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

// 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 | \
// RUN: mlir-cpu-runner -e main -entry-point-result=void \
// RUN:   -shared-libs=%mlir_integration_test_dir/libmlir_runner_utils%shlibext \
// RUN: | FileCheck %s

// RUN: mlir-opt %s -linalg-tile="tile-sizes=0,5,5,5" -convert-linalg-to-loops -convert-scf-to-std \
// RUN:   -convert-linalg-to-llvm -lower-affine -convert-scf-to-std --convert-memref-to-llvm -convert-std-to-llvm -reconcile-unrealized-casts | \
// RUN: mlir-cpu-runner -e main -entry-point-result=void \
// RUN:   -shared-libs=%mlir_integration_test_dir/libmlir_runner_utils%shlibext \
// RUN: | FileCheck %s

// RUN: mlir-opt %s -test-conv-vectorization="tile-sizes=1,1,1,1,1,3,3,3,3" -convert-linalg-to-llvm -lower-affine -convert-scf-to-std -convert-vector-to-llvm --convert-memref-to-llvm -convert-std-to-llvm -reconcile-unrealized-casts | \
// RUN: mlir-cpu-runner -e main -entry-point-result=void \
// RUN:   -shared-libs=%mlir_integration_test_dir/libmlir_runner_utils%shlibext \
// RUN: | FileCheck %s

// RUN: mlir-opt %s -linalg-tile="tile-sizes=0,5,5,5" \
// RUN:   -test-conv-vectorization="tile-sizes=1,1,1,1,1,3,3,3,3" -convert-linalg-to-llvm -lower-affine -convert-scf-to-std -convert-vector-to-llvm --convert-memref-to-llvm -convert-std-to-llvm -reconcile-unrealized-casts | \
// RUN: mlir-cpu-runner -e main -entry-point-result=void \
// RUN:   -shared-libs=%mlir_integration_test_dir/libmlir_runner_utils%shlibext \
// RUN: | FileCheck %s

func private @print_memref_f32(memref<*xf32>)

// Creates and returns 5-D buffer of size (%s1, %s2, %s3, %s4, %s5) filled with the value %f
func @alloc_5d_filled_f32(%s1 : index, %s2 : index, %s3 : index, %s4 : index, %s5 : index, %f : f32) -> memref<?x?x?x?x?xf32> {
  %buf = memref.alloc(%s1, %s2, %s3, %s4, %s5) : memref<?x?x?x?x?xf32>
  linalg.fill(%f, %buf) : f32, memref<?x?x?x?x?xf32>
  return %buf : memref<?x?x?x?x?xf32>
}

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>) {
  linalg.conv_3d_ndhwc_dhwcf {dilations = dense<1> : tensor<3xi64>,
                           strides = dense<1> : tensor<3xi64>}
     ins (%arg0, %arg1: memref<?x?x?x?x?xf32>, memref<?x?x?x?x?xf32>)
    outs (%arg2: memref<?x?x?x?x?xf32>)
  return
}


func @main() {
  %c0 = arith.constant 0 : index
  %c1 = arith.constant 1 : index
  %c3 = arith.constant 3 : index
  %c6 = arith.constant 6 : index
  %c8 = arith.constant 8 : index
  %f10 = arith.constant 10.00000e+00 : f32
  %val = arith.constant 2.00000e+00 : f32
  %zero = arith.constant 0.00000e+00 : f32

  %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>)
  %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>)
  %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>)

  memref.store %f10, %in3D_ndhwc[%c0, %c0, %c0, %c3, %c0] : memref<?x?x?x?x?xf32>
  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>) -> ()
  %out3D_ndhwc_ = memref.cast %out3D_ndhwc : memref<?x?x?x?x?xf32> to memref<*xf32>
  call @print_memref_f32(%out3D_ndhwc_): (memref<*xf32>) -> ()

  memref.dealloc %filter3D_ndhwc : memref<?x?x?x?x?xf32>
  memref.dealloc %in3D_ndhwc : memref<?x?x?x?x?xf32>
  memref.dealloc %out3D_ndhwc : memref<?x?x?x?x?xf32>
  return
}

// CHECK:       Unranked Memref {{.*}}
// CHECK-NEXT:  [
// CHECK-SAME:   [
// CHECK-SAME:    [
// CHECK-SAME:     [
// CHECK-SAME:      [108],
// CHECK-COUNT-3:   [124],
// CHECK-COUNT-2:   [108]
// CHECK-SAME:     ],
// CHECK-NEXT:     [
// CHECK-COUNT-6:   [108]
// CHECK-SAME:     ],
// CHECK-NEXT:     [
// CHECK-COUNT-6:   [108]
// CHECK-SAME:     ],
// CHECK-NEXT:     [
// CHECK-COUNT-6:   [108]
// CHECK-SAME:     ],
// CHECK-NEXT:     [
// CHECK-COUNT-6:   [108]
// CHECK-SAME:     ],
// CHECK-NEXT:     [
// CHECK-COUNT-6:   [108]
// CHECK-SAME:     ]
// CHECK-SAME:    ],
// CHECK-NEXT:    [
// CHECK-SAME:     [
// CHECK-COUNT-6:   [108]
// CHECK-SAME:     ],
// CHECK-NEXT:     [
// CHECK-COUNT-6:   [108]
// CHECK-SAME:     ],
// CHECK-NEXT:     [
// CHECK-COUNT-6:   [108]
// CHECK-SAME:     ],
// CHECK-NEXT:     [
// CHECK-COUNT-6:   [108]
// CHECK-SAME:     ],
// CHECK-NEXT:     [
// CHECK-COUNT-6:   [108]
// CHECK-SAME:     ],
// CHECK-NEXT:     [
// CHECK-COUNT-6:   [108]
// CHECK-SAME:     ]
// CHECK-SAME:    ],
// CHECK-NEXT:    [
// CHECK-SAME:     [
// CHECK-COUNT-6:   [108]
// CHECK-SAME:     ],
// CHECK-NEXT:     [
// CHECK-COUNT-6:   [108]
// CHECK-SAME:     ],
// CHECK-NEXT:     [
// CHECK-COUNT-6:   [108]
// CHECK-SAME:     ],
// CHECK-NEXT:     [
// CHECK-COUNT-6:   [108]
// CHECK-SAME:     ],
// CHECK-NEXT:     [
// CHECK-COUNT-6:   [108]
// CHECK-SAME:     ],
// CHECK-NEXT:     [
// CHECK-COUNT-6:   [108]
// CHECK-SAME:     ]
// CHECK-SAME:    ],
// CHECK-NEXT:    [
// CHECK-SAME:     [
// CHECK-COUNT-6:   [108]
// CHECK-SAME:     ],
// CHECK-NEXT:     [
// CHECK-COUNT-6:   [108]
// CHECK-SAME:     ],
// CHECK-NEXT:     [
// CHECK-COUNT-6:   [108]
// CHECK-SAME:     ],
// CHECK-NEXT:     [
// CHECK-COUNT-6:   [108]
// CHECK-SAME:     ],
// CHECK-NEXT:     [
// CHECK-COUNT-6:   [108]
// CHECK-SAME:     ],
// CHECK-NEXT:     [
// CHECK-COUNT-6:   [108]
// CHECK-SAME:     ]
// CHECK-SAME:    ],
// CHECK-NEXT:    [
// CHECK-SAME:     [
// CHECK-COUNT-6:   [108]
// CHECK-SAME:     ],
// CHECK-NEXT:     [
// CHECK-COUNT-6:   [108]
// CHECK-SAME:     ],
// CHECK-NEXT:     [
// CHECK-COUNT-6:   [108]
// CHECK-SAME:     ],
// CHECK-NEXT:     [
// CHECK-COUNT-6:   [108]
// CHECK-SAME:     ],
// CHECK-NEXT:     [
// CHECK-COUNT-6:   [108]
// CHECK-SAME:     ],
// CHECK-NEXT:     [
// CHECK-COUNT-6:   [108]
// CHECK-SAME:     ]
// CHECK-SAME:    ],
// CHECK-NEXT:    [
// CHECK-SAME:     [
// CHECK-COUNT-6:   [108]
// CHECK-SAME:     ],
// CHECK-NEXT:     [
// CHECK-COUNT-6:   [108]
// CHECK-SAME:     ],
// CHECK-NEXT:     [
// CHECK-COUNT-6:   [108]
// CHECK-SAME:     ],
// CHECK-NEXT:     [
// CHECK-COUNT-6:   [108]
// CHECK-SAME:     ],
// CHECK-NEXT:     [
// CHECK-COUNT-6:   [108]
// CHECK-SAME:     ],
// CHECK-NEXT:     [
// CHECK-COUNT-6:   [108]
// CHECK-SAME:     ]
// CHECK-SAME:    ]
// CHECK-SAME:   ]
// CHECK-SAME:  ]