mlir/test/Integration/Dialect/Linalg/CPU/test-conv-3d-ndhwc-dhwcf-call.mlir

   1 // RUN: mlir-opt %s -convert-linalg-to-loops -convert-scf-to-std -convert-linalg-to-llvm -lower-affine -convert-scf-to-std --convert-memref-to-llvm -convert-std-to-llvm -reconcile-unrealized-casts | \
   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="tile-sizes=0,5,5,5" -convert-linalg-to-loops -convert-scf-to-std \
   7 // RUN:   -convert-linalg-to-llvm -lower-affine -convert-scf-to-std --convert-memref-to-llvm -convert-std-to-llvm -reconcile-unrealized-casts | \
   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 func private @print_memref_f32(memref<*xf32>)
  13
  14 // Creates and returns 5-D buffer of size (%s1, %s2, %s3, %s4, %s5) filled with the value %f
  15 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(%f, %buf) : f32, memref<?x?x?x?x?xf32>
  18   return %buf : memref<?x?x?x?x?xf32>
  19 }
  20
  21 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
  29
  30 func @main() {
  31   %c0 = arith.constant 0 : index
  32   %c1 = arith.constant 1 : index
  33   %c3 = arith.constant 3 : index
  34   %c6 = arith.constant 6 : index
  35   %c8 = arith.constant 8 : index
  36   %f10 = arith.constant 10.00000e+00 : f32
  37   %val = arith.constant 2.00000e+00 : f32
  38   %zero = arith.constant 0.00000e+00 : f32
  39
  40   %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>)
  41   %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>)
  42   %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>)
  43
  44   memref.store %f10, %in3D_ndhwc[%c0, %c0, %c0, %c3, %c0] : memref<?x?x?x?x?xf32>
  45   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>) -> ()
  46   %out3D_ndhwc_ = memref.cast %out3D_ndhwc : memref<?x?x?x?x?xf32> to memref<*xf32>
  47   call @print_memref_f32(%out3D_ndhwc_): (memref<*xf32>) -> ()
  48
  49   memref.dealloc %filter3D_ndhwc : memref<?x?x?x?x?xf32>
  50   memref.dealloc %in3D_ndhwc : memref<?x?x?x?x?xf32>
  51   memref.dealloc %out3D_ndhwc : memref<?x?x?x?x?xf32>
  52   return
  53 }
  54
  55 // CHECK:       Unranked Memref {{.*}}
  56 // CHECK-NEXT:  [
  57 // CHECK-SAME:   [
  58 // CHECK-SAME:    [
  59 // CHECK-SAME:     [
  60 // CHECK-SAME:      [108],
  61 // CHECK-COUNT-3:   [124],
  62 // CHECK-COUNT-2:   [108]
  63 // CHECK-SAME:     ],
  64 // CHECK-NEXT:     [
  65 // CHECK-COUNT-6:   [108]
  66 // CHECK-SAME:     ],
  67 // CHECK-NEXT:     [
  68 // CHECK-COUNT-6:   [108]
  69 // CHECK-SAME:     ],
  70 // CHECK-NEXT:     [
  71 // CHECK-COUNT-6:   [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-SAME:    ],
  80 // CHECK-NEXT:    [
  81 // CHECK-SAME:     [
  82 // CHECK-COUNT-6:   [108]
  83 // CHECK-SAME:     ],
  84 // CHECK-NEXT:     [
  85 // CHECK-COUNT-6:   [108]
  86 // CHECK-SAME:     ],
  87 // CHECK-NEXT:     [
  88 // CHECK-COUNT-6:   [108]
  89 // CHECK-SAME:     ],
  90 // CHECK-NEXT:     [
  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-SAME:    ],
 100 // CHECK-NEXT:    [
 101 // CHECK-SAME:     [
 102 // CHECK-COUNT-6:   [108]
 103 // CHECK-SAME:     ],
 104 // CHECK-NEXT:     [
 105 // CHECK-COUNT-6:   [108]
 106 // CHECK-SAME:     ],
 107 // CHECK-NEXT:     [
 108 // CHECK-COUNT-6:   [108]
 109 // CHECK-SAME:     ],
 110 // CHECK-NEXT:     [
 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-SAME:    ],
 120 // CHECK-NEXT:    [
 121 // CHECK-SAME:     [
 122 // CHECK-COUNT-6:   [108]
 123 // CHECK-SAME:     ],
 124 // CHECK-NEXT:     [
 125 // CHECK-COUNT-6:   [108]
 126 // CHECK-SAME:     ],
 127 // CHECK-NEXT:     [
 128 // CHECK-COUNT-6:   [108]
 129 // CHECK-SAME:     ],
 130 // CHECK-NEXT:     [
 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-SAME:    ],
 140 // CHECK-NEXT:    [
 141 // CHECK-SAME:     [
 142 // CHECK-COUNT-6:   [108]
 143 // CHECK-SAME:     ],
 144 // CHECK-NEXT:     [
 145 // CHECK-COUNT-6:   [108]
 146 // CHECK-SAME:     ],
 147 // CHECK-NEXT:     [
 148 // CHECK-COUNT-6:   [108]
 149 // CHECK-SAME:     ],
 150 // CHECK-NEXT:     [
 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-SAME:    ],
 160 // CHECK-NEXT:    [
 161 // CHECK-SAME:     [
 162 // CHECK-COUNT-6:   [108]
 163 // CHECK-SAME:     ],
 164 // CHECK-NEXT:     [
 165 // CHECK-COUNT-6:   [108]
 166 // CHECK-SAME:     ],
 167 // CHECK-NEXT:     [
 168 // CHECK-COUNT-6:   [108]
 169 // CHECK-SAME:     ],
 170 // CHECK-NEXT:     [
 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-SAME:    ]
 180 // CHECK-SAME:   ]
 181 // CHECK-SAME:  ]