// RUN: mlir-opt %s -convert-linalg-to-llvm | mlir-cpu-runner -e dot -entry-point-result=f32 -shared-libs=%linalg_test_lib_dir/libcblas%shlibext,%linalg_test_lib_dir/libcblas_interface%shlibext | FileCheck %s // RUN: mlir-opt %s -convert-linalg-to-loops -convert-linalg-to-llvm | mlir-cpu-runner -e dot -entry-point-result=f32 -shared-libs=%linalg_test_lib_dir/libcblas%shlibext,%linalg_test_lib_dir/libcblas_interface%shlibext | FileCheck %s // RUN: mlir-opt %s -convert-linalg-to-llvm | mlir-cpu-runner -e matmul -entry-point-result=f32 -shared-libs=%linalg_test_lib_dir/libcblas%shlibext,%linalg_test_lib_dir/libcblas_interface%shlibext | FileCheck %s // RUN: mlir-opt %s -convert-linalg-to-loops -convert-linalg-to-llvm | mlir-cpu-runner -e matmul -entry-point-result=f32 -shared-libs=%linalg_test_lib_dir/libcblas%shlibext,%linalg_test_lib_dir/libcblas_interface%shlibext | FileCheck %s // RUN: mlir-opt %s -linalg-tile -linalg-tile-sizes=2,3,4 -linalg-promote-subviews -convert-linalg-to-loops -convert-linalg-to-llvm | mlir-cpu-runner -e matmul -entry-point-result=f32 -shared-libs=%linalg_test_lib_dir/libcblas%shlibext,%linalg_test_lib_dir/libcblas_interface%shlibext | FileCheck %s // RUN: mlir-opt %s -linalg-tile -linalg-tile-sizes=2,3,4 -linalg-promote-subviews -convert-linalg-to-llvm | mlir-cpu-runner -e matmul -entry-point-result=f32 -shared-libs=%linalg_test_lib_dir/libcblas%shlibext,%linalg_test_lib_dir/libcblas_interface%shlibext | FileCheck %s #strided1D = affine_map<(d0) -> (d0)> #strided2D = affine_map<(d0, d1)[s0] -> (d0 * s0 + d1)> // Creates and returns a 1-D buffer of size %s filled with the value %f func @alloc_filled_f32(%s : index, %f : f32) -> memref { %c0 = constant 0 : index %c1 = constant 1 : index %c4 = constant 4 : index %s4 = muli %s, %c4: index %buf = alloc(%s4) {alignment = 256} : memref %V = view %buf[%s][] : memref to memref linalg.fill(%V, %f) : memref, f32 return %buf : memref } // Test for linalg.dot. func @dot() -> f32 { %c0 = constant 0 : index %c1 = constant 1 : index %c16 = constant 16 : index %f10 = constant 10.00000e+00 : f32 %f1 = constant 1.00000e+00 : f32 %f2 = constant 2.00000e+00 : f32 %bA = call @alloc_filled_f32(%c16, %f2) : (index, f32) -> (memref) %bB = call @alloc_filled_f32(%c16, %f1) : (index, f32) -> (memref) %bC = call @alloc_filled_f32(%c1, %f10) : (index, f32) -> (memref) %A = view %bA[%c16][] : memref to memref %B = view %bB[%c16][] : memref to memref %C = view %bC[][] : memref to memref linalg.dot(%A, %B, %C) : memref, memref, memref %res = load %C[] : memref dealloc %bC : memref dealloc %bB : memref dealloc %bA : memref return %res : f32 } // Test for linalg.matmul. func @matmul() -> f32 { %c0 = constant 0 : index %c1 = constant 1 : index %c6 = constant 6 : index %c7 = constant 7 : index %c10 = constant 10 : index %c16 = constant 16 : index %c100 = constant 100 : index %c160 = constant 160 : index %f1 = constant 1.00000e+00 : f32 %f2 = constant 2.00000e+00 : f32 %f10 = constant 10.00000e+00 : f32 %bA = call @alloc_filled_f32(%c160, %f2) : (index, f32) -> (memref) %bB = call @alloc_filled_f32(%c160, %f1) : (index, f32) -> (memref) %bC = call @alloc_filled_f32(%c100, %f10) : (index, f32) -> (memref) %A = view %bA[][%c10, %c16] : memref to memref %B = view %bB[][%c16, %c10] : memref to memref %C = view %bC[][%c10, %c10] : memref to memref linalg.matmul(%A, %B, %C) : memref, memref, memref %res = load %C[%c6, %c7] : memref dealloc %bC : memref dealloc %bB : memref dealloc %bA : memref return %res : f32 } // All tests return this value // CHECK: 4.2{{0+}}e+01