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1// RUN: mlir-opt %s -transform-interpreter -split-input-file | FileCheck %s2 3// CHECK-LABEL: masked_matmul4func.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.contract14 // 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 return19}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 %module24 : (!transform.any_op) -> !transform.any_op25 %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_op31 32 %func = transform.structured.match ops{["func.func"]} in %module33 : (!transform.any_op) -> !transform.any_op34 transform.apply_patterns to %func {35 transform.apply_patterns.vector.lower_masked_transfers36 transform.apply_patterns.vector.transfer_permutation_patterns37 transform.apply_patterns.vector.reduction_to_contract38 } : !transform.any_op39 transform.yield40 }41}42