//===- LayoutTest.cpp - unit tests related to memref layout ---------------===// // // Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions. // See https://llvm.org/LICENSE.txt for license information. // SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception // //===----------------------------------------------------------------------===// #include "mlir/Dialect/MemRef/IR/MemRef.h" #include "mlir/IR/AffineMap.h" #include "mlir/IR/Builders.h" #include "mlir/IR/BuiltinTypes.h" #include "gtest/gtest.h" using namespace mlir; using namespace mlir::memref; // // Test the correctness of `memref::getNumContiguousTrailingDims` // TEST(MemRefLayout, numContigDim) { MLIRContext ctx; OpBuilder b(&ctx); const int64_t _ = ShapedType::kDynamic; const FloatType f32 = b.getF32Type(); auto strided = [&ctx](ArrayRef s) { return StridedLayoutAttr::get(&ctx, 0, s); }; // Special case for identity maps and no explicit `strided` attribute - the // memref is entirely contiguous even if the strides cannot be determined // statically. // memref auto m0 = MemRefType::get({_, _, _}, f32); EXPECT_EQ(m0.getNumContiguousTrailingDims(), 3); // Conservatively assume memref is sparse everywhere if cannot get the // strides. // memref<2x2x2xf32, (i,j,k)->(i,k,j)> auto m1 = MemRefType::get( {2, 2, 2}, f32, AffineMap::getPermutationMap(ArrayRef{0, 2, 1}, &ctx)); EXPECT_EQ(m1.getNumContiguousTrailingDims(), 0); // A base cases of a fixed memref with the usual strides. // memref<2x2x2xf32, strided<[4, 2, 1]>> auto m3 = MemRefType::get({2, 2, 2}, f32, strided({4, 2, 1})); EXPECT_EQ(m3.getNumContiguousTrailingDims(), 3); // A fixed memref with a discontinuity in the rightmost dimension. // memref<2x2x2xf32, strided<[8, 4, 2]>> auto m4 = MemRefType::get({2, 2, 2}, f32, strided({8, 4, 2})); EXPECT_EQ(m4.getNumContiguousTrailingDims(), 0); // A fixed memref with a discontinuity in the "middle". // memref<2x2x2xf32, strided<[8, 2, 1]>> auto m5 = MemRefType::get({2, 2, 2}, f32, strided({8, 2, 1})); EXPECT_EQ(m5.getNumContiguousTrailingDims(), 2); // A dynamic memref where the dynamic dimension breaks continuity. // memref<2x?x2xf32, strided<[4, 2, 1]>> auto m6 = MemRefType::get({2, _, 2}, f32, strided({4, 2, 1})); EXPECT_EQ(m6.getNumContiguousTrailingDims(), 2); // A edge case of a dynamic memref where the dynamic dimension is the first // one. // memref> auto m7 = MemRefType::get({2, _, 2}, f32, strided({4, 2, 1})); EXPECT_EQ(m7.getNumContiguousTrailingDims(), 2); // A memref with a unit dimension. Unit dimensions do not affect continuity, // even if the corresponding stride is dynamic. // memref<2x1x2xf32, strided<[2,?,1]>> auto m8 = MemRefType::get({2, 1, 2}, f32, strided({2, _, 1})); EXPECT_EQ(m8.getNumContiguousTrailingDims(), 3); } // // Test the member function `memref::areTrailingDimsContiguous` // TEST(MemRefLayout, contigTrailingDim) { MLIRContext ctx; OpBuilder b(&ctx); const int64_t _ = ShapedType::kDynamic; const FloatType f32 = b.getF32Type(); auto strided = [&ctx](ArrayRef s) { return StridedLayoutAttr::get(&ctx, 0, s); }; // A not-entirely-continuous, not-entirely-discontinuous memref. // ensure `areTrailingDimsContiguous` returns `true` for the value // returned by `getNumContiguousTrailingDims` and `false` for the next bigger // number. // memref<2x?x2xf32, strided<[?,2,1]>> auto m = MemRefType::get({2, _, 2}, f32, strided({_, 2, 1})); int64_t n = m.getNumContiguousTrailingDims(); EXPECT_TRUE(m.areTrailingDimsContiguous(n)); ASSERT_TRUE(n + 1 <= m.getRank()); EXPECT_FALSE(m.areTrailingDimsContiguous(n + 1)); }