diff --git a/aiter/configs/model_configs/gptoss_bf16_tuned_gemm.csv b/aiter/configs/model_configs/gptoss_bf16_tuned_gemm.csv index f68ae2a41d0..faf87e8e0ed 100644 --- a/aiter/configs/model_configs/gptoss_bf16_tuned_gemm.csv +++ b/aiter/configs/model_configs/gptoss_bf16_tuned_gemm.csv @@ -1,17 +1,25 @@ gfx,cu_num,M,N,K,bias,dtype,outdtype,scaleAB,bpreshuffle,libtype,solidx,splitK,us,kernelName,err_ratio,tflops,bw -gfx950,256,1,128,2880,True,torch.bfloat16,torch.bfloat16,False,False,flydsl,3837,5,4.1114,flydsl_gemm8_abf16_wbf16_bf16_t16x64x64_split_k5_block_m_warp1_block_n_warp2_block_k_warp1_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0312,0.18,180.79 +gfx950,256,1,128,2880,True,torch.bfloat16,torch.bfloat16,False,False,flydsl,1079,9,4.065,flydsl_gemm5_abf16_wbf16_bf16_t16x64x64_split_k9_block_m_warp1_block_n_warp2_block_k_warp1_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0391,0.18,182.85 gfx950,256,2,128,2880,True,torch.bfloat16,torch.bfloat16,False,False,flydsl,2015,9,4.0342,flydsl_gemm5_abf16_wbf16_bf16_t16x64x64_split_k9_block_m_warp1_block_n_warp2_block_k_warp1_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0117,0.37,185.74 -gfx950,256,4,128,2880,True,torch.bfloat16,torch.bfloat16,False,False,flydsl,2015,9,4.1748,flydsl_gemm5_abf16_wbf16_bf16_t16x64x64_split_k9_block_m_warp1_block_n_warp2_block_k_warp1_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0195,0.71,182.37 -gfx950,256,8,128,2880,True,torch.bfloat16,torch.bfloat16,False,False,flydsl,2013,9,4.1051,flydsl_gemm5_abf16_wbf16_bf16_t16x64x64_split_k9_block_m_warp1_block_n_warp1_block_k_warp2_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0186,1.44,191.32 -gfx950,256,16,128,2880,True,torch.bfloat16,torch.bfloat16,False,False,flydsl,1357,9,4.3162,flydsl_gemm4_abf16_wbf16_bf16_t16x64x64_split_k9_block_m_warp1_block_n_warp1_block_k_warp2_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0229,2.73,193.12 -gfx950,256,32,128,2880,True,torch.bfloat16,torch.bfloat16,False,False,flydsl,2015,9,4.1715,flydsl_gemm5_abf16_wbf16_bf16_t16x64x64_split_k9_block_m_warp1_block_n_warp2_block_k_warp1_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0164,5.66,222.89 +gfx950,256,4,128,2880,True,torch.bfloat16,torch.bfloat16,False,False,flydsl,1079,9,4.0435,flydsl_gemm5_abf16_wbf16_bf16_t16x64x64_split_k9_block_m_warp1_block_n_warp2_block_k_warp1_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0137,0.73,188.29 +gfx950,256,8,128,2880,True,torch.bfloat16,torch.bfloat16,False,False,flydsl,1079,9,4.1037,flydsl_gemm5_abf16_wbf16_bf16_t16x64x64_split_k9_block_m_warp1_block_n_warp2_block_k_warp1_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0156,1.44,191.39 +gfx950,256,16,128,2880,True,torch.bfloat16,torch.bfloat16,False,False,flydsl,1744,5,4.0856,flydsl_gemm7_abf16_wbf16_bf16_t16x64x64_split_k5_block_m_warp1_block_n_warp2_block_k_warp1_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0117,2.89,204.02 +gfx950,256,32,128,2880,True,torch.bfloat16,torch.bfloat16,False,False,flydsl,1079,9,4.133,flydsl_gemm5_abf16_wbf16_bf16_t16x64x64_split_k9_block_m_warp1_block_n_warp2_block_k_warp1_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0144,5.71,224.97 gfx950,256,48,128,2880,True,torch.bfloat16,torch.bfloat16,False,False,flydsl,2159,9,4.3526,flydsl_gemm5_abf16_wbf16_bf16_t32x64x64_split_k9_block_m_warp2_block_n_warp2_block_k_warp1_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0184,8.13,235.73 -gfx950,256,64,128,2880,True,torch.bfloat16,torch.bfloat16,False,False,flydsl,3433,9,4.397,flydsl_gemm5_abf16_wbf16_bf16_t32x64x64_split_k9_block_m_warp1_block_n_warp4_block_k_warp1_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0164,10.73,255.24 +gfx950,256,64,128,2880,True,torch.bfloat16,torch.bfloat16,False,False,flydsl,1788,9,4.2294,flydsl_gemm5_abf16_wbf16_bf16_t32x64x64_split_k9_block_m_warp1_block_n_warp4_block_k_warp1_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.015,11.16,265.36 gfx950,256,80,128,2880,True,torch.bfloat16,torch.bfloat16,False,False,flydsl,3433,9,4.3684,flydsl_gemm5_abf16_wbf16_bf16_t32x64x64_split_k9_block_m_warp1_block_n_warp4_block_k_warp1_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0174,13.5,278.95 gfx950,256,96,128,2880,True,torch.bfloat16,torch.bfloat16,False,False,flydsl,3431,9,4.5682,flydsl_gemm5_abf16_wbf16_bf16_t32x64x64_split_k9_block_m_warp1_block_n_warp2_block_k_warp2_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.023,15.49,287.82 gfx950,256,112,128,2880,True,torch.bfloat16,torch.bfloat16,False,False,flydsl,4953,5,4.5743,flydsl_gemm7_abf16_wbf16_bf16_t16x64x64_split_k5_block_m_warp1_block_n_warp2_block_k_warp1_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0115,18.05,308.48 -gfx950,256,128,128,2880,True,torch.bfloat16,torch.bfloat16,False,False,flydsl,5835,5,4.7799,flydsl_gemm7_abf16_wbf16_bf16_t16x64x64_split_k5_block_m_warp1_block_n_warp1_block_k_warp2_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0208,19.74,315.35 -gfx950,256,256,128,2880,True,torch.bfloat16,torch.bfloat16,False,False,flydsl,6673,5,5.3465,flydsl_gemm8_abf16_wbf16_bf16_t32x64x64_split_k5_block_m_warp1_block_n_warp2_block_k_warp2_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0184,35.3,425.96 +gfx950,256,128,128,2880,True,torch.bfloat16,torch.bfloat16,False,False,flydsl,2792,5,4.6612,flydsl_gemm7_abf16_wbf16_bf16_t16x64x64_split_k5_block_m_warp1_block_n_warp2_block_k_warp1_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.012,20.25,323.38 +gfx950,256,192,128,2880,True,torch.bfloat16,torch.bfloat16,False,False,flydsl,2538,5,4.9687,flydsl_gemm6_abf16_wbf16_bf16_t32x64x64_split_k5_block_m_warp1_block_n_warp2_block_k_warp2_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.02,28.49,380.85 +gfx950,256,256,128,2880,True,torch.bfloat16,torch.bfloat16,False,False,flydsl,2855,5,5.3394,flydsl_gemm7_abf16_wbf16_bf16_t32x64x64_split_k5_block_m_warp1_block_n_warp4_block_k_warp1_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0126,35.35,426.52 +gfx950,256,320,128,2880,True,torch.bfloat16,torch.bfloat16,False,False,flydsl,2791,5,5.835,flydsl_gemm7_abf16_wbf16_bf16_t16x64x64_split_k5_block_m_warp1_block_n_warp1_block_k_warp2_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0189,40.43,456.28 +gfx950,256,512,128,2880,True,torch.bfloat16,torch.bfloat16,False,False,flydsl,3025,3,6.9538,flydsl_gemm8_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_gfx950,0.0094,54.29,548.98 +gfx950,256,1024,128,2880,True,torch.bfloat16,torch.bfloat16,False,False,flydsl,2530,3,8.8814,flydsl_gemm6_abf16_wbf16_bf16_t32x64x64_split_k3_block_m_warp1_block_n_warp4_block_k_warp1_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0091,85.01,776.64 +gfx950,256,2048,128,2880,True,torch.bfloat16,torch.bfloat16,False,False,triton,0,0,10.4933,auto,0.0,143.9,1244.42 +gfx950,256,4096,128,2880,True,torch.bfloat16,torch.bfloat16,False,False,flydsl,3075,1,11.879,flydsl_gemm8_abf16_wbf16_bf16_t32x64x64_split_k1_block_m_warp2_block_n_warp1_block_k_warp2_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0042,254.22,2136.44 +gfx950,256,8192,128,2880,True,torch.bfloat16,torch.bfloat16,False,False,flydsl,2905,1,17.3349,flydsl_gemm7_abf16_wbf16_bf16_t64x64x64_split_k1_block_m_warp2_block_n_warp4_block_k_warp1_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0,348.42,2885.53 +gfx950,256,16384,128,2880,True,torch.bfloat16,torch.bfloat16,False,False,flydsl,1657,1,25.829,flydsl_gemm4_abf16_wbf16_bf16_t64x128x64_split_k1_block_m_warp2_block_n_warp4_block_k_warp1_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0,467.68,3844.65 gfx950,256,1,640,2880,True,torch.bfloat16,torch.bfloat16,False,False,flydsl,2015,9,4.8827,flydsl_gemm5_abf16_wbf16_bf16_t16x64x64_split_k9_block_m_warp1_block_n_warp2_block_k_warp1_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0203,0.75,756.43 gfx950,256,2,640,2880,True,torch.bfloat16,torch.bfloat16,False,False,flydsl,2015,9,4.8427,flydsl_gemm5_abf16_wbf16_bf16_t16x64x64_split_k9_block_m_warp1_block_n_warp2_block_k_warp1_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0164,1.52,764.14 gfx950,256,4,640,2880,True,torch.bfloat16,torch.bfloat16,False,False,flydsl,2015,9,5.0595,flydsl_gemm5_abf16_wbf16_bf16_t16x64x64_split_k9_block_m_warp1_block_n_warp2_block_k_warp1_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0188,2.91,734.18 @@ -39,116 +47,151 @@ gfx950,256,112,2560,2880,True,torch.bfloat16,torch.bfloat16,False,False,flydsl,7 gfx950,256,128,2560,2880,True,torch.bfloat16,torch.bfloat16,False,False,flydsl,3129,1,12.1148,flydsl_gemm6_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_gfx950,0.0,155.8,1332.11 gfx950,256,256,2560,2880,True,torch.bfloat16,torch.bfloat16,False,False,flydsl,9121,1,15.0155,flydsl_gemm8_abf16_wbf16_bf16_t64x64x64_split_k1_block_m_warp2_block_n_warp2_block_k_warp2_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0042,251.4,1167.52 gfx950,256,1,2880,512,True,torch.bfloat16,torch.bfloat16,False,False,triton,0,0,4.0943,auto,0.0,0.72,721.96 -gfx950,256,1,2880,2048,True,torch.bfloat16,torch.bfloat16,False,False,flydsl,4561,4,5.5663,flydsl_gemm8_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_gfx950,0.0094,2.12,2121.04 -gfx950,256,1,2880,4096,True,torch.bfloat16,torch.bfloat16,False,False,flydsl,4565,4,7.047,flydsl_gemm8_abf16_wbf16_bf16_t16x64x64_split_k4_block_m_warp1_block_n_warp2_block_k_warp1_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0146,3.35,3349.92 gfx950,256,2,2880,512,True,torch.bfloat16,torch.bfloat16,False,False,flydsl,2702,1,4.1919,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_gfx950,0.0,1.41,706.76 -gfx950,256,2,2880,2048,True,torch.bfloat16,torch.bfloat16,False,False,flydsl,4565,4,5.5641,flydsl_gemm8_abf16_wbf16_bf16_t16x64x64_split_k4_block_m_warp1_block_n_warp2_block_k_warp1_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0106,4.24,2123.65 -gfx950,256,2,2880,4096,True,torch.bfloat16,torch.bfloat16,False,False,flydsl,4563,4,7.2823,flydsl_gemm8_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_gfx950,0.0215,6.48,3243.6 gfx950,256,4,2880,512,True,torch.bfloat16,torch.bfloat16,False,False,triton,0,0,3.6821,auto,0.0,3.2,808.3 -gfx950,256,4,2880,2048,True,torch.bfloat16,torch.bfloat16,False,False,flydsl,4565,4,5.7636,flydsl_gemm8_abf16_wbf16_bf16_t16x64x64_split_k4_block_m_warp1_block_n_warp2_block_k_warp1_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0085,8.19,2053.56 -gfx950,256,4,2880,4096,True,torch.bfloat16,torch.bfloat16,False,False,flydsl,3413,4,7.2101,flydsl_gemm6_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_gfx950,0.0135,13.09,3279.95 gfx950,256,8,2880,512,True,torch.bfloat16,torch.bfloat16,False,False,triton,0,0,4.147,auto,0.0,5.69,724.23 -gfx950,256,8,2880,2048,True,torch.bfloat16,torch.bfloat16,False,False,flydsl,4045,4,5.8395,flydsl_gemm7_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_gfx950,0.0094,16.16,2033.62 -gfx950,256,8,2880,4096,True,torch.bfloat16,torch.bfloat16,False,False,flydsl,3449,4,7.4832,flydsl_gemm6_abf16_wbf16_bf16_t16x64x64_split_k4_block_m_warp1_block_n_warp2_block_k_warp1_async_copyTrue_b_to_ldsTrue_b_preshuffleFalse_c_to_ldsFalse_gfx950,0.0128,25.22,3167.71 gfx950,256,16,2880,512,True,torch.bfloat16,torch.bfloat16,False,False,triton,0,0,2.9408,auto,0.0,16.05,1039.74 -gfx950,256,16,2880,2048,True,torch.bfloat16,torch.bfloat16,False,False,flydsl,4047,4,6.3039,flydsl_gemm7_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_gfx950,0.0163,29.94,1896.31 -gfx950,256,16,2880,4096,True,torch.bfloat16,torch.bfloat16,False,False,flydsl,2665,4,7.9284,flydsl_gemm5_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_gfx950,0.0135,47.61,3003.91 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