| 1 | //===- LayoutTest.cpp - unit tests related to memref layout ---------------===// |
| 2 | // |
| 3 | // Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions. |
| 4 | // See https://llvm.org/LICENSE.txt for license information. |
| 5 | // SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception |
| 6 | // |
| 7 | //===----------------------------------------------------------------------===// |
| 8 | |
| 9 | #include "mlir/Dialect/MemRef/IR/MemRef.h" |
| 10 | #include "mlir/IR/AffineMap.h" |
| 11 | #include "mlir/IR/Builders.h" |
| 12 | #include "mlir/IR/BuiltinTypes.h" |
| 13 | #include "gtest/gtest.h" |
| 14 | |
| 15 | using namespace mlir; |
| 16 | using namespace mlir::memref; |
| 17 | |
| 18 | // |
| 19 | // Test the correctness of `memref::getNumContiguousTrailingDims` |
| 20 | // |
| 21 | TEST(MemRefLayout, numContigDim) { |
| 22 | MLIRContext ctx; |
| 23 | OpBuilder b(&ctx); |
| 24 | |
| 25 | const int64_t _ = ShapedType::kDynamic; |
| 26 | const FloatType f32 = b.getF32Type(); |
| 27 | auto strided = [&ctx](ArrayRef<int64_t> s) { |
| 28 | return StridedLayoutAttr::get(context: &ctx, offset: 0, strides: s); |
| 29 | }; |
| 30 | |
| 31 | // Special case for identity maps and no explicit `strided` attribute - the |
| 32 | // memref is entirely contiguous even if the strides cannot be determined |
| 33 | // statically. |
| 34 | |
| 35 | // memref<?x?x?xf32> |
| 36 | auto m0 = MemRefType::get(shape: {_, _, _}, elementType: f32); |
| 37 | EXPECT_EQ(m0.getNumContiguousTrailingDims(), 3); |
| 38 | |
| 39 | // Conservatively assume memref is sparse everywhere if cannot get the |
| 40 | // strides. |
| 41 | |
| 42 | // memref<2x2x2xf32, (i,j,k)->(i,k,j)> |
| 43 | auto m1 = MemRefType::get( |
| 44 | shape: {2, 2, 2}, elementType: f32, |
| 45 | map: AffineMap::getPermutationMap(permutation: ArrayRef<int64_t>{0, 2, 1}, context: &ctx)); |
| 46 | EXPECT_EQ(m1.getNumContiguousTrailingDims(), 0); |
| 47 | |
| 48 | // A base cases of a fixed memref with the usual strides. |
| 49 | |
| 50 | // memref<2x2x2xf32, strided<[4, 2, 1]>> |
| 51 | auto m3 = MemRefType::get(shape: {2, 2, 2}, elementType: f32, layout: strided({4, 2, 1})); |
| 52 | EXPECT_EQ(m3.getNumContiguousTrailingDims(), 3); |
| 53 | |
| 54 | // A fixed memref with a discontinuity in the rightmost dimension. |
| 55 | |
| 56 | // memref<2x2x2xf32, strided<[8, 4, 2]>> |
| 57 | auto m4 = MemRefType::get(shape: {2, 2, 2}, elementType: f32, layout: strided({8, 4, 2})); |
| 58 | EXPECT_EQ(m4.getNumContiguousTrailingDims(), 0); |
| 59 | |
| 60 | // A fixed memref with a discontinuity in the "middle". |
| 61 | |
| 62 | // memref<2x2x2xf32, strided<[8, 2, 1]>> |
| 63 | auto m5 = MemRefType::get(shape: {2, 2, 2}, elementType: f32, layout: strided({8, 2, 1})); |
| 64 | EXPECT_EQ(m5.getNumContiguousTrailingDims(), 2); |
| 65 | |
| 66 | // A dynamic memref where the dynamic dimension breaks continuity. |
| 67 | |
| 68 | // memref<2x?x2xf32, strided<[4, 2, 1]>> |
| 69 | auto m6 = MemRefType::get(shape: {2, _, 2}, elementType: f32, layout: strided({4, 2, 1})); |
| 70 | EXPECT_EQ(m6.getNumContiguousTrailingDims(), 2); |
| 71 | |
| 72 | // A edge case of a dynamic memref where the dynamic dimension is the first |
| 73 | // one. |
| 74 | |
| 75 | // memref<?x2x2xf32, strided<[4, 2, 1]>> |
| 76 | auto m7 = MemRefType::get(shape: {2, _, 2}, elementType: f32, layout: strided({4, 2, 1})); |
| 77 | EXPECT_EQ(m7.getNumContiguousTrailingDims(), 2); |
| 78 | |
| 79 | // A memref with a unit dimension. Unit dimensions do not affect continuity, |
| 80 | // even if the corresponding stride is dynamic. |
| 81 | |
| 82 | // memref<2x1x2xf32, strided<[2,?,1]>> |
| 83 | auto m8 = MemRefType::get(shape: {2, 1, 2}, elementType: f32, layout: strided({2, _, 1})); |
| 84 | EXPECT_EQ(m8.getNumContiguousTrailingDims(), 3); |
| 85 | } |
| 86 | |
| 87 | // |
| 88 | // Test the member function `memref::areTrailingDimsContiguous` |
| 89 | // |
| 90 | TEST(MemRefLayout, contigTrailingDim) { |
| 91 | MLIRContext ctx; |
| 92 | OpBuilder b(&ctx); |
| 93 | |
| 94 | const int64_t _ = ShapedType::kDynamic; |
| 95 | const FloatType f32 = b.getF32Type(); |
| 96 | auto strided = [&ctx](ArrayRef<int64_t> s) { |
| 97 | return StridedLayoutAttr::get(context: &ctx, offset: 0, strides: s); |
| 98 | }; |
| 99 | |
| 100 | // A not-entirely-continuous, not-entirely-discontinuous memref. |
| 101 | // ensure `areTrailingDimsContiguous` returns `true` for the value |
| 102 | // returned by `getNumContiguousTrailingDims` and `false` for the next bigger |
| 103 | // number. |
| 104 | |
| 105 | // memref<2x?x2xf32, strided<[?,2,1]>> |
| 106 | auto m = MemRefType::get(shape: {2, _, 2}, elementType: f32, layout: strided({_, 2, 1})); |
| 107 | int64_t n = m.getNumContiguousTrailingDims(); |
| 108 | EXPECT_TRUE(m.areTrailingDimsContiguous(n)); |
| 109 | ASSERT_TRUE(n + 1 <= m.getRank()); |
| 110 | EXPECT_FALSE(m.areTrailingDimsContiguous(n + 1)); |
| 111 | } |
| 112 | |