//===- TestVectorToVectorConversion.cpp - Test VectorTransfers lowering ---===// // // 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 #include "mlir/Dialect/StandardOps/IR/Ops.h" #include "mlir/Dialect/Vector/VectorOps.h" #include "mlir/Dialect/Vector/VectorTransforms.h" #include "mlir/IR/PatternMatch.h" #include "mlir/Pass/Pass.h" using namespace mlir; using namespace mlir::vector; namespace { struct TestVectorToVectorConversion : public PassWrapper { void runOnFunction() override { OwningRewritePatternList patterns; auto *ctx = &getContext(); patterns.insert>(ArrayRef{2, 2}, ctx); patterns.insert>( ArrayRef{2, 2, 2}, ctx); populateVectorToVectorCanonicalizationPatterns(patterns, ctx); populateVectorToVectorTransformationPatterns(patterns, ctx); applyPatternsAndFoldGreedily(getFunction(), patterns); } }; struct TestVectorSlicesConversion : public PassWrapper { void runOnFunction() override { OwningRewritePatternList patterns; populateVectorSlicesLoweringPatterns(patterns, &getContext()); applyPatternsAndFoldGreedily(getFunction(), patterns); } }; struct TestVectorContractionConversion : public PassWrapper { TestVectorContractionConversion() = default; TestVectorContractionConversion(const TestVectorContractionConversion &pass) { } Option lowerToFlatMatrix{ *this, "vector-lower-matrix-intrinsics", llvm::cl::desc("Lower vector.contract to llvm.intr.matrix.multiply"), llvm::cl::init(false)}; Option lowerToFlatTranspose{ *this, "vector-flat-transpose", llvm::cl::desc("Lower 2-D vector.transpose to vector.flat_transpose"), llvm::cl::init(false)}; Option lowerToOuterProduct{ *this, "vector-outerproduct", llvm::cl::desc("Lower vector.contract to vector.outerproduct"), llvm::cl::init(false)}; Option lowerToFilterOuterProduct{ *this, "vector-filter-outerproduct", llvm::cl::desc("Lower vector.contract to vector.outerproduct but not for " "vectors of size 4."), llvm::cl::init(false)}; void runOnFunction() override { OwningRewritePatternList patterns; // Test on one pattern in isolation. if (lowerToOuterProduct) { VectorContractLowering lowering = VectorContractLowering::OuterProduct; VectorTransformsOptions options{lowering}; patterns.insert(options, &getContext()); applyPatternsAndFoldGreedily(getFunction(), patterns); return; } // Test on one pattern in isolation. if (lowerToFilterOuterProduct) { VectorContractLowering lowering = VectorContractLowering::OuterProduct; VectorTransformsOptions options{lowering}; patterns.insert( options, &getContext(), [](vector::ContractionOp op) { // Only lowers vector.contract where the lhs as a type vector // where M is not 4. if (op.getRhsType().getShape()[0] == 4) return failure(); return success(); }); applyPatternsAndFoldGreedily(getFunction(), patterns); return; } // Test on all contract lowering patterns. VectorContractLowering contractLowering = VectorContractLowering::Dot; if (lowerToFlatMatrix) contractLowering = VectorContractLowering::Matmul; VectorTransposeLowering transposeLowering = VectorTransposeLowering::EltWise; if (lowerToFlatTranspose) transposeLowering = VectorTransposeLowering::Flat; VectorTransformsOptions options{contractLowering, transposeLowering}; populateVectorContractLoweringPatterns(patterns, &getContext(), options); applyPatternsAndFoldGreedily(getFunction(), patterns); } }; struct TestVectorUnrollingPatterns : public PassWrapper { void runOnFunction() override { MLIRContext *ctx = &getContext(); OwningRewritePatternList patterns; patterns.insert>(ArrayRef{2, 2}, ctx); patterns.insert>( ArrayRef{2, 2, 2}, ctx); populateVectorToVectorCanonicalizationPatterns(patterns, ctx); populateVectorToVectorTransformationPatterns(patterns, ctx); applyPatternsAndFoldGreedily(getFunction(), patterns); } }; } // end anonymous namespace namespace mlir { void registerTestVectorConversions() { PassRegistration vectorToVectorPass( "test-vector-to-vector-conversion", "Test conversion patterns between ops in the vector dialect"); PassRegistration slicesPass( "test-vector-slices-conversion", "Test conversion patterns that lower slices ops in the vector dialect"); PassRegistration contractionPass( "test-vector-contraction-conversion", "Test conversion patterns that lower contract ops in the vector dialect"); PassRegistration contractionUnrollingPass( "test-vector-unrolling-patterns", "Test conversion patterns to unroll contract ops in the vector dialect"); } } // namespace mlir