1// RUN: mlir-opt %s -test-transform-dialect-erase-schedule -convert-linalg-to-loops -convert-scf-to-cf -expand-strided-metadata -lower-affine -convert-arith-to-llvm -convert-scf-to-cf --finalize-memref-to-llvm -convert-func-to-llvm -convert-cf-to-llvm -reconcile-unrealized-casts | \ 2// RUN: mlir-runner -e main -entry-point-result=void \ 3// RUN: -shared-libs=%mlir_runner_utils \ 4// RUN: | FileCheck %s 5 6// RUN: mlir-opt %s -transform-interpreter -test-transform-dialect-erase-schedule -convert-linalg-to-loops -convert-scf-to-cf \ 7// RUN: -expand-strided-metadata -lower-affine -convert-arith-to-llvm -convert-scf-to-cf --finalize-memref-to-llvm -convert-func-to-llvm -convert-cf-to-llvm -reconcile-unrealized-casts | \ 8// RUN: mlir-runner -e main -entry-point-result=void \ 9// RUN: -shared-libs=%mlir_runner_utils \ 10// RUN: | FileCheck %s 11 12func.func private @printMemrefF32(memref<*xf32>) 13 14// Creates and returns 5-D buffer of size (%s1, %s2, %s3, %s4, %s5) filled with the value %f 15func.func @alloc_5d_filled_f32(%s1 : index, %s2 : index, %s3 : index, %s4 : index, %s5 : index, %f : f32) -> memref<?x?x?x?x?xf32> { 16 %buf = memref.alloc(%s1, %s2, %s3, %s4, %s5) : memref<?x?x?x?x?xf32> 17 linalg.fill ins(%f : f32) outs(%buf : memref<?x?x?x?x?xf32>) 18 return %buf : memref<?x?x?x?x?xf32> 19} 20 21func.func @conv_3d_ndhwc_dhwcf(%arg0: memref<?x?x?x?x?xf32>, %arg1: memref<?x?x?x?x?xf32>, %arg2: memref<?x?x?x?x?xf32>) { 22 linalg.conv_3d_ndhwc_dhwcf {dilations = dense<1> : tensor<3xi64>, 23 strides = dense<1> : tensor<3xi64>} 24 ins (%arg0, %arg1: memref<?x?x?x?x?xf32>, memref<?x?x?x?x?xf32>) 25 outs (%arg2: memref<?x?x?x?x?xf32>) 26 return 27} 28 29module attributes {transform.with_named_sequence} { 30 transform.named_sequence @__transform_main(%arg1: !transform.any_op {transform.readonly}) { 31 %0 = transform.structured.match ops{["linalg.conv_3d_ndhwc_dhwcf"]} in %arg1 : (!transform.any_op) -> !transform.any_op 32 %1, %loops:3 = transform.structured.tile_using_for %0 tile_sizes [0, 5, 5, 5] : (!transform.any_op) -> (!transform.any_op, !transform.any_op, !transform.any_op, !transform.any_op) 33 transform.yield 34 } 35} 36 37func.func @main() { 38 %c0 = arith.constant 0 : index 39 %c1 = arith.constant 1 : index 40 %c3 = arith.constant 3 : index 41 %c6 = arith.constant 6 : index 42 %c8 = arith.constant 8 : index 43 %f10 = arith.constant 10.00000e+00 : f32 44 %val = arith.constant 2.00000e+00 : f32 45 %zero = arith.constant 0.00000e+00 : f32 46 47 %filter3D_ndhwc = call @alloc_5d_filled_f32(%c3, %c3, %c3, %c1, %c1, %val) : (index, index, index, index, index, f32) -> (memref<?x?x?x?x?xf32>) 48 %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>) 49 %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>) 50 51 memref.store %f10, %in3D_ndhwc[%c0, %c0, %c0, %c3, %c0] : memref<?x?x?x?x?xf32> 52 call @conv_3d_ndhwc_dhwcf(%in3D_ndhwc, %filter3D_ndhwc, %out3D_ndhwc) : (memref<?x?x?x?x?xf32>, memref<?x?x?x?x?xf32>, memref<?x?x?x?x?xf32>) -> () 53 %out3D_ndhwc_ = memref.cast %out3D_ndhwc : memref<?x?x?x?x?xf32> to memref<*xf32> 54 call @printMemrefF32(%out3D_ndhwc_): (memref<*xf32>) -> () 55 56 memref.dealloc %filter3D_ndhwc : memref<?x?x?x?x?xf32> 57 memref.dealloc %in3D_ndhwc : memref<?x?x?x?x?xf32> 58 memref.dealloc %out3D_ndhwc : memref<?x?x?x?x?xf32> 59 return 60} 61 62// CHECK: Unranked Memref {{.*}} 63// CHECK-NEXT: [ 64// CHECK-SAME: [ 65// CHECK-SAME: [ 66// CHECK-SAME: [ 67// CHECK-SAME: [108], 68// CHECK-COUNT-3: [124], 69// CHECK-COUNT-2: [108] 70// CHECK-SAME: ], 71// CHECK-NEXT: [ 72// CHECK-COUNT-6: [108] 73// CHECK-SAME: ], 74// CHECK-NEXT: [ 75// CHECK-COUNT-6: [108] 76// CHECK-SAME: ], 77// CHECK-NEXT: [ 78// CHECK-COUNT-6: [108] 79// CHECK-SAME: ], 80// CHECK-NEXT: [ 81// CHECK-COUNT-6: [108] 82// CHECK-SAME: ], 83// CHECK-NEXT: [ 84// CHECK-COUNT-6: [108] 85// CHECK-SAME: ] 86// CHECK-SAME: ], 87// CHECK-NEXT: [ 88// CHECK-SAME: [ 89// CHECK-COUNT-6: [108] 90// CHECK-SAME: ], 91// CHECK-NEXT: [ 92// CHECK-COUNT-6: [108] 93// CHECK-SAME: ], 94// CHECK-NEXT: [ 95// CHECK-COUNT-6: [108] 96// CHECK-SAME: ], 97// CHECK-NEXT: [ 98// CHECK-COUNT-6: [108] 99// CHECK-SAME: ], 100// CHECK-NEXT: [ 101// CHECK-COUNT-6: [108] 102// CHECK-SAME: ], 103// CHECK-NEXT: [ 104// CHECK-COUNT-6: [108] 105// CHECK-SAME: ] 106// CHECK-SAME: ], 107// CHECK-NEXT: [ 108// CHECK-SAME: [ 109// CHECK-COUNT-6: [108] 110// CHECK-SAME: ], 111// CHECK-NEXT: [ 112// CHECK-COUNT-6: [108] 113// CHECK-SAME: ], 114// CHECK-NEXT: [ 115// CHECK-COUNT-6: [108] 116// CHECK-SAME: ], 117// CHECK-NEXT: [ 118// CHECK-COUNT-6: [108] 119// CHECK-SAME: ], 120// CHECK-NEXT: [ 121// CHECK-COUNT-6: [108] 122// CHECK-SAME: ], 123// CHECK-NEXT: [ 124// CHECK-COUNT-6: [108] 125// CHECK-SAME: ] 126// CHECK-SAME: ], 127// CHECK-NEXT: [ 128// CHECK-SAME: [ 129// CHECK-COUNT-6: [108] 130// CHECK-SAME: ], 131// CHECK-NEXT: [ 132// CHECK-COUNT-6: [108] 133// CHECK-SAME: ], 134// CHECK-NEXT: [ 135// CHECK-COUNT-6: [108] 136// CHECK-SAME: ], 137// CHECK-NEXT: [ 138// CHECK-COUNT-6: [108] 139// CHECK-SAME: ], 140// CHECK-NEXT: [ 141// CHECK-COUNT-6: [108] 142// CHECK-SAME: ], 143// CHECK-NEXT: [ 144// CHECK-COUNT-6: [108] 145// CHECK-SAME: ] 146// CHECK-SAME: ], 147// CHECK-NEXT: [ 148// CHECK-SAME: [ 149// CHECK-COUNT-6: [108] 150// CHECK-SAME: ], 151// CHECK-NEXT: [ 152// CHECK-COUNT-6: [108] 153// CHECK-SAME: ], 154// CHECK-NEXT: [ 155// CHECK-COUNT-6: [108] 156// CHECK-SAME: ], 157// CHECK-NEXT: [ 158// CHECK-COUNT-6: [108] 159// CHECK-SAME: ], 160// CHECK-NEXT: [ 161// CHECK-COUNT-6: [108] 162// CHECK-SAME: ], 163// CHECK-NEXT: [ 164// CHECK-COUNT-6: [108] 165// CHECK-SAME: ] 166// CHECK-SAME: ], 167// CHECK-NEXT: [ 168// CHECK-SAME: [ 169// CHECK-COUNT-6: [108] 170// CHECK-SAME: ], 171// CHECK-NEXT: [ 172// CHECK-COUNT-6: [108] 173// CHECK-SAME: ], 174// CHECK-NEXT: [ 175// CHECK-COUNT-6: [108] 176// CHECK-SAME: ], 177// CHECK-NEXT: [ 178// CHECK-COUNT-6: [108] 179// CHECK-SAME: ], 180// CHECK-NEXT: [ 181// CHECK-COUNT-6: [108] 182// CHECK-SAME: ], 183// CHECK-NEXT: [ 184// CHECK-COUNT-6: [108] 185// CHECK-SAME: ] 186// CHECK-SAME: ] 187// CHECK-SAME: ] 188// CHECK-SAME: ] 189