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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 %s5 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 %s11 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 %f15func.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 return27}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_op32 %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.yield34 }35}36 37func.func @main() {38 %c0 = arith.constant 0 : index39 %c1 = arith.constant 1 : index40 %c3 = arith.constant 3 : index41 %c6 = arith.constant 6 : index42 %c8 = arith.constant 8 : index43 %f10 = arith.constant 10.00000e+00 : f3244 %val = arith.constant 2.00000e+00 : f3245 %zero = arith.constant 0.00000e+00 : f3246 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 return60}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