1// RUN: mlir-opt %s -transform-interpreter -split-input-file | FileCheck %s 2 3// CHECK-LABEL: masked_matmul 4func.func @masked_matmul(%module: memref<?x?xf32>, %arg1: memref<?x?xf32>, %arg2: memref<?x?xf32>) { 5 6 // CHECK: %[[MLHS:.*]] = vector.create_mask {{.*}} : vector<8x8xi1> 7 // CHECK: %[[LHS:.*]] = vector.transfer_read %{{.*}}, %[[MLHS]] {in_bounds = [true, true]} : memref<?x?xf32, strided<[?, 1], offset: ?>>, vector<8x8xf32> 8 // CHECK: %[[MRHS:.*]] = vector.create_mask {{.*}} : vector<8x8xi1> 9 // CHECK: %[[RHS:.*]] = vector.transfer_read %{{.*}}, %[[MRHS]] {in_bounds = [true, true]} : memref<?x?xf32, strided<[?, 1], offset: ?>>, vector<8x8xf32> 10 // CHECK: %[[MACC:.*]] = vector.create_mask {{.*}} : vector<8x8xi1> 11 // CHECK: %[[ACC:.*]] = vector.transfer_read {{.*}}, %[[MACC]] {in_bounds = [true, true]} : memref<?x?xf32, strided<[?, 1], offset: ?>>, vector<8x8xf32> 12 // CHECK: %[[MRES:.*]] = vector.create_mask {{.*}} : vector<8x8x8xi1> 13 // CHECK: %[[RES:.*]] = vector.mask %[[MRES]] { vector.contract 14 // CHECK-SAME: : vector<8x8xf32>, vector<8x8xf32> into vector<8x8xf32> 15 // CHECK-SAME: : vector<8x8x8xi1> -> vector<8x8xf32> 16 // CHECK: vector.transfer_write %[[RES]], %{{.*}}, %[[MACC]] {in_bounds = [true, true]} : vector<8x8xf32>, memref<?x?xf32, strided<[?, 1], offset: ?>> 17 linalg.matmul ins(%module, %arg1 : memref<?x?xf32>, memref<?x?xf32>) outs(%arg2 : memref<?x?xf32>) 18 return 19} 20 21module attributes {transform.with_named_sequence} { 22 transform.named_sequence @__transform_main(%module: !transform.any_op {transform.readonly}) { 23 %0 = transform.structured.match ops{["linalg.matmul"]} in %module 24 : (!transform.any_op) -> !transform.any_op 25 %tiled_linalg_op, %loops:3 = transform.structured.tile_using_for %0 tile_sizes [64, 128, 256] 26 : (!transform.any_op) -> (!transform.any_op, !transform.any_op, !transform.any_op, !transform.any_op) 27 %tiled_linalg_op_0, %loops_1:3 = transform.structured.tile_using_for %tiled_linalg_op tile_sizes [8, 8, 8] 28 : (!transform.any_op) -> (!transform.any_op, !transform.any_op, !transform.any_op, !transform.any_op) 29 transform.structured.vectorize %tiled_linalg_op_0 vector_sizes [8, 8, 8] 30 : !transform.any_op 31 32 %func = transform.structured.match ops{["func.func"]} in %module 33 : (!transform.any_op) -> !transform.any_op 34 transform.apply_patterns to %func { 35 transform.apply_patterns.vector.lower_masked_transfers 36 transform.apply_patterns.vector.transfer_permutation_patterns 37 transform.apply_patterns.vector.reduction_to_contract 38 } : !transform.any_op 39 transform.yield 40 } 41} 42