// RUN: mlir-opt %s -transform-interpreter -split-input-file -verify-diagnostics | FileCheck %s // CHECK: #[[$MAP:.*]] = affine_map<(d0, d1) -> (d1, d0)> // CHECK-LABEL: @interchange_generic func.func @interchange_generic(%arg0: tensor, %arg1: tensor) -> tensor { // CHECK: linalg.generic // CHECK-SAME: indexing_maps = [#[[$MAP]], #[[$MAP]] %0 = linalg.generic { indexing_maps = [affine_map<(d0, d1) -> (d0, d1)>, affine_map<(d0, d1) -> (d0, d1)>], iterator_types = ["parallel", "parallel"] } ins(%arg0 : tensor) outs(%arg1 : tensor) { ^bb0(%arg2: f32, %arg3: f32): %1 = math.exp %arg2 : f32 linalg.yield %1 : f32 } -> tensor return %0 : tensor } module attributes {transform.with_named_sequence} { transform.named_sequence @__transform_main(%arg1: !transform.any_op {transform.readonly}) { %0 = transform.structured.match ops{["linalg.generic"]} in %arg1 : (!transform.any_op) -> !transform.any_op transform.structured.interchange %0 iterator_interchange = [1, 0] : (!transform.any_op) -> !transform.any_op transform.yield } } // ----- func.func @interchange_matmul(%arg0: tensor, %arg1: tensor, %arg2: tensor) -> tensor { // expected-note @below {{when applied to this op}} %0 = linalg.matmul ins(%arg0, %arg1 : tensor, tensor) outs(%arg2 : tensor) -> tensor return %0 : tensor } module attributes {transform.with_named_sequence} { transform.named_sequence @__transform_main(%arg1: !transform.any_op {transform.readonly}) { %0 = transform.structured.match ops{["linalg.matmul"]} in %arg1 : (!transform.any_op) -> !transform.any_op // expected-error @below {{transform applied to the wrong op kind}} transform.structured.interchange %0 iterator_interchange = [1, 0] : (!transform.any_op) -> !transform.any_op transform.yield } } // ----- func.func @too_many_iters(%0: tensor, %1: tensor) -> tensor { %r = linalg.generic { indexing_maps = [affine_map<(d0, d1) -> (d0, d1)>, affine_map<(d0, d1) -> (d0, d1)>], iterator_types = ["parallel", "parallel"] } ins(%0: tensor) outs(%1: tensor) { ^bb0(%2: f32, %3: f32): %4 = arith.mulf %2, %2 : f32 linalg.yield %4 : f32 } -> tensor return %r : tensor } module attributes {transform.with_named_sequence} { transform.named_sequence @__transform_main(%arg0: !transform.any_op {transform.readonly}) { %0 = transform.structured.match ops{["linalg.generic"]} in %arg0 : (!transform.any_op) -> !transform.any_op // expected-error @below {{"iterator_interchange" has length (3) different from the number of loops in the target operation (2)}} transform.structured.interchange %0 iterator_interchange = [2,1,0] : (!transform.any_op) -> !transform.any_op transform.yield } }