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// RUN: mlir-opt %s -test-transform-dialect-erase-schedule -convert-linalg-to-loops -convert-scf-to-cf -convert-linalg-to-llvm -expand-strided-metadata -lower-affine -convert-arith-to-llvm -convert-scf-to-cf --finalize-memref-to-llvm -convert-func-to-llvm -reconcile-unrealized-casts | \
// RUN: mlir-cpu-runner -e main -entry-point-result=void \
// RUN: -shared-libs=%mlir_runner_utils \
// RUN: | FileCheck %s
// RUN: mlir-opt %s -test-transform-dialect-interpreter -test-transform-dialect-erase-schedule -convert-linalg-to-loops -convert-scf-to-cf \
// RUN: -convert-linalg-to-llvm -expand-strided-metadata -lower-affine -convert-arith-to-llvm -convert-scf-to-cf --finalize-memref-to-llvm -convert-func-to-llvm -reconcile-unrealized-casts | \
// RUN: mlir-cpu-runner -e main -entry-point-result=void \
// RUN: -shared-libs=%mlir_runner_utils \
// RUN: | FileCheck %s
func.func private @printMemrefF32(memref<*xf32>)
// Creates and returns 4-D buffer of size (%s1, %s2, %s3, %s4) filled with the value %f
func.func @alloc_4d_filled_f32(%s1 : index, %s2 : index, %s3 : index, %s4 : index, %f : f32) -> memref<?x?x?x?xf32> {
%buf = memref.alloc(%s1, %s2, %s3, %s4) : memref<?x?x?x?xf32>
linalg.fill ins(%f : f32) outs(%buf : memref<?x?x?x?xf32>)
return %buf : memref<?x?x?x?xf32>
}
func.func @conv_2d_nhwc_hwcf(%arg0: memref<?x?x?x?xf32>, %arg1: memref<?x?x?x?xf32>, %arg2: memref<?x?x?x?xf32>) {
linalg.conv_2d_nhwc_hwcf {dilations = dense<1> : tensor<2xi64>,
strides = dense<1> : tensor<2xi64>}
ins (%arg0, %arg1: memref<?x?x?x?xf32>, memref<?x?x?x?xf32>)
outs (%arg2: memref<?x?x?x?xf32>)
return
}
transform.sequence failures(propagate) {
^bb0(%arg1: !transform.any_op):
%0 = transform.structured.match ops{["linalg.conv_2d_nhwc_hwcf"]} in %arg1 : (!transform.any_op) -> !transform.any_op
%1, %loops:4 = transform.structured.tile %0 [2, 3, 3, 2] : (!transform.any_op) -> (!transform.any_op, !transform.any_op, !transform.any_op, !transform.any_op, !transform.any_op)
}
func.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
%filter2D_nhwc = call @alloc_4d_filled_f32(%c3, %c3, %c3, %c1, %val) :(index, index, index, index, f32) -> (memref<?x?x?x?xf32>)
%in2D_nhwc = call @alloc_4d_filled_f32(%c3, %c8, %c8, %c3, %val) : (index, index, index, index, f32) -> (memref<?x?x?x?xf32>)
%out2D_nhwc = call @alloc_4d_filled_f32(%c3, %c6, %c6, %c1, %zero) : (index, index, index, index, f32) -> (memref<?x?x?x?xf32>)
memref.store %f10, %in2D_nhwc[%c0, %c0, %c3, %c0] : memref<?x?x?x?xf32>
call @conv_2d_nhwc_hwcf(%in2D_nhwc, %filter2D_nhwc, %out2D_nhwc) : (memref<?x?x?x?xf32>, memref<?x?x?x?xf32>, memref<?x?x?x?xf32>) -> ()
%out2D_nhwc_ = memref.cast %out2D_nhwc : memref<?x?x?x?xf32> to memref<*xf32>
call @printMemrefF32(%out2D_nhwc_): (memref<*xf32>) -> ()
memref.dealloc %filter2D_nhwc : memref<?x?x?x?xf32>
memref.dealloc %in2D_nhwc : memref<?x?x?x?xf32>
memref.dealloc %out2D_nhwc : memref<?x?x?x?xf32>
return
}
// CHECK: Unranked Memref {{.*}}
// CHECK-NEXT: [
// 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-SAME: ]
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