From f0587ca09a6fdb42e6b6a98c2a364c5c26f5889d Mon Sep 17 00:00:00 2001 From: Sabbir Ahmad Date: Tue, 8 Sep 2026 13:05:48 -0500 Subject: [PATCH 1/2] Modify kimik3_bf16_tuned_gemm.csv Co-authored-by: Cursor --- .../model_configs/kimik3_bf16_tuned_gemm.csv | 2125 ++++++++++++++--- 1 file changed, 1783 insertions(+), 342 deletions(-) diff --git a/aiter/configs/model_configs/kimik3_bf16_tuned_gemm.csv b/aiter/configs/model_configs/kimik3_bf16_tuned_gemm.csv index 24a407fd54b..cb42b14dbaf 100644 --- a/aiter/configs/model_configs/kimik3_bf16_tuned_gemm.csv +++ b/aiter/configs/model_configs/kimik3_bf16_tuned_gemm.csv @@ -1,330 +1,280 @@ gfx,cu_num,M,N,K,bias,dtype,outdtype,scaleAB,bpreshuffle,libtype,solidx,splitK,us,kernelName,err_ratio,tflops,bw -gfx950,256,1,1536,7168,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,543,7,7.4267,flydsl_hgemm_abf16_wbf16_bf16_t16x64x128x4_ks7_w1x2x1_bias0_ktail0_gm0_pft_gfx950,0.0215,2.96,2967.33 -gfx950,256,2,1536,7168,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,807,7,7.4963,flydsl_hgemm_abf16_wbf16_bf16_t16x64x64x9_ks7_w1x2x1_bias0_ktail0_gm0_pft_gfx950,0.0192,5.87,2942.11 -gfx950,256,4,1536,7168,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,543,7,7.5227,flydsl_hgemm_abf16_wbf16_bf16_t16x64x128x4_ks7_w1x2x1_bias0_ktail0_gm0_pft_gfx950,0.0186,11.71,2936.41 -gfx950,256,8,1536,7168,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,287,4,7.6104,flydsl_hgemm_abf16_wbf16_bf16_t16x32x128x8_ks4_w1x2x1_bias0_ktail0_gm0_pft_gfx950,0.012,23.15,2911.72 -gfx950,256,16,1536,7168,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,550,8,8.0697,flydsl_hgemm_abf16_wbf16_bf16_t16x64x128x4_ks8_w1x4x1_bias0_ktail0_gm0_pft_gfx950,0.0216,43.66,2763.25 -gfx950,256,32,1536,7168,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,2499,8,8.9064,flydsl_hgemm_abf16_wbf16_bf16_t32x64x64x7_ks8_w2x2x1_bias0_ktail0_gm0_pft_gfx950,0.0221,79.12,2534.94 -gfx950,256,64,1536,7168,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,4897,8,10.7978,flydsl_hgemm_abf16_wbf16_bf16_t64x64x64x6_ks8_w4x2x1_bias0_ktail0_gm0_pft_gfx950,0.0211,130.52,2142.49 -gfx950,256,128,1536,7168,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,4984,4,14.3023,flydsl_hgemm_abf16_wbf16_bf16_t64x64x64x6_ks4_w4x2x1_bias0_ktail0_gm0_pft_gfx950,0.0139,197.07,1695.41 -gfx950,256,256,1536,7168,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,4207,4,19.2568,flydsl_hgemm_abf16_wbf16_bf16_t64x96x128x3_ks4_w2x2x2_bias0_ktail0_gm0_pft_gfx950,0.0217,292.74,1374.92 -gfx950,256,512,1536,7168,False,torch.bfloat16,torch.bfloat16,False,False,torch,0,0,27.8128,native,0.0,405.36,1112.19 -gfx950,256,1024,1536,7168,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,2092,1,39.7309,flydsl_hgemm_abf16_wbf16_bf16_t64x96x128x4_ks1_w2x2x2_bias0_ktail0_gm4_pft_gfx950,0.0061,567.53,1002.89 -gfx950,256,1,2304,1536,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,118,1,4.9926,flydsl_hgemm_abf16_wbf16_bf16_t16x16x128x8_ks1_w1x1x2_bias0_ktail0_gm0_pft_gfx950,0.0022,1.42,1419.21 -gfx950,256,2,2304,1536,False,torch.bfloat16,torch.bfloat16,False,False,triton,0,0,4.9891,auto,0.0,2.84,1421.75 -gfx950,256,4,2304,1536,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,133,1,5.0147,flydsl_hgemm_abf16_wbf16_bf16_t16x16x256x5_ks1_w1x1x2_bias0_ktail0_gm0_pft_gfx950,0.0034,5.65,1417.55 -gfx950,256,8,2304,1536,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,117,1,5.1379,flydsl_hgemm_abf16_wbf16_bf16_t16x16x128x8_ks1_w1x1x1_bias0_ktail0_gm0_pft_gfx950,0.0,11.02,1389.54 -gfx950,256,16,2304,1536,False,torch.bfloat16,torch.bfloat16,False,False,triton,0,0,5.1983,auto,0.0,21.79,1385.22 -gfx950,256,32,2304,1536,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,222,1,5.8375,flydsl_hgemm_abf16_wbf16_bf16_t16x32x128x5_ks1_w1x2x1_bias0_ktail0_gm0_pft_gfx950,0.0,38.8,1254.59 -gfx950,256,64,2304,1536,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,207,1,6.4991,flydsl_hgemm_abf16_wbf16_bf16_t16x32x128x5_ks1_w1x1x2_bias0_ktail0_gm0_pft_gfx950,0.003,69.7,1164.69 -gfx950,256,128,2304,1536,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,2095,1,7.2671,flydsl_hgemm_abf16_wbf16_bf16_t32x32x64x8_ks1_w1x2x1_bias0_ktail0_gm0_pft_gfx950,0.0,124.67,1109.24 -gfx950,256,256,2304,1536,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,2472,1,8.9719,flydsl_hgemm_abf16_wbf16_bf16_t48x64x128x4_ks1_w1x4x1_bias0_ktail0_gm0_pft_gfx950,0.0,201.96,1008.03 -gfx950,256,512,2304,1536,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,2951,1,11.8115,flydsl_hgemm_abf16_wbf16_bf16_t96x64x64x4_ks1_w2x2x1_bias0_ktail0_gm0_pft_gfx950,0.0,306.81,932.15 -gfx950,256,1024,2304,1536,False,torch.bfloat16,torch.bfloat16,False,False,torch,0,0,16.7557,native,0.0,432.55,891.77 -gfx950,256,1,3072,512,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,48,1,3.519,flydsl_hgemm_abf16_wbf16_bf16_t16x16x128x5_ks1_w1x1x1_bias0_ktail0_gm0_pft_gfx950,0.0,0.89,895.96 -gfx950,256,2,3072,512,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,53,1,3.6314,flydsl_hgemm_abf16_wbf16_bf16_t16x16x256x3_ks1_w1x1x1_bias0_ktail0_gm0_pft_gfx950,0.0,1.73,870.21 -gfx950,256,4,3072,512,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,73,1,3.7038,flydsl_hgemm_abf16_wbf16_bf16_t16x16x64x9_ks1_w1x1x1_bias0_ktail0_gm0_pft_gfx950,0.0,3.4,857.07 -gfx950,256,8,3072,512,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,152,1,3.7886,flydsl_hgemm_abf16_wbf16_bf16_t16x32x64x8_ks1_w1x2x1_bias0_ktail0_gm0_pft_gfx950,0.0,6.64,845.45 -gfx950,256,16,3072,512,False,torch.bfloat16,torch.bfloat16,False,False,triton,0,0,3.6854,auto,0.0,13.66,884.68 -gfx950,256,32,3072,512,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,114,1,4.0263,flydsl_hgemm_abf16_wbf16_bf16_t16x32x128x4_ks1_w1x1x2_bias0_ktail0_gm0_pft_gfx950,0.0012,25.0,838.26 -gfx950,256,64,3072,512,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,673,1,4.1149,flydsl_hgemm_abf16_wbf16_bf16_t32x32x64x8_ks1_w1x2x1_bias0_ktail0_gm0_pft_gfx950,0.0,48.93,875.96 -gfx950,256,128,3072,512,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,1337,1,4.5885,flydsl_hgemm_abf16_wbf16_bf16_t32x64x64x6_ks1_w2x2x1_bias0_ktail0_gm0_pft_gfx950,0.0,87.75,885.53 -gfx950,256,256,3072,512,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,2427,1,5.4879,flydsl_hgemm_abf16_wbf16_bf16_t64x64x64x6_ks1_w4x2x1_bias0_ktail0_gm0_pft_gfx950,0.0,146.74,907.59 -gfx950,256,512,3072,512,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,2017,1,6.8583,flydsl_hgemm_abf16_wbf16_bf16_t64x96x64x4_ks1_w2x2x1_bias0_ktail0_gm0_pft_gfx950,0.0,234.84,993.79 -gfx950,256,1024,3072,512,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,328,1,9.1527,flydsl_hgemm_abf16_wbf16_bf16_t128x96x64x4_ks1_w2x2x1_bias0_ktail0_gm0_pft_gfx950,0.0,351.94,1145.65 -gfx950,256,1,4480,7168,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,39,7,13.83,flydsl_hgemm_abf16_wbf16_bf16_t16x128x128x4_ks7_w1x2x1_bias0_ktail0_gm0_pft_gfx950,0.0188,4.64,4645.59 -gfx950,256,2,4480,7168,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,442,7,13.8924,flydsl_hgemm_abf16_wbf16_bf16_t16x64x128x4_ks7_w1x2x2_bias0_ktail0_gm0_pft_gfx950,0.0243,9.25,4626.41 -gfx950,256,4,4480,7168,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,25,7,13.982,flydsl_hgemm_abf16_wbf16_bf16_t16x128x128x3_ks7_w1x2x2_bias0_ktail0_gm0_pft_gfx950,0.0263,18.37,4600.09 -gfx950,256,8,4480,7168,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,41,7,14.1873,flydsl_hgemm_abf16_wbf16_bf16_t16x128x128x4_ks7_w1x4x1_bias0_ktail0_gm0_pft_gfx950,0.0184,36.22,4540.09 -gfx950,256,16,4480,7168,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,774,4,14.7771,flydsl_hgemm_abf16_wbf16_bf16_t16x96x64x8_ks4_w1x2x1_bias0_ktail0_gm0_pft_gfx950,0.0136,69.54,4371.49 -gfx950,256,32,4480,7168,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,2138,4,16.0124,flydsl_hgemm_abf16_wbf16_bf16_t32x96x128x3_ks4_w2x2x1_bias0_ktail0_gm0_pft_gfx950,0.0134,128.35,4057.53 -gfx950,256,48,4480,7168,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,2200,4,17.7356,flydsl_hgemm_abf16_wbf16_bf16_t48x96x128x3_ks4_w1x2x1_bias0_ktail0_gm0_pft_gfx950,0.014,173.82,3684.31 -gfx950,256,64,4480,7168,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,4104,4,19.2784,flydsl_hgemm_abf16_wbf16_bf16_t64x96x64x6_ks4_w2x2x1_bias0_ktail0_gm0_pft_gfx950,0.0137,213.21,3408.8 -gfx950,256,80,4480,7168,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,3909,4,21.308,flydsl_hgemm_abf16_wbf16_bf16_t96x96x64x4_ks4_w2x2x1_bias0_ktail0_gm0_pft_gfx950,0.0138,241.13,3101.6 -gfx950,256,96,4480,7168,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,4249,4,22.8127,flydsl_hgemm_abf16_wbf16_bf16_t96x96x64x4_ks4_w2x2x1_bias0_ktail0_gm0_pft_gfx950,0.0139,270.27,2913.36 -gfx950,256,112,4480,7168,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,760,4,25.5402,flydsl_hgemm_abf16_wbf16_bf16_t128x96x64x4_ks4_w2x2x1_bias0_ktail0_gm0_pft_gfx950,0.0138,281.64,2616.83 -gfx950,256,128,4480,7168,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,760,4,26.6643,flydsl_hgemm_abf16_wbf16_bf16_t128x96x64x4_ks4_w2x2x1_bias0_ktail0_gm0_pft_gfx950,0.0138,308.31,2520.49 -gfx950,256,160,4480,7168,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,2859,2,30.9218,flydsl_hgemm_abf16_wbf16_bf16_t96x96x64x5_ks2_w2x2x1_bias0_ktail0_gm0_pft_gfx950,0.0061,332.32,2197.56 -gfx950,256,192,4480,7168,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,3106,2,33.8602,flydsl_hgemm_abf16_wbf16_bf16_t96x96x64x5_ks2_w2x2x1_bias0_ktail0_gm0_pft_gfx950,0.0061,364.18,2028.87 -gfx950,256,1,6016,7168,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,251,1,16.363,flydsl_hgemm_abf16_wbf16_bf16_t16x32x256x4_ks1_w1x1x2_bias0_ktail0_gm0_pft_gfx950,0.0053,5.27,5272.37 -gfx950,256,2,6016,7168,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,207,1,16.3068,flydsl_hgemm_abf16_wbf16_bf16_t16x32x128x5_ks1_w1x2x1_bias0_ktail0_gm0_pft_gfx950,0.0,10.58,5292.15 -gfx950,256,4,6016,7168,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,226,1,16.1489,flydsl_hgemm_abf16_wbf16_bf16_t16x32x128x7_ks1_w1x2x1_bias0_ktail0_gm0_pft_gfx950,0.0,21.36,5347.17 -gfx950,256,8,6016,7168,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,256,1,16.6913,flydsl_hgemm_abf16_wbf16_bf16_t16x32x256x4_ks1_w1x1x2_bias0_ktail0_gm0_pft_gfx950,0.0054,41.34,5179.72 -gfx950,256,16,6016,7168,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,257,1,17.7605,flydsl_hgemm_abf16_wbf16_bf16_t16x32x256x4_ks1_w1x2x1_bias0_ktail0_gm0_pft_gfx950,0.0,77.7,4879.78 -gfx950,256,32,6016,7168,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,1755,4,19.1205,flydsl_hgemm_abf16_wbf16_bf16_t32x96x64x5_ks4_w2x2x1_bias0_ktail0_gm0_pft_gfx950,0.0133,144.34,4554.75 -gfx950,256,48,6016,7168,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,3277,4,20.9374,flydsl_hgemm_abf16_wbf16_bf16_t64x96x64x7_ks4_w2x2x1_bias0_ktail0_gm0_pft_gfx950,0.0136,197.72,4179.65 -gfx950,256,64,6016,7168,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,3289,4,22.3822,flydsl_hgemm_abf16_wbf16_bf16_t64x96x64x5_ks4_w2x2x1_bias0_ktail0_gm0_pft_gfx950,0.0137,246.61,3928.7 -gfx950,256,80,6016,7168,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,2919,4,24.3893,flydsl_hgemm_abf16_wbf16_bf16_t96x96x64x4_ks4_w2x2x1_bias0_ktail0_gm0_pft_gfx950,0.0138,282.9,3622.69 -gfx950,256,96,6016,7168,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,3111,4,26.1259,flydsl_hgemm_abf16_wbf16_bf16_t96x96x64x5_ks4_w2x2x1_bias0_ktail0_gm0_pft_gfx950,0.0138,316.91,3398.03 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+gfx950,256,49920,3072,512,False,torch.bfloat16,torch.bfloat16,False,False,asm,10,1,192.7393,_ZN5aiter24bf16gemm_bf16_tn_256x256E,0.0,814.75,1872.85 +gfx950,256,51584,3072,512,False,torch.bfloat16,torch.bfloat16,False,False,asm,10,1,194.0382,_ZN5aiter24bf16gemm_bf16_tn_256x256E,0.0,836.27,1921.79 +gfx950,256,53248,3072,512,False,torch.bfloat16,torch.bfloat16,False,False,torch,0,0,189.0562,native,0.0,886.0,2035.52 +gfx950,256,54912,3072,512,False,torch.bfloat16,torch.bfloat16,False,False,asm,10,1,207.5941,_ZN5aiter24bf16gemm_bf16_tn_256x256E,0.0,832.1,1911.21 +gfx950,256,56576,3072,512,False,torch.bfloat16,torch.bfloat16,False,False,asm,10,1,212.2373,_ZN5aiter24bf16gemm_bf16_tn_256x256E,0.0,838.56,1925.59 +gfx950,256,58240,3072,512,False,torch.bfloat16,torch.bfloat16,False,False,torch,0,0,203.265,native,0.0,901.32,2069.27 +gfx950,256,59904,3072,512,False,torch.bfloat16,torch.bfloat16,False,False,torch,0,0,205.8202,native,0.0,915.56,2101.53 +gfx950,256,61568,3072,512,False,torch.bfloat16,torch.bfloat16,False,False,torch,0,0,225.636,native,0.0,858.36,1969.83 +gfx950,256,63232,3072,512,False,torch.bfloat16,torch.bfloat16,False,False,torch,0,0,218.5029,native,0.0,910.33,2088.73 +gfx950,256,64896,3072,512,False,torch.bfloat16,torch.bfloat16,False,False,torch,0,0,223.3842,native,0.0,913.87,2096.48 +gfx950,256,66560,3072,512,False,torch.bfloat16,torch.bfloat16,False,False,torch,0,0,242.2052,native,0.0,864.47,1982.81 From 322655c90dd448fb89117e5a081666c8dce3b7af Mon Sep 17 00:00:00 2001 From: Sabbir Ahmad Date: Fri, 18 Sep 2026 14:06:09 -0500 Subject: [PATCH 2/2] [Config] Drop 9 colliding gfx950 shapes from kimik3_bf16_tuned_gemm.csv These 9 entries (N=2112, K=7168, gfx950) duplicate shapes already present in kimi/kimik2/dsv3_bf16_tuned_gemm.csv. Since the bf16 tables are merged into one table keyed on (M,N,K,bias,dtype,outdtype,scaleAB,bpreshuffle, cu_num,gfx), they tripped the duplicate-shape check in jit/core.py at build time. The pre-existing entries are faster on 7 of the 9 shapes, and all 9 remain covered by those tables, so dropping them here resolves the merge without losing any tuned coverage. --- aiter/configs/model_configs/kimik3_bf16_tuned_gemm.csv | 9 --------- 1 file changed, 9 deletions(-) diff --git a/aiter/configs/model_configs/kimik3_bf16_tuned_gemm.csv b/aiter/configs/model_configs/kimik3_bf16_tuned_gemm.csv index cb42b14dbaf..87f052086f4 100644 --- a/aiter/configs/model_configs/kimik3_bf16_tuned_gemm.csv +++ b/aiter/configs/model_configs/kimik3_bf16_tuned_gemm.csv @@ -417,7 +417,6 @@ gfx950,256,8,896,7168,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,230 gfx950,256,8,1536,128,False,torch.bfloat16,torch.bfloat16,False,False,triton,0,0,2.9259,auto,0.0,1.08,143.49 gfx950,256,8,1536,1536,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,2237,4,5.0136,flydsl_gemm3_abf16_wbf16_bf16_t16x64x128_split_k4_block_m_warp1_block_n_warp2_block_k_warp1_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0079,7.53,950.96 gfx950,256,8,1536,7168,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,5260,8,7.4521,flydsl_gemm8_abf16_wbf16_bf16_t16x64x64_split_k8_block_m_warp1_block_n_warp2_block_k_warp1_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0199,23.64,2973.57 -gfx950,256,8,2112,7168,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,1962,7,8.5422,flydsl_gemm6_abf16_wbf16_bf16_t16x64x64_split_k7_block_m_warp1_block_n_warp2_block_k_warp1_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0182,28.36,3561.86 gfx950,256,8,2304,1536,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,5799,4,5.1801,flydsl_gemm6_abf16_wbf16_bf16_t16x64x64_split_k4_block_m_warp1_block_n_warp1_block_k_warp1_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.007,10.93,1378.22 gfx950,256,8,3072,512,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,3132,1,3.9952,flydsl_gemm6_abf16_wbf16_bf16_t16x64x64_split_k1_block_m_warp1_block_n_warp2_block_k_warp1_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0,6.3,801.73 gfx950,256,8,3584,7168,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,3873,4,10.9902,flydsl_gemm5_abf16_wbf16_bf16_t16x64x128_split_k4_block_m_warp1_block_n_warp1_block_k_warp2_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0209,37.4,4690.75 @@ -507,7 +506,6 @@ gfx950,256,15,8448,7168,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,2 gfx950,256,16,896,7168,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,307,7,6.5003,flydsl_hgemm_abf16_wbf16_bf16_t16x32x128x7_ks7_w1x2x1_bias0_ktail0_gm0_pft_gfx950,0.0183,31.62,2015.77 gfx950,256,16,1536,128,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,27,1,3.0662,flydsl_gemm2_abf16_wbf16_bf16_t16x64x64_split_k1_block_m_warp1_block_n_warp1_block_k_warp1_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0,2.05,145.61 gfx950,256,16,1536,7168,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,2990,7,7.8981,flydsl_gemm4_abf16_wbf16_bf16_t16x64x128_split_k7_block_m_warp1_block_n_warp2_block_k_warp1_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0186,44.61,2823.29 -gfx950,256,16,2112,7168,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,1962,7,9.2143,flydsl_gemm6_abf16_wbf16_bf16_t16x64x64_split_k7_block_m_warp1_block_n_warp2_block_k_warp1_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0199,52.58,3318.17 gfx950,256,16,2304,1536,False,torch.bfloat16,torch.bfloat16,False,False,triton,0,0,5.1983,auto,0.0,21.79,1385.22 gfx950,256,16,3072,512,False,torch.bfloat16,torch.bfloat16,False,False,triton,0,0,3.8018,auto,0.0,13.24,857.6 gfx950,256,16,3584,7168,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,2987,4,11.8615,flydsl_gemm4_abf16_wbf16_bf16_t16x64x128_split_k4_block_m_warp1_block_n_warp2_block_k_warp1_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0137,69.31,4360.69 @@ -598,7 +596,6 @@ gfx950,256,23,7168,1536,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,3 gfx950,256,24,896,7168,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,3657,7,7.881,flydsl_gemm6_abf16_wbf16_bf16_t16x64x64_split_k7_block_m_warp1_block_n_warp2_block_k_warp1_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0192,39.12,1678.99 gfx950,256,24,1536,128,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,29,1,2.911,flydsl_gemm2_abf16_wbf16_bf16_t16x64x64_split_k1_block_m_warp1_block_n_warp2_block_k_warp1_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0,3.24,162.52 gfx950,256,24,1536,7168,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,2986,4,9.4507,flydsl_gemm4_abf16_wbf16_bf16_t16x64x128_split_k4_block_m_warp1_block_n_warp1_block_k_warp2_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0219,55.92,2374.2 -gfx950,256,24,2112,7168,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,1138,4,12.3052,flydsl_gemm4_abf16_wbf16_bf16_t16x64x64_split_k4_block_m_warp1_block_n_warp1_block_k_warp2_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0221,59.05,2496.76 gfx950,256,24,3072,512,False,torch.bfloat16,torch.bfloat16,False,False,triton,0,0,3.9882,auto,0.0,18.93,831.89 gfx950,256,24,3584,7168,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,4925,2,14.6744,flydsl_gemm7_abf16_wbf16_bf16_t16x64x128_split_k2_block_m_warp1_block_n_warp1_block_k_warp2_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0139,84.03,3536.52 gfx950,256,24,7168,768,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,4426,1,5.091,flydsl_gemm6_abf16_wbf16_bf16_t16x64x128_split_k1_block_m_warp1_block_n_warp2_block_k_warp1_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0,51.9,2237.47 @@ -668,7 +665,6 @@ gfx950,256,31,7168,4224,False,torch.bfloat16,torch.bfloat16,False,False,asm,3,2, gfx950,256,32,896,7168,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,4202,8,8.0665,flydsl_gemm7_abf16_wbf16_bf16_t32x64x64_split_k8_block_m_warp1_block_n_warp4_block_k_warp1_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0201,50.96,1656.38 gfx950,256,32,1536,128,False,torch.bfloat16,torch.bfloat16,False,False,triton,0,0,2.6778,auto,0.0,4.7,186.61 gfx950,256,32,1536,7168,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,5028,7,9.1085,flydsl_gemm7_abf16_wbf16_bf16_t32x64x64_split_k7_block_m_warp1_block_n_warp4_block_k_warp1_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0209,77.36,2478.69 -gfx950,256,32,2112,7168,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,1621,7,10.7284,flydsl_gemm5_abf16_wbf16_bf16_t32x64x128_split_k7_block_m_warp2_block_n_warp2_block_k_warp1_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.02,90.31,2877.55 gfx950,256,32,2304,1536,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,222,1,5.8375,flydsl_hgemm_abf16_wbf16_bf16_t16x32x128x5_ks1_w1x2x1_bias0_ktail0_gm0_pft_gfx950,0.0,38.8,1254.59 gfx950,256,32,3072,512,False,torch.bfloat16,torch.bfloat16,False,False,triton,0,0,3.4696,auto,0.0,29.01,972.76 gfx950,256,32,3584,7168,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,3964,4,13.4693,flydsl_gemm5_abf16_wbf16_bf16_t32x64x128_split_k4_block_m_warp1_block_n_warp4_block_k_warp1_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0137,122.07,3865.71 @@ -764,7 +760,6 @@ gfx950,256,40,896,7168,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,31 gfx950,256,40,1536,128,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,114,1,3.0273,flydsl_gemm2_abf16_wbf16_bf16_t32x64x64_split_k1_block_m_warp2_block_n_warp2_block_k_warp1_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0,5.2,173.86 gfx950,256,40,1536,1536,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,6423,3,5.5962,flydsl_gemm7_abf16_wbf16_bf16_t16x64x64_split_k3_block_m_warp1_block_n_warp2_block_k_warp1_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0059,33.73,887.09 gfx950,256,40,1536,7168,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,3204,4,10.3945,flydsl_gemm4_abf16_wbf16_bf16_t32x64x128_split_k4_block_m_warp1_block_n_warp4_block_k_warp1_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0138,84.74,2185.43 -gfx950,256,40,2112,7168,False,torch.bfloat16,torch.bfloat16,False,False,asm,3,6,14.6031,_ZN5aiter39bf16gemm_fp32bf16_tn_48x64_splitk_cleanE,0.0187,82.93,2124.21 gfx950,256,40,2304,1536,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,3790,2,6.4923,flydsl_gemm4_abf16_wbf16_bf16_t16x64x128_split_k2_block_m_warp1_block_n_warp2_block_k_warp1_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0027,43.61,1137.51 gfx950,256,40,3584,7168,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,3198,2,15.5108,flydsl_gemm4_abf16_wbf16_bf16_t32x64x128_split_k2_block_m_warp2_block_n_warp2_block_k_warp1_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0058,132.5,3368.0 gfx950,256,40,7168,768,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,3902,1,5.2952,flydsl_gemm5_abf16_wbf16_bf16_t32x64x64_split_k1_block_m_warp1_block_n_warp4_block_k_warp1_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0,83.17,2199.15 @@ -838,7 +833,6 @@ gfx950,256,47,7168,4224,False,torch.bfloat16,torch.bfloat16,False,False,asm,3,2, gfx950,256,48,896,7168,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,3783,7,8.9181,flydsl_gemm6_abf16_wbf16_bf16_t32x64x64_split_k7_block_m_warp1_block_n_warp4_block_k_warp1_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0185,69.14,1527.14 gfx950,256,48,1536,128,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,27,1,3.0562,flydsl_gemm2_abf16_wbf16_bf16_t16x64x64_split_k1_block_m_warp1_block_n_warp1_block_k_warp1_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0,6.18,180.93 gfx950,256,48,1536,7168,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,3203,4,10.7257,flydsl_gemm4_abf16_wbf16_bf16_t32x64x128_split_k4_block_m_warp1_block_n_warp2_block_k_warp2_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0219,98.55,2130.93 -gfx950,256,48,2112,7168,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,2302,7,12.1621,flydsl_gemm7_abf16_wbf16_bf16_t48x64x64_split_k7_block_m_warp1_block_n_warp2_block_k_warp1_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0198,119.5,2562.76 gfx950,256,48,2304,1536,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,4969,2,6.7905,flydsl_gemm5_abf16_wbf16_bf16_t16x64x128_split_k2_block_m_warp1_block_n_warp2_block_k_warp1_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0027,50.03,1096.61 gfx950,256,48,3072,512,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,3484,1,4.0584,flydsl_gemm7_abf16_wbf16_bf16_t16x64x64_split_k1_block_m_warp1_block_n_warp2_block_k_warp1_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0,37.21,859.89 gfx950,256,48,3584,7168,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,3324,4,16.3316,flydsl_gemm4_abf16_wbf16_bf16_t48x64x64_split_k4_block_m_warp1_block_n_warp2_block_k_warp1_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0137,151.01,3209.26 @@ -924,7 +918,6 @@ gfx950,256,55,7168,4224,False,torch.bfloat16,torch.bfloat16,False,False,asm,5,2, gfx950,256,56,896,7168,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,3783,7,9.4348,flydsl_gemm6_abf16_wbf16_bf16_t32x64x64_split_k7_block_m_warp1_block_n_warp4_block_k_warp1_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0194,76.24,1457.18 gfx950,256,56,1536,128,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,111,1,3.0146,flydsl_gemm2_abf16_wbf16_bf16_t32x64x64_split_k1_block_m_warp1_block_n_warp4_block_k_warp1_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0,7.3,192.26 gfx950,256,56,1536,7168,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,3964,4,11.1914,flydsl_gemm5_abf16_wbf16_bf16_t32x64x128_split_k4_block_m_warp1_block_n_warp4_block_k_warp1_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.014,110.19,2054.7 -gfx950,256,56,2112,7168,False,torch.bfloat16,torch.bfloat16,False,False,asm,5,6,15.1245,_ZN5aiter39bf16gemm_fp32bf16_tn_64x64_splitk_cleanE,0.0177,112.11,2070.61 gfx950,256,56,2304,1536,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,3786,1,6.8188,flydsl_gemm4_abf16_wbf16_bf16_t16x64x128_split_k1_block_m_warp1_block_n_warp1_block_k_warp2_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.003,58.13,1101.07 gfx950,256,56,3584,7168,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,3195,2,17.2163,flydsl_gemm4_abf16_wbf16_bf16_t32x64x128_split_k2_block_m_warp1_block_n_warp4_block_k_warp1_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0059,167.13,3054.34 gfx950,256,56,7168,768,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,1863,1,5.5814,flydsl_gemm3_abf16_wbf16_bf16_t32x64x256_split_k1_block_m_warp1_block_n_warp4_block_k_warp1_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0,110.47,2131.88 @@ -1000,7 +993,6 @@ gfx950,256,64,20480,7168,False,torch.bfloat16,torch.bfloat16,False,False,flydsl, gfx950,256,80,896,7168,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,3675,7,10.8903,flydsl_gemm4_abf16_wbf16_bf16_t64x64x128_split_k7_block_m_warp2_block_n_warp4_block_k_warp1_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0203,94.36,1297.97 gfx950,256,80,1536,128,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,272,1,3.0752,flydsl_gemm2_abf16_wbf16_bf16_t32x64x64_split_k1_block_m_warp2_block_n_warp1_block_k_warp1_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0,10.23,214.44 gfx950,256,80,1536,7168,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,4663,4,11.8245,flydsl_gemm4_abf16_wbf16_bf16_t64x64x128_split_k4_block_m_warp2_block_n_warp4_block_k_warp1_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0138,148.98,1980.02 -gfx950,256,80,2112,7168,False,torch.bfloat16,torch.bfloat16,False,False,asm,7,6,15.793,_ZN5aiter39bf16gemm_fp32bf16_tn_80x64_splitk_cleanE,0.0178,153.37,2011.17 gfx950,256,80,2304,1536,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,7664,1,6.908,flydsl_gemm6_abf16_wbf16_bf16_t16x64x128_split_k1_block_m_warp1_block_n_warp1_block_k_warp2_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.003,81.97,1113.53 gfx950,256,80,3584,7168,False,torch.bfloat16,torch.bfloat16,False,False,asm,7,4,19.0237,_ZN5aiter39bf16gemm_fp32bf16_tn_80x64_splitk_cleanE,0.0139,216.07,2791.28 gfx950,256,80,4480,7168,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,3909,4,21.308,flydsl_hgemm_abf16_wbf16_bf16_t96x96x64x4_ks4_w2x2x1_bias0_ktail0_gm0_pft_gfx950,0.0138,241.13,3101.6 @@ -1926,7 +1918,6 @@ gfx950,256,14976,8448,7168,False,torch.bfloat16,torch.bfloat16,False,False,asm,1 gfx950,256,16384,896,7168,False,torch.bfloat16,torch.bfloat16,False,False,torch,0,0,168.4662,native,0.0,1249.23,1644.76 gfx950,256,16384,1536,128,False,torch.bfloat16,torch.bfloat16,False,False,flydsl,43,1,19.8936,flydsl_gemm2_abf16_wbf16_bf16_t128x128x64_split_k1_block_m_warp4_block_n_warp2_block_k_warp1_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0,323.85,2760.65 gfx950,256,16384,1536,7168,False,torch.bfloat16,torch.bfloat16,False,False,torch,0,0,281.8838,native,0.0,1279.88,1089.93 -gfx950,256,16384,2112,7168,False,torch.bfloat16,torch.bfloat16,False,False,opus,9,0,453.6376,opus_gemm_512x256x256x64_2x4_16x16x32_0x0x0,0.0,1093.54,737.07 gfx950,256,16384,2304,1536,False,torch.bfloat16,torch.bfloat16,False,False,torch,0,0,113.6698,native,0.0,1020.18,1169.24 gfx950,256,16384,2880,7168,False,torch.bfloat16,torch.bfloat16,False,False,torch,0,0,503.3687,native,0.0,1343.86,736.12 gfx950,256,16384,3072,512,False,torch.bfloat16,torch.bfloat16,False,False,torch,0,0,59.8388,native,0.0,861.31,2015.18