145 Commits

Author SHA1 Message Date
Michael Goin
49e8c7ea25
Use NVCC --compress-mode to reduce binary size by 30% (#20694)
Signed-off-by: mgoin <mgoin64@gmail.com>
2025-07-09 18:26:48 -07:00
Tuan, Hoang-Trong
47043eb678
[Kernel] Triton implementation of causal-conv1d for Mamba-based models (#18218)
Signed-off-by: Tuan M. Hoang-Trong <tmhoangt@us.ibm.com>
Co-authored-by: Tuan M. Hoang-Trong <tmhoangt@us.ibm.com>
Co-authored-by: Tyler Michael Smith <tysmith@redhat.com>
Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com>
2025-07-09 12:53:55 -07:00
Duncan 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
Joonchen Liau
9e5552aa13
[NVIDIA] Support Cutlass w8a8 FP8 for Blackwell Geforce GPUs (sm120) (#17280)
Signed-off-by: kaln27 <liaojuncheng123@foxmail.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
2025-07-02 06:47:19 -06:00
Huy Do
6c9837a761
Fix cuda_archs_loose_intersection when handling sm_*a (#20207)
Signed-off-by: Huy Do <huydhn@gmail.com>
2025-06-29 16:52:34 -07:00
li haoyang
0740e29b66
[Feature] add quick all reduce (#19744)
Signed-off-by: ilmarkov <imarkov@redhat.com>
Signed-off-by: Haoyang Li <Haoyang.Li@amd.com>
Co-authored-by: ilmarkov <imarkov@redhat.com>
2025-06-26 20:54:24 -07:00
Michael Goin
44d2e6af63
[Bugfix] Build moe_data for both sm100 and sm90 (#20086)
Signed-off-by: mgoin <mgoin64@gmail.com>
2025-06-26 20:50:12 -07:00
Michael Goin
bf57ccc5c2
Remove sm120 arch from sm100 cutlass kernel arch list (#19716)
Signed-off-by: mgoin <mgoin64@gmail.com>
2025-06-17 11:49:39 -07:00
Huy Do
bc956b38d0
Only build CUTLASS MoE kernels on Hopper (#19648) 2025-06-14 11:44:15 -07:00
Conroy Cheers
59abbd84f9
[Fix] Allow kernel compilation for CUDA capability 8.7 (#19328)
Signed-off-by: Conroy Cheers <conroy@corncheese.org>
2025-06-09 02:57:23 -07:00
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
Vadim Gimpelson
5d6d1adf15
[KERNEL] Sampler. CUDA kernel for applying repetition penalty (#18437) 2025-06-03 21:13:01 -07:00
Gregory Shtrasberg
9e6f61e8c3
[ROCm][Build] Clean up the ROCm build (#19040)
Signed-off-by: Gregory Shtrasberg <Gregory.Shtrasberg@amd.com>
2025-06-02 20:47:47 -07:00
Luka Govedič
a3896c7f02
[Build] Fixes for CMake install (#18570) 2025-05-27 20:49:24 -04:00
almersawi
a547aeb828
feat(rocm-support): support mamba2 on rocm (#18565)
Signed-off-by: Islam Almersawi <islam.almersawi@openinnovation.ai>
Co-authored-by: Islam Almersawi <islam.almersawi@openinnovation.ai>
2025-05-27 00:07:53 -07:00
Simon Mo
1068556b2c
[Bugfix][Build/CI] Fixup CUDA compiler version check for CUDA_SUPPORTED_ARCHS (#18579) 2025-05-23 07:43:58 -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
Lucas Wilkinson
c7852a6d9b
[Build] Allow shipping PTX on a per-file basis (#18155)
Signed-off-by: Lucas Wilkinson <lwilkinson@neuralmagic.com>
2025-05-15 16:41:55 -07:00
Tao He
60f7624334
Implements dual-chunk-flash-attn backend for dual chunk attention with sparse attention support (#11844) 2025-05-12 19:52:47 -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
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
Tyler Michael Smith
f62cad6431
[Build/CI] Upgrade CUTLASS to 3.9.2 (#17641)
Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com>
2025-05-04 19:23:17 -07:00
Tyler Michael Smith
c8386fa61d
[Build/CI] Upgrade CUTLASS to 3.9.1 (#17602)
Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com>
2025-05-02 22:25:14 -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
Sage Moore
460a2b1100
[torch.compile] Add torch inductor pass for fusing silu_and_mul with subsequent scaled_fp8_quant operations (#10867)
Signed-off-by: Sage Moore <sage@neuralmagic.com>
2025-05-01 07:59:28 -07:00
Huy Do
2c4f59afc3
Update PyTorch to 2.7.0 (#16859) 2025-04-29 19:08:04 -07:00
Kaixi Hou
ed7a29d9f8
[NVIDIA] Support Cutlass MLA for Blackwell GPUs (#16032)
Signed-off-by: kaixih <kaixih@nvidia.com>
2025-04-27 06:29:21 -07:00
Charlie Fu
188b7f9b8c
[Performance][ROCm] Add skinny gemms for unquantized linear on ROCm (#15830)
Signed-off-by: charlifu <charlifu@amd.com>
Co-authored-by: Tyler Michael Smith <tysmith@redhat.com>
2025-04-21 20:46:22 -07:00
Jinzhen Lin
d06ba4ed3f
[Kernel] moe wna16 marlin kernel (#14447)
Signed-off-by: Jinzhen Lin <linjinzhen@hotmail.com>
Co-authored-by: Michael Goin <michael@neuralmagic.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
2025-04-14 20:05:22 -07:00
DefTruth
e9528f6dc6
[Kernel] support merge_attn_states CUDA kernel, 3x speedup (#16173)
Signed-off-by: DefTruth <qiustudent_r@163.com>
2025-04-11 06:50:50 -06:00
Ilya Markov
b7b7676d67
[Distributed] Add custom allreduce support for ROCM (#14125)
Signed-off-by: ilmarkov <imarkov@redhat.com>
Co-authored-by: ilmarkov <imarkov@redhat.com>
2025-03-31 22:49:12 -07:00
Harry Mellor
e6e3c55ef2
Move dockerfiles into their own directory (#14549)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
2025-03-31 13:47:32 -07:00
youkaichao
555aa21905
[V1] Fully Transparent Implementation of CPU Offloading (#15354)
Signed-off-by: youkaichao <youkaichao@gmail.com>
2025-03-31 20:22:34 +08:00
Gregory Shtrasberg
c802f5430d
[ROCm][AMD][Build] Update AMD supported arch list (#15632)
Signed-off-by: Gregory Shtrasberg <Gregory.Shtrasberg@amd.com>
2025-03-28 20:39:18 -07:00
ElizaWszola
9239bf718e
[Kernel] CUTLASS grouped gemm fp8 MoE kernel (#13972)
Signed-off-by: ElizaWszola <eliza@neuralmagic.com>
Signed-off-by: ElizaWszola <ewszola@redhat.com>
Co-authored-by: Lucas Wilkinson <wilkinson.lucas@gmail.com>
2025-03-27 00:54:44 +00:00
Michael Goin
14f301b541
Update to torch==2.6.0 (#12721)
Signed-off-by: mgoin <michael@neuralmagic.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Signed-off-by: luka <luka@neuralmagic.com>
Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com>
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
Co-authored-by: DarkLight1337 <tlleungac@connect.ust.hk>
Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
2025-03-14 16:58:30 -04:00
Yajie Wang
977a16772c
[Bugfix][Kernel]: Fix AllSpark kernel compilation errors and enable for CUDA < 12.0 (#14430)
Signed-off-by: wyj371990 <wyj371990@alibaba-inc.com>
2025-03-14 09:55:14 -07:00
TJian
916836bbfb
[FEAT] [ROCm] [Embedding] Add encoder-only model support into ROCm Flash Attention to enable embedding models. (#14664)
Signed-off-by: tjtanaa <tunjian.tan@embeddedllm.com>
2025-03-12 09:31:19 -07:00
Sage Moore
45f3f3f59e
[ROCm][Bugfix] Ensure that the moe_wna16_gemm kernel is not built on ROCm platforms. (#14629)
Signed-off-by: Sage Moore <sage@neuralmagic.com>
2025-03-12 08:00:28 -04:00
Lucas Wilkinson
07b4b7a37f
[BugFix/Build] Fix sparse kernels not getting built on hopper (#14572)
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
2025-03-11 17:09:03 +00:00
Jinzhen Lin
90e88ab756
[Kernel] moe wna16 cuda kernel (#13321)
Signed-off-by: Jinzhen Lin <linjinzhen@hotmail.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
2025-03-10 20:12:40 -04:00
Lucas Wilkinson
7caff01a7b
[Build/BugFix] Fix hopper 12.8 build (#14354)
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Signed-off-by: Lucas Wilkinson <lwilkinson@neuralmagic.com>
Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com>
Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com>
2025-03-08 08:11:56 +00:00
Michael Goin
e123aafdf0
Disable GPTQ AllSpark kernels for CUDA Compiler < 12.0 (#14157)
Signed-off-by: mgoin <mgoin64@gmail.com>
2025-03-05 12:25:24 +08:00
kushanam
f89978ad7c
add cutlass support for blackwell fp8 gemm (#13798) 2025-03-04 07:55:07 -08:00
YajieWang
6a92ff93e1
[Misc][Kernel]: Add GPTQAllSpark Quantization (#12931) 2025-02-28 22:30:59 -08:00
Lucas Wilkinson
f95903909f
[Kernel] FlashMLA integration (#13747)
Signed-off-by: Lucas Wilkinson <lwilkinson@neuralmagic.com>
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
2025-02-27 10:35:08 +08:00
Henry Tsang
094b7d9496
[Kernel][Build/CI] Bump CUTLASS to 3.8 and add initializers for cutlass epilogues (#13797) 2025-02-25 18:52:03 -08:00
Gregory Shtrasberg
aabeb2688f
[ROCm][Quantization][Kernel] Using HIP FP8 header (#12593) 2025-02-25 00:39:59 -08:00
Kaixi Hou
e109e598c7
[NVIDIA] Support nvfp4 cutlass gemm (#13571) 2025-02-22 05:24:05 -08:00