| // RUN: iree-dialects-opt -linalg-transform-interp %s | FileCheck %s |
| |
| // CHECK-LABEL: func @matmul_tensors( |
| // CHECK-SAME: %[[TA:[0-9a-z]+]]: tensor<128x128xf32> |
| // CHECK-SAME: %[[TB:[0-9a-z]+]]: tensor<128x128xf32> |
| // CHECK-SAME: %[[TC:[0-9a-z]+]]: tensor<128x128xf32> |
| // CHECK-SAME: -> tensor<128x128xf32> { |
| func @matmul_tensors( |
| %arg0: tensor<128x128xf32>, %arg1: tensor<128x128xf32>, %arg2: tensor<128x128xf32> { linalg.inplaceable = true}) |
| -> tensor<128x128xf32> { |
| // CHECK: %[[TD0:.*]] = scf.for {{.*}} to {{.*}} step {{.*}} iter_args(%[[TC0:.*]] = %[[TC]]) -> (tensor<128x128xf32>) { |
| // CHECK: %[[TD1:.*]] = scf.for {{.*}} to {{.*}} step {{.*}} iter_args(%[[TC1:.*]] = %[[TC0]]) -> (tensor<128x128xf32>) { |
| // CHECK: %[[TD2:.*]] = scf.for {{.*}} to {{.*}} step {{.*}} iter_args(%[[TC2:.*]] = %[[TC1]]) -> (tensor<128x128xf32>) { |
| // CHECK: %[[sTA:.*]] = tensor.extract_slice %[[TA]][{{.*}}] : tensor<128x128xf32> to tensor<4x4xf32> |
| // CHECK: %[[sTB:.*]] = tensor.extract_slice %[[TB]][{{.*}}] : tensor<128x128xf32> to tensor<4x4xf32> |
| // CHECK: %[[sTC:.*]] = tensor.extract_slice %[[TC2]][{{.*}}] : tensor<128x128xf32> to tensor<4x4xf32> |
| // CHECK: %[[sTD:.*]] = linalg.matmul ins(%[[sTA]], %[[sTB]] : tensor<4x4xf32>, tensor<4x4xf32>) |
| // CHECK-SAME: outs(%[[sTC]] : tensor<4x4xf32>) -> tensor<4x4xf32> |
| // CHECK: %[[TD:.*]] = tensor.insert_slice %[[sTD]] into %[[TC2]][{{.*}}] : tensor<4x4xf32> into tensor<128x128xf32> |
| // CHECK: scf.yield %[[TD]] : tensor<128x128xf32> |
| // CHECK: scf.yield %[[TD2]] : tensor<128x128xf32> |
| // CHECK: scf.yield %[[TD1]] : tensor<128x128xf32> |
| %0 = linalg.matmul ins(%arg0, %arg1: tensor<128x128xf32>, tensor<128x128xf32>) |
| outs(%arg2: tensor<128x128xf32>) |
| -> tensor<128x128xf32> |
| |
| // CHECK: return %[[TD0]] : tensor<128x128xf32> |
| return %0 : tensor<128x128xf32> |
| } |
| |
| transform.with_pdl_patterns { |
| ^bb0(%arg0: !pdl.operation): |
| pdl.pattern @pdl_target : benefit(1) { |
| %args = operands |
| %results = types |
| %0 = operation "linalg.matmul"(%args : !pdl.range<value>) -> (%results : !pdl.range<type>) |
| %1 = pdl.attribute @matmul_tensors |
| apply_native_constraint "nestedInFunc"(%0, %1 : !pdl.operation, !pdl.attribute) |
| // TODO: we don't want this, but it is the required terminator for pdl.pattern |
| rewrite %0 with "transform.dialect" |
| } |
| |
| transform.structured.canonicalized_sequence %arg0 { |
| ^bb1(%arg1: !pdl.operation): |
| %0 = pdl_match @pdl_target in %arg1 |
| %1, %loops:3 = transform.structured.tile %0 {sizes = [4, 4, 4]} |
| print %1 {name = "Tiled"} |
| } |
| } |
