1// RUN: mlir-opt %s -convert-linalg-to-loops -convert-linalg-to-llvm -convert-std-to-llvm | \ 2// RUN: mlir-cpu-runner -e main -entry-point-result=void \ 3// RUN: -shared-libs=%mlir_integration_test_dir/libmlir_runner_utils%shlibext \ 4// RUN: | FileCheck %s 5 6// RUN: mlir-opt %s -linalg-tile="linalg-tile-sizes=0,5,5,5" -convert-linalg-to-loops \ 7// RUN: -convert-linalg-to-llvm -convert-std-to-llvm | \ 8// RUN: mlir-cpu-runner -e main -entry-point-result=void \ 9// RUN: -shared-libs=%mlir_integration_test_dir/libmlir_runner_utils%shlibext \ 10// RUN: | FileCheck %s 11 12// RUN: mlir-opt %s -test-conv-vectorization="tile-sizes=1,1,1,1,1,3,3,3,3" -convert-linalg-to-llvm | \ 13// RUN: mlir-cpu-runner -e main -entry-point-result=void \ 14// RUN: -shared-libs=%mlir_integration_test_dir/libmlir_runner_utils%shlibext \ 15// RUN: | FileCheck %s 16 17// RUN: mlir-opt %s -linalg-tile="linalg-tile-sizes=0,5,5,5" \ 18// RUN: -test-conv-vectorization="tile-sizes=1,1,1,1,1,3,3,3,3" -convert-linalg-to-llvm | \ 19// RUN: mlir-cpu-runner -e main -entry-point-result=void \ 20// RUN: -shared-libs=%mlir_integration_test_dir/libmlir_runner_utils%shlibext \ 21// RUN: | FileCheck %s 22 23func private @print_memref_f32(memref<*xf32>) 24 25// Creates and returns 5-D buffer of size (%s1, %s2, %s3, %s4, %s5) filled with the value %f 26func @alloc_5d_filled_f32(%s1 : index, %s2 : index, %s3 : index, %s4 : index, %s5 : index, %f : f32) -> memref<?x?x?x?x?xf32> { 27 %buf = alloc(%s1, %s2, %s3, %s4, %s5) : memref<?x?x?x?x?xf32> 28 linalg.fill(%buf, %f) : memref<?x?x?x?x?xf32>, f32 29 return %buf : memref<?x?x?x?x?xf32> 30} 31 32func @conv_3d_ndhwc(%arg0: memref<?x?x?x?x?xf32>, %arg1: memref<?x?x?x?x?xf32>, %arg2: memref<?x?x?x?x?xf32>) { 33 linalg.conv_3d_ndhwc ins (%arg0, %arg1: memref<?x?x?x?x?xf32>, memref<?x?x?x?x?xf32>) 34 outs (%arg2: memref<?x?x?x?x?xf32>) 35 return 36} 37 38 39func @main() { 40 %c0 = constant 0 : index 41 %c1 = constant 1 : index 42 %c3 = constant 3 : index 43 %c6 = constant 6 : index 44 %c8 = constant 8 : index 45 %f10 = constant 10.00000e+00 : f32 46 %val = constant 2.00000e+00 : f32 47 %zero = constant 0.00000e+00 : f32 48 49 %filter3D_ndhwc = call @alloc_5d_filled_f32(%c1, %c3, %c3, %c3, %c1, %val) : (index, index, index, index, index, f32) -> (memref<?x?x?x?x?xf32>) 50 %in3D_ndhwc = call @alloc_5d_filled_f32(%c1, %c8, %c8, %c8, %c1, %val) : (index, index, index, index, index, f32) -> (memref<?x?x?x?x?xf32>) 51 %out3D_ndhwc = call @alloc_5d_filled_f32(%c1, %c6, %c6, %c6, %c1, %zero) : (index, index, index, index, index, f32) -> (memref<?x?x?x?x?xf32>) 52 53 store %f10, %in3D_ndhwc[%c0, %c0, %c0, %c3, %c0] : memref<?x?x?x?x?xf32> 54 call @conv_3d_ndhwc(%in3D_ndhwc, %filter3D_ndhwc, %out3D_ndhwc) : (memref<?x?x?x?x?xf32>, memref<?x?x?x?x?xf32>, memref<?x?x?x?x?xf32>) -> () 55 %out3D_ndhwc_ = memref_cast %out3D_ndhwc : memref<?x?x?x?x?xf32> to memref<*xf32> 56 call @print_memref_f32(%out3D_ndhwc_): (memref<*xf32>) -> () 57 58 dealloc %filter3D_ndhwc : memref<?x?x?x?x?xf32> 59 dealloc %in3D_ndhwc : memref<?x?x?x?x?xf32> 60 dealloc %out3D_ndhwc : memref<?x?x?x?x?xf32> 61 return 62} 63 64// CHECK: Unranked Memref {{.*}} 65// CHECK-NEXT: [ 66// CHECK-SAME: [ 67// CHECK-SAME: [ 68// CHECK-SAME: [ 69// CHECK-SAME: [108], 70// CHECK-COUNT-3: [124], 71// CHECK-COUNT-2: [108] 72// CHECK-SAME: ], 73// CHECK-NEXT: [ 74// CHECK-COUNT-6: [108] 75// CHECK-SAME: ], 76// CHECK-NEXT: [ 77// CHECK-COUNT-6: [108] 78// CHECK-SAME: ], 79// CHECK-NEXT: [ 80// CHECK-COUNT-6: [108] 81// CHECK-SAME: ], 82// CHECK-NEXT: [ 83// CHECK-COUNT-6: [108] 84// CHECK-SAME: ], 85// CHECK-NEXT: [ 86// CHECK-COUNT-6: [108] 87// CHECK-SAME: ] 88// CHECK-SAME: ], 89// CHECK-NEXT: [ 90// CHECK-SAME: [ 91// CHECK-COUNT-6: [108] 92// CHECK-SAME: ], 93// CHECK-NEXT: [ 94// CHECK-COUNT-6: [108] 95// CHECK-SAME: ], 96// CHECK-NEXT: [ 97// CHECK-COUNT-6: [108] 98// CHECK-SAME: ], 99// CHECK-NEXT: [ 100// CHECK-COUNT-6: [108] 101// CHECK-SAME: ], 102// CHECK-NEXT: [ 103// CHECK-COUNT-6: [108] 104// CHECK-SAME: ], 105// CHECK-NEXT: [ 106// CHECK-COUNT-6: [108] 107// CHECK-SAME: ] 108// CHECK-SAME: ], 109// CHECK-NEXT: [ 110// CHECK-SAME: [ 111// CHECK-COUNT-6: [108] 112// CHECK-SAME: ], 113// CHECK-NEXT: [ 114// CHECK-COUNT-6: [108] 115// CHECK-SAME: ], 116// CHECK-NEXT: [ 117// CHECK-COUNT-6: [108] 118// CHECK-SAME: ], 119// CHECK-NEXT: [ 120// CHECK-COUNT-6: [108] 121// CHECK-SAME: ], 122// CHECK-NEXT: [ 123// CHECK-COUNT-6: [108] 124// CHECK-SAME: ], 125// CHECK-NEXT: [ 126// CHECK-COUNT-6: [108] 127// CHECK-SAME: ] 128// CHECK-SAME: ], 129// CHECK-NEXT: [ 130// CHECK-SAME: [ 131// CHECK-COUNT-6: [108] 132// CHECK-SAME: ], 133// CHECK-NEXT: [ 134// CHECK-COUNT-6: [108] 135// CHECK-SAME: ], 136// CHECK-NEXT: [ 137// CHECK-COUNT-6: [108] 138// CHECK-SAME: ], 139// CHECK-NEXT: [ 140// CHECK-COUNT-6: [108] 141// CHECK-SAME: ], 142// CHECK-NEXT: [ 143// CHECK-COUNT-6: [108] 144// CHECK-SAME: ], 145// CHECK-NEXT: [ 146// CHECK-COUNT-6: [108] 147// CHECK-SAME: ] 148// CHECK-SAME: ], 149// CHECK-NEXT: [ 150// CHECK-SAME: [ 151// CHECK-COUNT-6: [108] 152// CHECK-SAME: ], 153// CHECK-NEXT: [ 154// CHECK-COUNT-6: [108] 155// CHECK-SAME: ], 156// CHECK-NEXT: [ 157// CHECK-COUNT-6: [108] 158// CHECK-SAME: ], 159// CHECK-NEXT: [ 160// CHECK-COUNT-6: [108] 161// CHECK-SAME: ], 162// CHECK-NEXT: [ 163// CHECK-COUNT-6: [108] 164// CHECK-SAME: ], 165// CHECK-NEXT: [ 166// CHECK-COUNT-6: [108] 167// CHECK-SAME: ] 168// CHECK-SAME: ], 169// CHECK-NEXT: [ 170// CHECK-SAME: [ 171// CHECK-COUNT-6: [108] 172// CHECK-SAME: ], 173// CHECK-NEXT: [ 174// CHECK-COUNT-6: [108] 175// CHECK-SAME: ], 176// CHECK-NEXT: [ 177// CHECK-COUNT-6: [108] 178// CHECK-SAME: ], 179// CHECK-NEXT: [ 180// CHECK-COUNT-6: [108] 181// CHECK-SAME: ], 182// CHECK-NEXT: [ 183// CHECK-COUNT-6: [108] 184// CHECK-SAME: ], 185// CHECK-NEXT: [ 186// CHECK-COUNT-6: [108] 187// CHECK-SAME: ] 188// CHECK-SAME: ] 189// CHECK-SAME: ] 190// CHECK-SAME: ] 191