// RUN: mlir-opt -pass-pipeline="builtin.module(func.func(convert-linalg-to-loops,lower-affine,convert-scf-to-cf,convert-arith-to-llvm),convert-vector-to-llvm,finalize-memref-to-llvm,convert-func-to-llvm,convert-cf-to-llvm,reconcile-unrealized-casts)" %s | mlir-runner -O3 -e main -entry-point-result=void -shared-libs=%mlir_c_runner_utils | FileCheck %s func.func @main() { %A = memref.alloc() : memref<16x16xf32> %B = memref.alloc() : memref<16x16xf32> %C = memref.alloc() : memref<16x16xf32> %cf1 = arith.constant 1.00000e+00 : f32 linalg.fill ins(%cf1 : f32) outs(%A : memref<16x16xf32>) linalg.fill ins(%cf1 : f32) outs(%B : memref<16x16xf32>) %num_reps = arith.constant 5 : index %t_start = call @rtclock() : () -> f64 affine.for %arg0 = 0 to %num_reps { linalg.fill ins(%cf1 : f32) outs(%C : memref<16x16xf32>) func.call @sgemm_naive(%A, %B, %C) : (memref<16x16xf32>, memref<16x16xf32>, memref<16x16xf32>) -> () } %t_end = call @rtclock() : () -> f64 %t = arith.subf %t_end, %t_start : f64 %res = affine.load %C[0, 0]: memref<16x16xf32> vector.print %res: f32 %c0 = arith.constant 0 : index %c1 = arith.constant 1 : index %c2 = arith.constant 2 : index %M = memref.dim %C, %c0 : memref<16x16xf32> %N = memref.dim %C, %c1 : memref<16x16xf32> %K = memref.dim %A, %c1 : memref<16x16xf32> // num_flops_per_iter = 2*M*N*K %f1 = arith.muli %M, %N : index %f2 = arith.muli %f1, %K : index %num_flops_per_iter = arith.muli %c2, %f2 : index // num_flops_total = num_flops_per_iter * num_reps %num_flops_total = arith.muli %num_flops_per_iter, %num_reps: index // Print the number of flops per second %num_flops_total_i = arith.index_cast %num_flops_total : index to i16 %num_flops_total_f = arith.uitofp %num_flops_total_i : i16 to f64 %flops_per_s = arith.divf %num_flops_total_f, %t : f64 call @printFlops(%flops_per_s) : (f64) -> () memref.dealloc %A : memref<16x16xf32> memref.dealloc %B : memref<16x16xf32> memref.dealloc %C : memref<16x16xf32> return } // CHECK: 17 func.func @sgemm_naive(%arg0: memref<16x16xf32>, %arg1: memref<16x16xf32>, %arg2: memref<16x16xf32>) { %c0 = arith.constant 0 : index affine.for %arg3 = 0 to 16 { affine.for %arg4 = 0 to 16 { %m = memref.alloc() : memref<1xf32> %v = affine.load %arg2[%arg3, %arg4] : memref<16x16xf32> affine.store %v, %m[%c0] : memref<1xf32> affine.for %arg5 = 0 to 16 { %3 = affine.load %arg0[%arg3, %arg5] : memref<16x16xf32> %4 = affine.load %arg1[%arg5, %arg4] : memref<16x16xf32> %5 = affine.load %m[0] : memref<1xf32> %6 = arith.mulf %3, %4 : f32 %7 = arith.addf %6, %5 : f32 affine.store %7, %m[0] : memref<1xf32> } %s = affine.load %m[%c0] : memref<1xf32> affine.store %s, %arg2[%arg3, %arg4] : memref<16x16xf32> memref.dealloc %m : memref<1xf32> } } return } func.func private @printFlops(f64) func.func private @rtclock() -> f64