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87 Commits

Author SHA1 Message Date
DarkSharpness
d1b7c3907d [Parallel State Refactor 2/n] Unify code path of AMD deterministic all reduce (#20871) 2026-04-03 12:33:17 +08:00
Brayden Zhong
6a9b09847c CUTLASS NVFP4 GEMM improvement of SM120 (#21314) 2026-04-01 09:04:34 +08:00
Baizhou Zhang
67cad3e69e Revert "Support CuteDSL mm_fp4 backend" (#21077) 2026-03-20 22:47:47 -07:00
Lianmin Zheng
104b10f70a refactor: consolidate is_in_ci (jit_kernel, sgl-kernel benchmarks, tests) (#21009) 2026-03-20 05:55:36 -07:00
Brayden Zhong
b42b9f6e1a Support CuteDSL mm_fp4 backend (#18801) 2026-03-19 14:20:01 -07:00
Qi Yuhang
cb8105fe28 [sgl-kernel][6/7]Support Expert Specialization Grouped GEMM (#15471) 2026-03-19 15:39:52 +08:00
Xiaoyu Zhang
25e38216b6 [kernel slimming] Clean many useless sgl-kernel deprecated kernels (#20277) 2026-03-14 16:45:54 +08:00
pansicheng
2ad475b4ed use flashinfer.sampling (#18696) 2026-02-26 10:02:38 +08:00
SoluMilken
07a24f1a38 update pre-commit config (#18860) 2026-02-16 00:18:31 +08:00
Xiaoyu Zhang
de2f2880b5 [JIT sgl-kernel] Jit support per tensor quant (#15709) 2025-12-25 16:24:37 +08:00
sunxxuns
f2d64e6782 [amd] Add deterministic all-reduce kernel for AMD (ROCm) (#15340) 
Co-authored-by: Thomas Wang <1am9trash@gmail.com>
 2025-12-18 23:36:03 -08:00
b8zhong
4b8901ac0f Update FP4 GEMM Benchmark (#14449) 2025-12-16 23:04:56 -08:00
Xiaoyu Zhang
c5947ecd85 Opt moe align block size kernel (#14133) 2025-12-02 19:13:55 +08:00
Xiaoyu Zhang
ecefc7904f [sgl-kernel Code Clean] Remove useless lightning_attention kernel (#13819) 2025-11-24 18:26:25 +08:00
Roger Young
e72cf13693 Support moe topk sigmoid kernel (#13049) 
Co-authored-by: xuebi <xuebi@minimaxi.com>
 2025-11-20 00:24:37 +08:00
Xiaoyu Zhang
1d3d42bda0 [opt kimi k2 1 / n] Add kimi k2 moe fused gate (#13287) 2025-11-15 17:14:19 +08:00
Yuan Luo
271d3d0d50 Support mrope triton kernel and add unit test (#11722) 
Co-authored-by: luoyuan.luo <luoyuan.luo@antgroup.com>
Co-authored-by: b8zhong <b8zhong@uwaterloo.ca>
 2025-10-20 11:51:07 +08:00
Qi Yuhang
6c01844f45 [sgl-kernel][3/N]Support Expert Specialization Grouped GEMM (#11674) 2025-10-15 13:39:31 -07:00
Qi Yuhang
9a30914e94 [sgl-kernel][1/N]Support Expert Specialization Grouped GEMM (#11432) 
Co-authored-by: luoyuan.luo <luoyuan.luo@antgroup.com>
Co-authored-by: PGFLMG <1106310035@qq.com>
Co-authored-by: Xiaoyu Zhang <35585791+BBuf@users.noreply.github.com>
 2025-10-12 20:19:21 -07:00
fzyzcjy
21337b22b9 Reland [1/2] Optimizations and refactors about quant kernel (#10312) 
Co-authored-by: Yineng Zhang <me@zhyncs.com>
 2025-10-11 15:59:03 +08:00
Lianmin Zheng
9b8ebb2798 move more files under srt/utils (#11285) 2025-10-09 16:46:15 -07:00
Yuan Luo
4f42c8cd3e [sgl-kernel] Support float64 moe_sum_reduce cuda kernel (#11068) 
Co-authored-by: luoyuan.luo <luoyuan.luo@antgroup.com>
 2025-10-07 14:31:11 +00:00
Xiaoyu Zhang
11965b0daf Fix sgl-kernel benchmark dead code (#11022) 2025-09-29 15:06:40 +08:00
Xiaoyu Zhang
c4e314f986 Restruct sgl-kernel benchmark (#10861) 2025-09-25 07:45:25 +08:00
Yineng Zhang
6d55f60e77 Revert "[1/2] Optimizations and refactors about quant kernel (#9534)" (#10292) 2025-09-10 18:24:23 -07:00
hlu1
5f1eb20484 [chore] Remove unused ep_moe cuda kernels (#9956) 2025-09-06 01:35:50 -07:00
fzyzcjy
339f8eef09 [1/2] Optimizations and refactors about quant kernel (#9534) 2025-09-05 18:45:08 +08:00
fzyzcjy
e85cb1ce9d Fix quant kernel test errors and benchmark wrong output speeds (#7604) 2025-08-21 03:48:41 -07:00
Yuan Luo
53dcc750b6 [sgl-kernel] Support FlashInfer top_k_top_p_sampling_from_logits (#9060) 
Co-authored-by: luoyuan.luo <luoyuan.luo@antgroup.com>
 2025-08-14 10:56:36 -07:00
henryg
841810f227 [Perf] Tunings for SM100 FP8 CUTLASS kernel (#8818) 2025-08-13 21:59:22 -07:00
fzyzcjy
9aea255522 Fuse writing KV buffer into rope kernel (part 1: sgl-kernel) (#9077) 2025-08-12 01:46:40 -07:00
Yuan Luo
1bd5316873 fix benchmark fp8 blockwise group gemm (#8815) 2025-08-06 21:02:21 +08:00
Stefan He
db7343c992 fix per token cuda kernel hidden dim cannot divide by 16 (#8543) 2025-08-01 09:27:18 -07:00
Peter Pan
6bdd27861b [Kimi K2] dsv3_router_gemm supports NUM_EXPERTS == 384 (#8013) 2025-08-01 22:01:24 +08:00
Cheng Wan
a5f5ab4030 update sgl-kernel for EP: kernel part (#8514) 
Co-authored-by: Xiaoyu Zhang <35585791+BBuf@users.noreply.github.com>
Co-authored-by: Ke Bao <ispobaoke@gmail.com>
 2025-07-30 22:19:55 -07:00
Elfie Guo
5c9c275bc8 Use FlashInfer FP4 gemm. (#8241) 2025-07-27 01:05:22 -07:00
fzyzcjy
e34cf6ad75 Fix bench script making input data on L2 cache (#7739) 2025-07-27 00:30:24 -07:00
Qi Yuhang
426b74936a Add nvfp4 scaled mm benchmark. (#8401) 2025-07-26 23:18:04 -07:00
Hubert Lu
af4b9bae95 [AMD] Add silu_and_mul, gelu_and_mul, gelu_tanh_and_mul, and gelu_quick kernels for AMD GPUs (#7135) 
Co-authored-by: yiakwy-xpu-ml-framework-team <961186938@qq.com>
Co-authored-by: HAI <hixiao@gmail.com>
 2025-07-24 23:44:28 -07:00
Peter Pan
0f8b538614 [fix] benchmark : routed_scaling_factor is None (#8059) 
Co-authored-by: Xiaoyu Zhang <35585791+BBuf@users.noreply.github.com>
 2025-07-22 08:55:35 -07:00
Baizhou Zhang
282eb59ff3 Add bf16 output option for dsv3_router_gemm kernel (#7999) 2025-07-20 09:49:37 +08:00
Yi Zhang
2998c4bdf4 [optimize] fuse renormalize into moe_topk_softmax (#7744) 
Co-authored-by: ispobock <ispobaoke@gmail.com>
 2025-07-03 12:42:44 -07:00
ayrnb
2c4feaf308 Add CUTLASS FP8 Blockscale MoE kernel for Hopper architecture (#7278) 
Co-authored-by: HydraQYH <QYH820@Outlook.com>
Co-authored-by: TianQiLin666666 <1834987979@qq.com>
 2025-07-02 23:27:03 -07:00
Baizhou Zhang
7248272ccc Add dsv3 router gemm kernel (#7627) 2025-06-29 23:31:55 -07:00
Ke Bao
04b35190e2 Add dsv3 fused a gemm to sgl-kernel (#7630) 2025-06-29 02:52:24 -07:00
Ke Bao
57ab776910 Fuse sorted_token_ids padding to moe_align_block_size kernel (#7437) 2025-06-24 17:44:27 -07:00
xutizhou
506c4928f5 feat: integrate deepgemm into EPMoE (#6821) 
Co-authored-by: tianqilin.99 <tianqilin.99@bytedance.com>
Co-authored-by: TianQiLin666666 <1834987979@qq.com>
Co-authored-by: Cheng Wan <54331508+ch-wan@users.noreply.github.com>
 2025-06-23 01:38:58 -07:00
JieXin Liang
ab1a4fa5cb [fix] fix cutlass_mla_backend with cuda_graph and add sm_scale for sgl-kernel cutlass_mla (#7184) 2025-06-14 12:45:41 -07:00
fzyzcjy
aa46ed34d2 Remove 200us slow concat kernel (part 1: kernel) (#7145) 2025-06-13 01:58:29 -07:00
Yuan Luo
84727a5139 [sgl-kernel] Add cuda kernel for moe_ep_silu_and_mul (#6919) 
Co-authored-by: luoyuan.luo <luoyuan.luo@antgroup.com>
 2025-06-11 20:43:08 -07:00