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| 1 | +// RUN: mlir-opt %s -test-transform-dialect-interpreter -test-transform-dialect-erase-schedule \ |
| 2 | +// RUN: -one-shot-bufferize -func-bufferize -cse -canonicalize -convert-vector-to-scf -arm-sve-legalize-vector-storage \ |
| 3 | +// RUN: -convert-vector-to-llvm="enable-arm-sve" -test-lower-to-llvm | \ |
| 4 | +// RUN: %mcr_aarch64_cmd -e=entry -entry-point-result=void --march=aarch64 --mattr="+sve" -shared-libs=%mlir_runner_utils,%mlir_c_runner_utils | \ |
| 5 | +// RUN: FileCheck %s |
| 6 | + |
| 7 | +func.func @printTestEnd() { |
| 8 | + %0 = llvm.mlir.addressof @str_sve_end : !llvm.ptr<array<24 x i8>> |
| 9 | + %1 = llvm.mlir.constant(0 : index) : i64 |
| 10 | + %2 = llvm.getelementptr %0[%1, %1] |
| 11 | + : (!llvm.ptr<array<24 x i8>>, i64, i64) -> !llvm.ptr<i8> |
| 12 | + llvm.call @printCString(%2) : (!llvm.ptr<i8>) -> () |
| 13 | + return |
| 14 | +} |
| 15 | + |
| 16 | +func.func @entry() { |
| 17 | + %c1 = arith.constant 1 : index |
| 18 | + %c2 = arith.constant 2 : index |
| 19 | + %c4 = arith.constant 4 : index |
| 20 | + %c0 = arith.constant 0 : index |
| 21 | + %step = arith.constant 1 : index |
| 22 | + %c0_f32 = arith.constant 0.0 : f32 |
| 23 | + |
| 24 | + %vscale = vector.vscale |
| 25 | + %vl_fp = arith.muli %c4, %vscale : index |
| 26 | + %A_alloc = bufferization.alloc_tensor(%c2, %c1) : tensor<?x?xf32> |
| 27 | + %B_alloc = bufferization.alloc_tensor(%c1, %vl_fp) : tensor<?x?xf32> |
| 28 | + %C_alloc = bufferization.alloc_tensor(%c2, %vl_fp) : tensor<?x?xf32> |
| 29 | + |
| 30 | + %pi = arith.constant 3.14 : f32 |
| 31 | + %A = linalg.fill ins(%pi : f32) outs(%A_alloc : tensor<?x?xf32>) -> tensor<?x?xf32> |
| 32 | + %B = linalg.fill ins(%pi : f32) outs(%B_alloc : tensor<?x?xf32>) -> tensor<?x?xf32> |
| 33 | + %C_in = linalg.fill ins(%c0_f32 : f32) outs(%C_alloc : tensor<?x?xf32>) -> tensor<?x?xf32> |
| 34 | + |
| 35 | + %C_out = linalg.matmul ins(%A, %B: tensor<?x?xf32>, tensor<?x?xf32>) outs(%C_in: tensor<?x?xf32>) -> tensor<?x?xf32> |
| 36 | + |
| 37 | + // There are at least 4 f32 elements in every SVE vector, i.e. |
| 38 | + // * %vscale is >= 1. |
| 39 | + // For implementations with wider vectors, you should see more elements being |
| 40 | + // printed. |
| 41 | + // CHECK: {{\[}}[9.8596, 9.8596, 9.8596, 9.8596 |
| 42 | + // CHECK-NEXT: [9.8596, 9.8596, 9.8596, 9.8596 |
| 43 | + |
| 44 | + %xf = tensor.cast %C_out : tensor<?x?xf32> to tensor<*xf32> |
| 45 | + call @printMemrefF32(%xf) : (tensor<*xf32>) -> () |
| 46 | + |
| 47 | + // CHECK: SVE: END OF TEST OUTPUT |
| 48 | + func.call @printTestEnd() : () -> () |
| 49 | + |
| 50 | + return |
| 51 | +} |
| 52 | + |
| 53 | +transform.sequence failures(propagate) { |
| 54 | +^bb1(%module_op: !transform.any_op): |
| 55 | + %0 = transform.structured.match ops{["linalg.matmul"]} in %module_op : (!transform.any_op) -> !transform.any_op |
| 56 | + %func_op = get_parent_op %0 : (!transform.any_op) -> !transform.op<"func.func"> |
| 57 | + // The tile sizes match the output matrix sizes |
| 58 | + %1, %loops:3 = transform.structured.tile_using_for %0 [2, [4], 1] : (!transform.any_op) -> (!transform.any_op, !transform.any_op, !transform.any_op, !transform.any_op) |
| 59 | + %2 = transform.structured.match ops{["linalg.matmul"]} in %module_op : (!transform.any_op) -> !transform.any_op |
| 60 | + // The vector sizes match the output matrix sizes |
| 61 | + // TOOD: Use variables to re-use "shared" sizes |
| 62 | + transform.structured.vectorize %2 vector_sizes [2, [4], 1] : !transform.any_op |
| 63 | + |
| 64 | + transform.apply_patterns to %func_op { |
| 65 | + transform.apply_patterns.vector.reduction_to_contract |
| 66 | + transform.apply_patterns.vector.transfer_permutation_patterns |
| 67 | + transform.apply_patterns.vector.lower_masked_transfers |
| 68 | + } : !transform.op<"func.func"> |
| 69 | + transform.apply_patterns to %func_op { |
| 70 | + transform.apply_patterns.vector.lower_contraction lowering_strategy = "outerproduct" |
| 71 | + transform.apply_patterns.vector.lower_outerproduct |
| 72 | + } : !transform.op<"func.func"> |
| 73 | +} |
| 74 | + |
| 75 | +llvm.func @printCString(!llvm.ptr<i8>) |
| 76 | +func.func private @printMemrefF32(%ptr : tensor<*xf32>) |
| 77 | +llvm.mlir.global internal constant @str_sve_end("SVE: END OF TEST OUTPUT\0A") |
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