见examples目录下子文件夹里的makefile文件。
7个AI算子分别在1核、4核和8核，采用gcc、clang和triton，在RISC-V CPU（SpacemiT Muse Pi）上的执行结果如下，执行步骤见benchmarks目录下的README。
##### correlation kernel performance #####
shape (OUT_CHANNELxIN_CHANNELxHEIGHTxWIDTHxRUN_COUNT) gcc_T1 clang_T1 triton_T1 gcc_T4 clang_T4 triton_T4 gcc_T8 clang_T8 triton_T8
5x58x112x88x10 0.406807 0.550575 0.185582 0.0896354 0.131778 0.0554982 0.049427 0.0692719 0.0323904
##### dropout kernel performance #####
shape (NxRUN_COUNT) gcc_T1 clang_T1 triton_T1 gcc_T4 clang_T4 triton_T4 gcc_T8 clang_T8 triton_T8
1048576x10 0.437414 44.4074 16.5371 0.116678 11.179 4.19115 0.0652238 5.60955 2.13063
##### layernorm kernel performance #####
shape (NxDxRUN_COUNT) gcc_T1 clang_T1 triton_T1 gcc_T4 clang_T4 triton_T4 gcc_T8 clang_T8 triton_T8
1151x8192x10 3.99499 5.10841 4.87809 1.1298 1.37735 1.63461 1.03388 0.985506 1.00223
##### matmul kernel performance #####
shape (MxNxKxRUN_COUNT) gcc_T1 clang_T1 triton_T1 gcc_T4 clang_T4 triton_T4 gcc_T8 clang_T8 triton_T8
128x128x64x10 0.0529591 0.063293 2.19012 0.017613 0.0199949 0.564048 0.0123523 0.0135753 0.286434
##### resize kernel performance #####
shape (HxWxCxRUN_COUNT) gcc_T1 clang_T1 triton_T1 gcc_T4 clang_T4 triton_T4 gcc_T8 clang_T8 triton_T8
512x512x3x10 0.802106 1.19739 1.42896 0.205363 0.304806 0.362561 0.107914 0.157187 0.186983
##### rope kernel performance #####
shape (SEQ_LENxBATCH_NUMxHEAD_NUMxHEAD_DIMxRUN_COUNT) gcc_T1 clang_T1 triton_T1 gcc_T4 clang_T4 triton_T4 gcc_T8 clang_T8 triton_T8
512x16x8x1024x10 6.71872 7.74758 11.4048 2.25791 2.43972 3.19468 1.86013 1.97924 2.25463
##### softmax_kernel kernel performance #####
shape (RxCxRUN_COUNT) gcc_T1 clang_T1 triton_T1 gcc_T4 clang_T4 triton_T4 gcc_T8 clang_T8 triton_T8
1823x781x10 0.841515 0.820086 0.904563 0.221429 0.212233 0.232222 0.116075 0.112719 0.122978
##### warp kernel performance #####
shape (HxWxCxRUN_COUNT) gcc_T1 clang_T1 triton_T1 gcc_T4 clang_T4 triton_T4 gcc_T8 clang_T8 triton_T8
1024x1024x3x10 0.620494 1.33427 1.22298 0.161322 0.339647 0.311901 0.0858445 0.174764 0.161152