Shu Wang
376786fac1
Add cutlass support for blackwell fp8 blockwise gemm ( #14383 )
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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 )
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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 )
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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 )
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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 )
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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 )
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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 )
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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 )
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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 )
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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 )
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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 )
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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 )
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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 )
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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 )
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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 )
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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 )
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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 )
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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 )
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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 )
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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 )
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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 )
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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 )
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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 )
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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 )
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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
Gregory Shtrasberg
0023cd2b9d
[ROCm] MI300A compile targets deprecation ( #13560 )
2025-02-19 23:05:00 -08:00
Tyler Michael Smith
c1e37bf71b
[Kernel][Bugfix] Refactor and Fix CUTLASS 2:4 Sparse Kernels ( #13198 )
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Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com>
2025-02-14 00:01:14 +00:00
Kaixi Hou
4fc5c23bb6
[NVIDIA] Support nvfp4 quantization ( #12784 )
2025-02-12 19:51:51 -08:00
Yuhong Guo
da317197dd
[Build] Fix cuda link target of cumem_allocator in CPU env ( #12863 )
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Signed-off-by: YuhongGuo <yuhong.gyh@antgroup.com>
Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com>
2025-02-11 21:55:57 +08:00
Lucas Wilkinson
ef533d25fb
[Bugfix] FA2 illegal memory access ( #12848 )
2025-02-06 19:54:07 -08:00
Lucas Wilkinson
9798b2fb00
[Kernel] Update cutlass_scaled_mm to support 2d group (blockwise) scaling ( #11868 )
2025-01-30 18:33:00 -08:00
Tyler Michael Smith
73aa6cfdf7
Revert "[Build/CI] Fix libcuda.so linkage" ( #12552 )
2025-01-29 21:12:24 +00:00
Lucas Wilkinson
103bd17ac5
[Build] Only build 9.0a for scaled_mm and sparse kernels ( #12339 )
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Signed-off-by: Lucas Wilkinson <lwilkinson@neuralmagic.com>
2025-01-27 10:40:00 -05:00
Tyler Michael Smith
72bac73067
[Build/CI] Fix libcuda.so linkage ( #12424 )
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Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com>
2025-01-26 21:18:19 +00:00
Lucas Wilkinson
68f11149d8
[Bugfix][Kernel] Fix perf regression caused by PR #12405 ( #12434 )
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Signed-off-by: Lucas Wilkinson <lwilkinson@neuralmagic.com>
2025-01-26 11:09:34 -08:00
Lucas Wilkinson
3132a933b6
[Bugfix][Kernel] FA3 Fix - RuntimeError: This flash attention build only supports pack_gqa (for build size reasons). ( #12405 )
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Signed-off-by: Lucas Wilkinson <lwilkinson@neuralmagic.com>
2025-01-24 20:20:59 +00:00
Lucas Wilkinson
ab5bbf5ae3
[Bugfix][Kernel] Fix CUDA 11.8 being broken by FA3 build ( #12375 )
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Signed-off-by: Lucas Wilkinson <lwilkinson@neuralmagic.com>
2025-01-24 15:27:59 +00:00
Lucas Wilkinson
978b45f399
[Kernel] Flash Attention 3 Support ( #12093 )
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Signed-off-by: Lucas Wilkinson <lwilkinson@neuralmagic.com>
2025-01-23 06:45:48 -08:00
youkaichao
68ad4e3a8d
[Core] Support fully transparent sleep mode ( #11743 )
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Signed-off-by: youkaichao <youkaichao@gmail.com>
2025-01-22 14:39:32 +08:00
Woosuk Kwon
73001445fb
[V1] Implement Cascade Attention ( #11635 )
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Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
2025-01-01 21:56:46 +09:00
Tyler Michael Smith
970d6d0776
[Build][Kernel] Update CUTLASS to v3.6.0 ( #11607 )
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Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com>
2024-12-30 17:22:13 +08:00
Tyler Michael Smith
5a9da2e6e9
[Bugfix][Build/CI] Fix sparse CUTLASS compilation on CUDA [12.0, 12.2) ( #11311 )
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Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com>
2024-12-19 02:43:30 +00:00
Dipika Sikka
60508ffda9
[Kernel]: Cutlass 2:4 Sparsity + FP8/Int8 Quant Support ( #10995 )
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Co-authored-by: Faraz Shahsavan <faraz.shahsavan@gmail.com>
Co-authored-by: ilmarkov <markovilya197@gmail.com>
Co-authored-by: Rahul Tuli <rahul@neuralmagic.com>
Co-authored-by: rshaw@neuralmagic.com <rshaw@neuralmagic.com>
2024-12-18 09:57:16 -05:00
Luka Govedič
30870b4f66
[torch.compile] Dynamic fp8 + rms_norm fusion ( #10906 )
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Signed-off-by: luka <luka@neuralmagic.com>
Co-authored-by: Varun Sundar Rabindranath <varun@neuralmagic.com>
2024-12-13 03:19:23 +00:00
Woosuk Kwon
073a4bd1c0
[Kernel] Use out arg in flash_attn_varlen_func ( #10811 )
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Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
2024-12-01 17:55:39 -08:00
