-arm
f32cbc9a0c
[CPU]Improve dynamic 4bit moe performance (#27240) 
Signed-off-by: Zhang Xiangze <Xiangze.Zhang@arm.com>
 2025-11-04 06:33:23 +00:00
gnovack
294c805f1d
Early exit for MoE LoRA kernels (#27131) 
Signed-off-by: gnovack <gnovack@amazon.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-11-03 20:22:17 +08:00
gnovack
8e4ca4d14e
Bugfix - pass 'max_num_tokens_padded' into 'moe_lora_align_block_size' (#27311) 
Signed-off-by: gnovack <gnovack@amazon.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-10-22 12:23:57 +00:00
Chen Wu
5f6cbf60d6
[Feature][Kernel]FusedMoE LoRA (#21229) 
Signed-off-by: wuchen <cntryroa@gmail.com>
Signed-off-by: banjuede <lmklhc@163.com>
Signed-off-by: Chen Wu <cntryroa@gmail.com>
Signed-off-by: Danielle Robinson <dmmaddix@amazon.com>
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
Signed-off-by: bk-201 <joy25810@foxmail.com>
Co-authored-by: wuchen <wuchen@zetyun.com>
Co-authored-by: Nathan Van Gheem <vangheem@gmail.com>
Co-authored-by: banjuede <lmklhc@163.com>
Co-authored-by: Danielle Robinson <dmmaddix@amazon.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
Co-authored-by: bk-201 <joy25810@foxmail.com>
 2025-10-21 03:01:37 +00:00
zhrrr
75c7ad9918
[Kernel][Performance] Fuse float cast and renormalize to topk softmax kernel (#26717) 
Signed-off-by: zhuhaoran <zhuhaoran.zhr@alibaba-inc.com>
Signed-off-by: izhuhaoran <izhuhaoran@qq.com>
 2025-10-17 07:30:35 +00:00
Varun Sundar Rabindranath
fb0571b077
[GPTOSS][DP/EP][Marlin] Enable GPTOSS Batched DP/EP using Marlin kernels (#25997) 
Signed-off-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
Co-authored-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
 2025-10-16 12:53:11 -07:00
Bram Wasti
3263799056
[unrevert] Add batch invariant kernel override for FlashInfer backend [2/n] (#26373) 
Signed-off-by: Bram Wasti <bwasti@meta.com>
Signed-off-by: Bram Wasti <bwasti@fb.com>
 2025-10-13 10:24:53 -04:00
Harry Mellor
d6953beb91
Convert formatting to use ruff instead of yapf + isort (#26247) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-10-05 07:06:22 -07:00
Bram Wasti
dc48ba0c75
Kernel-override Determinism [1/n] (#25603) 
Signed-off-by: Bram Wasti <bwasti@meta.com>
 2025-09-26 16:59:09 -07:00
XuruiYang
845adb3ec6
[Model] Add LongCat-Flash (#23991) 
Signed-off-by: yangxurui <yangxurui@meituan.com>
Co-authored-by: yangxurui <yangxurui@meituan.com>
 2025-09-24 21:53:40 -07:00
Nikhil Gupta
359d293006
[fix]: add Arm 4bit fused moe support (#23809) 
Signed-off-by: Nikhil Gupta <nikhil.gupta2@arm.com>
 2025-09-24 01:32:22 +00:00
Ming Yang
527821d191
Use macro guard CUDA functions for back compatibility in grouped_topk_kernel.cu (#25346) 
Signed-off-by: Ming Yang <minos.future@gmail.com>
Signed-off-by: Rahul Tuli <rtuli@redhat.com>
Co-authored-by: Rahul Tuli <rtuli@redhat.com>
Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
Co-authored-by: Lu Fang <30275821+houseroad@users.noreply.github.com>
Co-authored-by: Ye (Charlotte) Qi <yeq@meta.com>
 2025-09-23 09:45:39 -07:00
Lumina
81b16a2bc9
[Kernel] Better inf handling for grouped topk cu (#24886) 
Signed-off-by: lumina37 <starry.qvq@gmail.com>
 2025-09-18 05:53:55 +00:00
Aidyn-A
bfe9380161
Apply fixes for CUDA 13 (#24599) 
Signed-off-by: Aidyn-A <aidyn.b.aitzhan@gmail.com>
 2025-09-17 09:15:42 -04:00
Qiming Zhang
e919d6f549
[Kernel][Bugfix] Fix grouped topk cu (#24146) 
Signed-off-by: mayuyuace <qiming1.zhang@intel.com>
 2025-09-04 12:37:37 +08:00
Luka Govedič
4f35be10a9
[BugFix] Fix topk_softmax assert (#19764) 
Signed-off-by: Luka Govedic <lgovedic@redhat.com>
 2025-08-27 09:47:28 -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
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
Jinzhen Lin
33c63e9547
[Kernel] [Quantization] Add MXFP4 and bias support for marlin kernel (#22428) 
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 2025-08-14 11:23:22 -07:00
kliuae
c6cd5ca3d3
[ROCm][Bugfix] Fix compilation error in topk softmax fused kernel (#22819) 
Signed-off-by: kliuae <kuanfu.liu@embeddedllm.com>
 2025-08-13 13:45:03 -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
Wentao Ye
a59cd9d9f7
[Refactor] Fix Compile Warning #1444-D (#21462) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-08-01 06:10:30 -07:00
Caleb_Du
57c22e57f9
Fix CUDA permute/unpermute for use with DeepGemm Moe (#17934) 
Signed-off-by: Caleb_Du <Caleb_Du@zju.edu.cn>
 2025-07-27 07:08:00 -07:00
Gregory Shtrasberg
90eeea8f85
[Bugfix][ROCm] Fix for warp_size uses on host (#21205) 
Signed-off-by: Gregory Shtrasberg <Gregory.Shtrasberg@amd.com>
 2025-07-24 00:37:19 -07:00
Wentao Ye
226b452a20
Revert "[Refactor] Fix Compile Warning #1444-D (#21208)" (#21384) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-07-22 08:22:10 -07:00
Wentao Ye
6e5b5ca580
[Refactor] Fix Compile Warning #1444-D (#21208) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-07-21 23:33:51 -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
Himanshu Jaju
0ec82edda5
[perf] Speed up align sum kernels (#21079) 
Signed-off-by: Himanshu Jaju <hj@mistral.ai>
 2025-07-21 11:19:23 -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
周周周
9290de5667
remove unused variables in marlin_template.h (#20236) 2025-07-02 00:51:52 +00:00
Richard Barnes
86debab54c
Fix numel() downcast in vllm/csrc/moe/moe_align_sum_kernels.cu +2 (#17082) 
Co-authored-by: mgoin <mgoin64@gmail.com>
 2025-07-01 06:48:10 +00:00
Wentao Ye
ffb2cd6b54
[Perf] Optimize moe_align_block_size CUDA kernel (#19572) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
 2025-06-17 11:49:26 -07:00
Wentao Ye
ce9dc02c93
[Refactor] Remove unused variables in moe_permute_unpermute_kernel.inl (#19573) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-06-13 06:12:15 -07:00
Ning Xie
2f1c19b245
[CI] change spell checker from codespell to typos (#18711) 
Signed-off-by: Andy Xie <andy.xning@gmail.com>
 2025-06-11 19:57:10 -07:00
Chiyue Wei
61059bee40
[Hardware][NVIDIA] FP4 MoE kernel optimization (#19110) 
Signed-off-by: Chiyue Wei <chiyuew@nvidia.com>
Co-authored-by: Chiyue Wei <chiyuew@nvidia.com>
 2025-06-05 09:48:26 -07:00
Varun Sundar Rabindranath
fa98d77773
[Kernel] DeepEP dispatch-combine kernel integration (#18434) 
Signed-off-by: Varun <vsundarr@redhat.com>
Co-authored-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
 2025-06-03 12:30:02 -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
Tyler Michael Smith
6e588da0f4
[Build/CI] Fix CUDA 11.8 build (#17679) 
Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com>
Signed-off-by: Lucas Wilkinson <lwilkinson@neuralmagic.com>
Signed-off-by: Tyler Michael Smith <tysmith@redhat.com>
Co-authored-by: Lucas Wilkinson <lwilkinson@neuralmagic.com>
 2025-05-22 12:13:54 -07:00
bnellnm
92247c522e
[Bug] Fix moe_sum signature (#18440) 
Signed-off-by: Bill Nell <bnell@redhat.com>
 2025-05-20 22:37:08 -07:00
Jinzhen Lin
e73b7dfd69
[Bugfix] fix an illegal memory access was encountered of marlin kernel + act_order (#18245) 2025-05-16 16:02:44 -07:00
bnellnm
f9c069c85e
Modularize fused experts and integrate PPLX kernels (#15956) 2025-05-14 13:11:54 -07:00
Jinzhen Lin
d4154c35a2
[Bugfix] fix moe marlin topk_weight loading (#18080) 
Co-authored-by: mgoin <mgoin64@gmail.com>
 2025-05-13 23:31:57 -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
Michael Goin
a17cef70ea
Removed unused marlin cuda code (#17684) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2025-05-06 17:59:47 -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
Harry Mellor
40896bdf3f
pre-commit autoupdate (#17380) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-04-29 06:46:55 -07:00
Lucas Wilkinson
7eb4255628
[BugFix] Accuracy fix for llama4 int4 - improperly casted scales (#16801) 
Signed-off-by: Lucas Wilkinson <lwilkinson@neuralmagic.com>
 2025-04-17 22:13:29 -07:00