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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 3-D buffer of size (%s1, %s2, %s3) filled with the value %f15func.func @alloc_3d_filled_f32(%s1 : index, %s2 : index, %s3 : index, %f : f32) -> memref<?x?x?xf32> {16 %buf = memref.alloc(%s1, %s2, %s3) : memref<?x?x?xf32>17 linalg.fill ins(%f : f32) outs(%buf : memref<?x?x?xf32>)18 return %buf : memref<?x?x?xf32>19}20 21func.func @conv_1d_nwc_wcf(%arg0: memref<?x?x?xf32>, %arg1: memref<?x?x?xf32>, %arg2: memref<?x?x?xf32>) {22 linalg.conv_1d_nwc_wcf {dilations = dense<1> : tensor<1xi64>,23 strides = dense<1> : tensor<1xi64>}24 ins (%arg0, %arg1: memref<?x?x?xf32>, memref<?x?x?xf32>)25 outs (%arg2: memref<?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_1d_nwc_wcf"]} in %arg1 : (!transform.any_op) -> !transform.any_op32 %1, %loops:2 = transform.structured.tile_using_for %0 tile_sizes [2, 4] : (!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 %filter1D_nwc = call @alloc_3d_filled_f32(%c3, %c1, %c1, %val) : (index, index, index, f32) -> (memref<?x?x?xf32>)48 %in1D_nwc = call @alloc_3d_filled_f32(%c3, %c8, %c1, %val) : (index, index, index, f32) -> (memref<?x?x?xf32>)49 %out1D_nwc = call @alloc_3d_filled_f32(%c3, %c6, %c1, %zero) : (index, index, index, f32) -> (memref<?x?x?xf32>)50 51 memref.store %f10, %in1D_nwc[%c0, %c3, %c0] : memref<?x?x?xf32>52 call @conv_1d_nwc_wcf(%in1D_nwc, %filter1D_nwc, %out1D_nwc) : (memref<?x?x?xf32>, memref<?x?x?xf32>, memref<?x?x?xf32>) -> ()53 %out1D_nwc_ = memref.cast %out1D_nwc : memref<?x?x?xf32> to memref<*xf32>54 call @printMemrefF32(%out1D_nwc_): (memref<*xf32>) -> ()55 56 memref.dealloc %filter1D_nwc : memref<?x?x?xf32>57 memref.dealloc %in1D_nwc : memref<?x?x?xf32>58 memref.dealloc %out1D_nwc : memref<?x?x?xf32>59 return60}61 62// CHECK: Unranked Memref {{.*}}63// CHECK-NEXT: [64// CHECK-SAME: [65// CHECK-SAME: [12],66// CHECK-COUNT-3: [28],67// CHECK-NEXT: [12],68// CHECK-NEXT: [12]69// CHECK-SAME: ],70// CHECK-NEXT: [71// CHECK-COUNT-5: [12],72// CHECK-NEXT: [12]73// CHECK-SAME: ],74// CHECK-NEXT: [75// CHECK-COUNT-5: [12],76// CHECK-NEXT: [12]77// CHECK-SAME: ]78// CHECK-SAME: ]79