Pleaplusone
77e10c9cab
[Perf][Deepseek] optimize gather_and_maybe_dequant_cache kernel's perf for extremely long sequence ( #28029 )
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2025-11-24 19:05:46 -07:00
Pleaplusone
06c20c9904
[ROCm] Add AMD GPU support on Deepseek v3.2 and SparseMLA ( #26670 )
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2025-11-20 02:54:01 -08:00
Vensen
fb8851f254
[Bugfix][cache_kernels]: Fix OOB in cache_kernels.cu ( #28760 )
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2025-11-20 02:52:02 -08:00
Wentao Ye
241b4cfe66
[Refactor] Refactor FP8 & INT8 Quant Folder inside w8a8 ( #25293 )
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Co-authored-by: Chendi.Xue <chendi.xue@intel.com>
Co-authored-by: Nikhil G <nrghosh@users.noreply.github.com>
2025-10-08 10:20:48 -04:00
Barry Kang
127c8b782a
Add gather_indexer_k_quant_cache kernel ( #25931 )
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Signed-off-by: Barry Kang <43644113+Barry-Delaney@users.noreply.github.com>
Signed-off-by: Simon Mo <simon.mo@hey.com>
Signed-off-by: Chen Zhang <zhangch99@outlook.com>
Co-authored-by: Simon Mo <simon.mo@hey.com>
Co-authored-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Chen Zhang <zhangch99@outlook.com>
2025-10-08 04:58:57 +00:00
Matthew Bonanni
300a59c4c3
Avoid division by zero in cache DS MLA kernel ( #26174 )
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Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
2025-10-03 17:35:17 +00:00
Jiangyun Zhu
eb0fa43868
[Perf] Optimize reshape_and_cache CUDA Kernel ( #25955 )
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Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
Co-authored-by: Liu-congo <1502632128@qq.com>
2025-10-03 01:33:46 -07:00
Matthew Bonanni
47b9339546
[DeepSeek] Improve performance of DS MLA cache kernel ( #26132 )
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Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
2025-10-02 20:35:47 -07:00
Zhewen Li
e952eee698
[Bugfix] Fix __syncwarp on ROCM ( #25996 )
2025-09-30 21:15:11 -07:00
Yongye Zhu
fa7e254a7f
[New Model] DeepSeek-V3.2 (Rebased to Main) ( #25896 )
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Signed-off-by: Chen Zhang <zhangch99@outlook.com>
Signed-off-by: youkaichao <youkaichao@gmail.com>
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Signed-off-by: NickLucche <nlucches@redhat.com>
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Signed-off-by: Barry Kang <43644113+Barry-Delaney@users.noreply.github.com>
Signed-off-by: Lucia Fang <fanglu@meta.com>
Co-authored-by: Chen Zhang <zhangch99@outlook.com>
Co-authored-by: youkaichao <youkaichao@gmail.com>
Co-authored-by: Lucas Wilkinson <lwilkins@redhat.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Co-authored-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com>
Co-authored-by: yewentao256 <zhyanwentao@126.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Lucia Fang <116399278+luccafong@users.noreply.github.com>
Co-authored-by: Lucia Fang <fanglu@meta.com>
Co-authored-by: NickLucche <nlucches@redhat.com>
Co-authored-by: Siyuan Fu <siyuanf@nvidia.com>
Co-authored-by: Matthew Bonanni <mbonanni@redhat.com>
Co-authored-by: Xiaozhu Meng <mxz297@gmail.com>
Co-authored-by: Barry Kang <43644113+Barry-Delaney@users.noreply.github.com>
2025-09-30 17:14:41 +08:00
yzds
ac201a0eaf
[Feature] Support Decode Context Parallel (DCP) for MLA ( #23734 )
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Signed-off-by: hongchao <hongchao@msh.team>
Signed-off-by: youkaichao <youkaichao@gmail.com>
Co-authored-by: hongchao <hongchao@msh.team>
Co-authored-by: youkaichao <youkaichao@gmail.com>
2025-09-06 13:24:05 +08:00
Charlie Fu
006477e60b
[ROCm][Fix] Fix rocm build caused by #23791 ( #23847 )
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Signed-off-by: charlifu <charlifu@amd.com>
2025-08-28 19:52:27 -07:00
yzds
186aced5ff
[Kernel] cuda kernels for upcoming decode context parallel feature ( #23791 )
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Co-authored-by: hongchao <hongchao@msh.team>
2025-08-28 15:29:11 +08:00
Matthew Bonanni
19fe1a0510
[Kernel] Add FP8 support with FlashMLA backend ( #22668 )
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Signed-off-by: Matthew Bonanni <mbonanni001@gmail.com>
2025-08-22 02:26:32 +00:00
Wentao Ye
eefbf4a68b
[Perf] Optimize reshape_and_cache_flash CUDA Kernel ( #22036 )
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Signed-off-by: yewentao256 <zhyanwentao@126.com>
2025-08-01 19:18:51 -04:00
Shu Wang
9e96f56efb
Allocate kv_cache with stride order ( #16605 )
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Signed-off-by: shuw <shuw@nvidia.com>
2025-04-25 22:03:31 -07:00
Serena
64fc2193dc
[Misc][Docs] fix the comments of KV_T and CACHE_T in CALL_RESHAPE_AND_CACHE_XX macros ( #14347 )
2025-03-18 05:50:19 -07:00
Sage Moore
378b3ef6f8
[ROCm][V1] Update reshape_and_cache to properly work with CUDA graph padding ( #13922 )
2025-02-26 20:04:12 -08:00
Lucas Wilkinson
288cc6c234
[Attention] MLA with chunked prefill ( #12639 )
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Signed-off-by: Lucas Wilkinson <lwilkinson@neuralmagic.com>
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Co-authored-by: Patrick Horn <patrick.horn@gmail.com>
Co-authored-by: simon-mo <xmo@berkeley.edu>
Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com>
2025-02-21 15:30:12 -08:00
Lucas Wilkinson
75e94309e8
[Perf] Mem align KV caches for CUDA devices (MLA perf improvement) ( #12676 )
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Signed-off-by: simon-mo <xmo@berkeley.edu>
Signed-off-by: Lucas Wilkinson <lcwilkins@redhat.com>
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Signed-off-by: Lucas Wilkinson <lwilkinson@neuralmagic.com>
Co-authored-by: simon-mo <xmo@berkeley.edu>
2025-02-04 18:22:24 -08:00
Lucas Wilkinson
cabaf4eff3
[Attention] MLA decode optimizations ( #12528 )
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Signed-off-by: Lucas Wilkinson <lwilkinson@neuralmagic.com>
Signed-off-by: simon-mo <xmo@berkeley.edu>
Co-authored-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
Co-authored-by: simon-mo <simon.mo@hey.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Zhuohan Li <zhuohan123@gmail.com>
Co-authored-by: Tyler Michael Smith <tysmith@redhat.com>
Co-authored-by: Alexander Matveev <59768536+alexm-neuralmagic@users.noreply.github.com>
Co-authored-by: simon-mo <xmo@berkeley.edu>
2025-01-30 23:49:37 -08:00
Gregory Shtrasberg
e97f802b2d
[FP8][Kernel] Dynamic kv cache scaling factors computation ( #11906 )
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Signed-off-by: Gregory Shtrasberg <Gregory.Shtrasberg@amd.com>
Co-authored-by: Micah Williamson <micah.williamson@amd.com>
2025-01-23 18:04:03 +00:00
Woosuk Kwon
3b61cb450d
[V1] Further reduce CPU overheads in flash-attn ( #10989 )
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Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
2024-12-09 12:38:46 -08:00
Antoni Baum
0e63494cf3
Add fp8 support to reshape_and_cache_flash ( #6667 )
2024-07-24 18:36:52 +00:00
Michael Goin
978aed5300
[Kernel][Attention] Separate Attention.kv_scale into k_scale and v_scale ( #6081 )
2024-07-16 15:31:32 -07:00
bnellnm
5467ac3196
[Kernel][Misc] Use TORCH_LIBRARY instead of PYBIND11_MODULE for custom ops ( #5047 )
2024-06-09 16:23:30 -04:00
Michael Goin
5f6d10c14c
[CI/Build] Enforce style for C++ and CUDA code with clang-format ( #4722 )
2024-05-22 07:18:41 +00:00
Cody Yu
c833101740
[Kernel] Refactor FP8 kv-cache with NVIDIA float8_e4m3 support ( #4535 )
2024-05-09 18:04:17 -06:00
youkaichao
20cfcdec99
[Core][Optimization] change python dict to pytorch tensor for blocks to swap ( #4659 )
2024-05-08 12:07:05 -07:00
youkaichao
63575bc2e1
[Core][Optimization] change python dict to pytorch tensor ( #4607 )
2024-05-06 21:30:27 -07:00
Lily Liu
43c413ec57
[Kernel] Use flashinfer for decoding ( #4353 )
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Co-authored-by: LiuXiaoxuanPKU <llilyliupku@gmail.com>
2024-05-03 15:51:27 -07:00
Adrian Abeyta
2ff767b513
Enable scaled FP8 (e4m3fn) KV cache on ROCm (AMD GPU) ( #3290 )
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Co-authored-by: Gregory Shtrasberg <Gregory.Shtrasberg@amd.com>
Co-authored-by: HaiShaw <hixiao@gmail.com>
Co-authored-by: AdrianAbeyta <Adrian.Abeyta@amd.com>
Co-authored-by: Matthew Wong <Matthew.Wong2@amd.com>
Co-authored-by: root <root@gt-pla-u18-08.pla.dcgpu>
Co-authored-by: mawong-amd <156021403+mawong-amd@users.noreply.github.com>
Co-authored-by: ttbachyinsda <ttbachyinsda@outlook.com>
Co-authored-by: guofangze <guofangze@kuaishou.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: jacobthebanana <50071502+jacobthebanana@users.noreply.github.com>
Co-authored-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
2024-04-03 14:15:55 -07:00
Woosuk Kwon
d6e4a130b0
[Minor] Remove gather_cached_kv kernel ( #3043 )
2024-02-26 15:00:54 -08:00
zhaoyang-star
923797fea4
Fix compile error when using rocm ( #2648 )
2024-02-01 09:35:09 -08:00
zhaoyang-star
9090bf02e7
Support FP8-E5M2 KV Cache ( #2279 )
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Co-authored-by: zhaoyang <zhao.yang16@zte.com.cn>
Co-authored-by: Zhuohan Li <zhuohan123@gmail.com>
2024-01-28 16:43:54 -08:00
Vladimir
5265631d15
use a correct device when creating OptionalCUDAGuard ( #2583 )
2024-01-25 23:48:17 -08:00
Jee Li
77af974b40
[FIX] Support non-zero CUDA devices in custom kernels ( #1959 )
2024-01-02 19:09:59 -08:00
TJian
6ccc0bfffb
Merge EmbeddedLLM/vllm-rocm into vLLM main ( #1836 )
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Co-authored-by: Philipp Moritz <pcmoritz@gmail.com>
Co-authored-by: Amir Balwel <amoooori04@gmail.com>
Co-authored-by: root <kuanfu.liu@akirakan.com>
Co-authored-by: tjtanaa <tunjian.tan@embeddedllm.com>
Co-authored-by: kuanfu <kuanfu.liu@embeddedllm.com>
Co-authored-by: miloice <17350011+kliuae@users.noreply.github.com>
2023-12-07 23:16:52 -08:00
Woosuk Kwon
0ce8647dc5
Fix integer overflows in attention & cache ops ( #1514 )
2023-10-31 15:19:30 -07:00
Woosuk Kwon
c1376e0f82
Change scheduler & input tensor shape ( #1381 )
2023-10-16 17:48:42 -07:00
Woosuk Kwon
8ce9c50d40
Avoid compiling kernels for double data type ( #933 )
2023-09-02 14:59:47 +09:00
Woosuk Kwon
0b98ba15c7
Change the name to vLLM ( #150 )
2023-06-17 03:07:40 -07:00
Woosuk Kwon
e070829ae8
Support bfloat16 data type ( #54 )
2023-05-03 14:09:44 -07:00
Siyuan (Ryans) Zhuang
e3cec88aa5
Memcpy kernel for flash attention ( #29 )
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* optimize
* add benchmark
* add assert
* add test
2023-04-10 18:22:49 -07:00
Woosuk Kwon
0f40557af6
Implement block copy kernel to optimize beam search ( #32 )
2023-04-07 17:45:07 -07:00
Woosuk Kwon
897cb2ae28
Optimize data movement ( #20 )
2023-04-02 00:30:17 -07:00
Woosuk Kwon
88c0268a18
Implement custom kernel for LLaMA rotary embedding ( #14 )
2023-03-30 11:04:21 -07:00
Woosuk Kwon
cfae35b861
Add miscellaneous updates ( #8 )
2023-03-13 13:48:38 -07:00
Woosuk Kwon
1a7eb7da61
Support beam search & parallel generation ( #7 )
2023-03-10 09:58:21 -08:00
Woosuk Kwon
0deacbce6e
Implement single_query_cached_kv_attention kernel ( #3 )
2023-03-01 15:02:19 -08:00
