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1// RUN: mlir-opt %s --transform-interpreter -test-transform-dialect-erase-schedule --test-lower-to-llvm --split-input-file | FileCheck %s2 3// CHECK-LABEL: llvm.func @matmul_tensors4func.func @matmul_tensors(5 %arg0: tensor<2x4xf32>, %arg1: tensor<4x6xf32>, %arg2: tensor<2x6xf32>)6 -> tensor<2x6xf32> {7// CHECK-NOT: linalg8// CHECK: llvm.intr.fmuladd{{.*}}9 %0 = linalg.matmul ins(%arg0, %arg1: tensor<2x4xf32>, tensor<4x6xf32>)10 outs(%arg2: tensor<2x6xf32>)11 -> tensor<2x6xf32>12 return %0 : tensor<2x6xf32>13}14 15module attributes {transform.with_named_sequence} {16 transform.named_sequence @__transform_main(%module_op: !transform.any_op {transform.consumed}) {17 %0 = transform.structured.match ops{["linalg.matmul"]} in %module_op : (!transform.any_op) -> !transform.any_op18 %1, %loops:3 = transform.structured.tile_using_for %0 tile_sizes [2, 2, 2] : (!transform.any_op) -> (!transform.any_op, !transform.any_op, !transform.any_op, !transform.any_op)19 %2 = transform.get_parent_op %1 {isolated_from_above} : (!transform.any_op) -> !transform.any_op20 transform.structured.vectorize_children_and_apply_patterns %2 : (!transform.any_op) -> !transform.any_op21 %b = transform.bufferization.one_shot_bufferize layout{IdentityLayoutMap}22 %module_op {bufferize_function_boundaries = true}23 : (!transform.any_op) -> !transform.any_op24 25 %f = transform.structured.match ops{["func.func"]} in %b26 : (!transform.any_op) -> !transform.any_op27 28 // TODO: group these lower-level controls into various properly named vector29 // lowering TD macros.30 transform.apply_patterns to %f {31 transform.apply_patterns.vector.lower_contraction lowering_strategy = "outerproduct"32 transform.apply_patterns.vector.transfer_permutation_patterns33 transform.apply_patterns.vector.lower_multi_reduction lowering_strategy = "innerparallel"34 transform.apply_patterns.vector.split_transfer_full_partial split_transfer_strategy = "linalg-copy"35 transform.apply_patterns.vector.transfer_to_scf max_transfer_rank = 1 full_unroll = true36 transform.apply_patterns.vector.lower_transfer max_transfer_rank = 137 transform.apply_patterns.vector.lower_shape_cast38 transform.apply_patterns.vector.lower_transpose lowering_strategy = "shuffle_1d"39 } : !transform.any_op40 transform.yield41 }42}43