// RUN: mlir-opt %s -transform-interpreter -canonicalize | FileCheck %s // CHECK-DAG: #[[MAP0:.*]] = affine_map<(d0)[s0] -> (-d0 + s0, 2)> // CHECK-DAG: #[[MAP1:.*]] = affine_map<(d0)[s0] -> (-d0 + s0, 3)> // CHECK-DAG: #[[MAP2:.*]] = affine_map<(d0)[s0] -> (d0 + s0 - 1)> func.func @conv(%arg0 : memref, %arg1 : memref, %arg2 : memref) { linalg.conv_2d ins(%arg0, %arg1 : memref, memref) outs(%arg2 : memref) return } module attributes {transform.with_named_sequence} { transform.named_sequence @__transform_main(%arg1: !transform.any_op {transform.readonly}) { %0 = transform.structured.match ops{["linalg.conv_2d"]} in %arg1 : (!transform.any_op) -> !transform.any_op %1, %loop:2 = transform.structured.tile_using_for %0 [2, 3] : (!transform.any_op) -> (!transform.any_op, !transform.any_op, !transform.any_op) transform.yield } } // CHECK: func @conv // CHECK-SAME: %[[ARG0:[a-zA-Z0-9_]*]]: memref // CHECK-SAME: %[[ARG1:[a-zA-Z0-9_]*]]: memref // CHECK-SAME: %[[ARG2:[a-zA-Z0-9_]*]]: memref // CHECK-DAG: %[[C0:.*]] = arith.constant 0 : index // CHECK-DAG: %[[C1:.*]] = arith.constant 1 : index // CHECK-DAG: %[[C2:.*]] = arith.constant 2 : index // CHECK-DAG: %[[C3:.*]] = arith.constant 3 : index // CHECK-DAG: %[[KH:.*]] = memref.dim %[[ARG1]], %[[C0]] // CHECK-DAG: %[[KW:.*]] = memref.dim %[[ARG1]], %[[C1]] // CHECK-DAG: %[[H:.*]] = memref.dim %[[ARG2]], %[[C0]] // CHECK-DAG: %[[W:.*]] = memref.dim %[[ARG2]], %[[C1]] // CHECK: scf.for %[[I:.*]] = %[[C0]] to %[[H]] step %[[C2]] // CHECK: %[[T4:.*]] = affine.min #[[MAP0]](%[[I]])[%[[H]]] // CHECK: scf.for %[[J:.*]] = %[[C0]] to %[[W]] step %[[C3]] // CHECK-DAG: %[[T5:.*]] = affine.min #[[MAP1]](%[[J]])[%[[W]]] // CHECK-DAG: %[[T6:.*]] = affine.apply #[[MAP2]](%[[T4]])[%[[KH]]] // CHECK-DAG: %[[T7:.*]] = affine.apply #[[MAP2]](%[[T5]])[%[[KW]]] // CHECK-DAG: %[[SVIN:.*]] = memref.subview %[[ARG0]][%[[I]], %[[J]]] [%[[T6]], %[[T7]]] // CHECK-DAG: %[[SVKER:.*]] = memref.subview %[[ARG1]][0, 0] [%[[KH]], %[[KW]]] // CHECK-DAG: %[[SVOUT:.*]] = memref.subview %[[ARG2]][%[[I]], %[[J]]] [%[[T4]], %[[T5]]] // CHECK: linalg.conv_2d // CHECK-SAME: ins(%[[SVIN]], %[[SVKER]] // CHECK-SAME: outs(%[[SVOUT]]