| // RUN: mlir-opt %s -transform-interpreter -canonicalize -split-input-file | FileCheck %s |
| |
| func.func @gemm(%a : memref<?x?xf32>, %b : memref<?x?xf32>, %c : memref<?x?xf32>) |
| { |
| linalg.matmul ins(%a, %b: memref<?x?xf32>, memref<?x?xf32>) |
| outs(%c: memref<?x?xf32>) |
| return |
| } |
| |
| // CHECK: func @gemm |
| // CHECK-SAME: %[[ARG0:[a-zA-Z0-9_]+]]: memref<?x?xf32> |
| // CHECK-SAME: %[[ARG1:[a-zA-Z0-9_]+]]: memref<?x?xf32> |
| // CHECK-SAME: %[[ARG2:[a-zA-Z0-9_]+]]: memref<?x?xf32> |
| // CHECK-DAG: %[[C0:.+]] = arith.constant 0 : index |
| // CHECK: scf.for |
| // CHECK: scf.for |
| // CHECK: scf.for |
| // CHECK: %[[svA:.+]] = memref.subview %[[ARG0]] |
| // CHECK: %[[svB:.+]] = memref.subview %[[ARG1]] |
| // CHECK: %[[svC:.+]] = memref.subview %[[ARG2]] |
| |
| // CHECK: %[[tmpA:.*]] = memref.alloc() : memref<1024xi8> |
| // CHECK: %[[VA:.*]] = memref.view %[[tmpA]][%[[C0]]][] : memref<1024xi8> to memref<16x16xf32> |
| // CHECK: %[[svAA:.+]] = memref.subview %[[VA]] |
| |
| // CHECK: %[[tmpC:.*]] = memref.alloc() : memref<1024xi8> |
| // CHECK: %[[VC:.*]] = memref.view %[[tmpC]][%[[C0]]][] : memref<1024xi8> to memref<16x16xf32> |
| // CHECK: %[[svCC:.+]] = memref.subview %[[VC]] |
| |
| // CHECK: linalg.copy ins(%[[svA]] : memref<?x?xf32, strided<[?, 1], offset: ?>>) outs(%[[svAA]] : memref<?x?xf32, strided<[16, 1]>>) |
| // CHECK: linalg.copy ins(%[[svC]] : memref<?x?xf32, strided<[?, 1], offset: ?>>) outs(%[[svCC]] : memref<?x?xf32, strided<[16, 1]>>) |
| // CHECK: linalg.matmul ins(%[[VA]], %[[svB]]{{.*}} outs(%[[VC]] |
| // CHECK: linalg.copy ins(%[[svCC]] : memref<?x?xf32, strided<[16, 1]>>) outs(%[[svC]] : memref<?x?xf32, strided<[?, 1], offset: ?>>) |
| // CHECK: memref.dealloc %[[tmpA]] |
| // CHECK: memref.dealloc %[[tmpC]] |
| |
| 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 |
| %1, %loops:3 = transform.structured.tile_using_for %0 [16, 16, 16] : (!transform.any_op) -> (!transform.any_op, !transform.any_op, !transform.any_op, !transform.any_op) |
| %2 = transform.structured.promote %1 { operands_to_promote = [0, 2], force_full_tiles = [false, false], use_full_tiles_by_default } : (!transform.any_op) -> !transform.any_op |
| transform.yield |
| } |
| } |
