//===- 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/Affine/IR/AffineOps.h" #include "mlir/Dialect/Linalg/IR/LinalgOps.h" #include "mlir/Dialect/SCF/SCF.h" #include "mlir/Dialect/StandardOps/IR/Ops.h" #include "mlir/Dialect/Vector/VectorOps.h" #include "mlir/Dialect/Vector/VectorTransforms.h" #include "mlir/Pass/Pass.h" #include "mlir/Transforms/GreedyPatternRewriteDriver.h" using namespace mlir; using namespace mlir::vector; namespace { struct TestVectorToVectorConversion : public PassWrapper { void runOnFunction() override { OwningRewritePatternList patterns; auto *ctx = &getContext(); patterns.insert>( ctx, UnrollVectorOptions().setNativeShape(ArrayRef{2, 2})); patterns.insert>( ctx, UnrollVectorOptions().setNativeShape(ArrayRef{2, 2, 2})); 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 { TestVectorUnrollingPatterns() = default; TestVectorUnrollingPatterns(const TestVectorUnrollingPatterns &pass) {} void runOnFunction() override { MLIRContext *ctx = &getContext(); OwningRewritePatternList patterns; patterns.insert>( ctx, UnrollVectorOptions().setNativeShape(ArrayRef{2, 2})); if (unrollBasedOnType) { UnrollVectorOptions::NativeShapeFnType nativeShapeFn = [](Operation *op) -> Optional> { vector::ContractionOp contractOp = cast(op); SmallVector nativeShape = {4, 4, 2}; if (auto floatType = contractOp.getLhsType() .getElementType() .dyn_cast()) { if (floatType.getWidth() == 16) { nativeShape[2] = 4; } } return nativeShape; }; patterns.insert>( ctx, UnrollVectorOptions().setNativeShapeFn(nativeShapeFn)); } else { patterns.insert>( ctx, UnrollVectorOptions().setNativeShape(ArrayRef{2, 2, 2})); } populateVectorToVectorCanonicalizationPatterns(patterns, ctx); populateVectorToVectorTransformationPatterns(patterns, ctx); applyPatternsAndFoldGreedily(getFunction(), patterns); } Option unrollBasedOnType{ *this, "unroll-based-on-type", llvm::cl::desc("Set the unroll factor based on type of the operation"), llvm::cl::init(false)}; }; struct TestVectorDistributePatterns : public PassWrapper { TestVectorDistributePatterns() = default; TestVectorDistributePatterns(const TestVectorDistributePatterns &pass) {} void getDependentDialects(DialectRegistry ®istry) const override { registry.insert(); registry.insert(); } Option multiplicity{ *this, "distribution-multiplicity", llvm::cl::desc("Set the multiplicity used for distributing vector"), llvm::cl::init(32)}; void runOnFunction() override { MLIRContext *ctx = &getContext(); OwningRewritePatternList patterns; FuncOp func = getFunction(); func.walk([&](AddFOp op) { OpBuilder builder(op); Optional ops = distributPointwiseVectorOp( builder, op.getOperation(), func.getArgument(0), multiplicity); if (ops.hasValue()) { SmallPtrSet extractOp({ops->extract, ops->insert}); op.getResult().replaceAllUsesExcept(ops->insert.getResult(), extractOp); } }); patterns.insert(ctx); populateVectorToVectorTransformationPatterns(patterns, ctx); applyPatternsAndFoldGreedily(getFunction(), patterns); } }; struct TestVectorTransferUnrollingPatterns : public PassWrapper { void getDependentDialects(DialectRegistry ®istry) const override { registry.insert(); } void runOnFunction() override { MLIRContext *ctx = &getContext(); OwningRewritePatternList patterns; patterns.insert>( ctx, UnrollVectorOptions().setNativeShape(ArrayRef{2, 2})); patterns.insert>( ctx, UnrollVectorOptions().setNativeShape(ArrayRef{2, 2})); populateVectorToVectorCanonicalizationPatterns(patterns, ctx); populateVectorToVectorTransformationPatterns(patterns, ctx); applyPatternsAndFoldGreedily(getFunction(), patterns); } }; struct TestVectorTransferFullPartialSplitPatterns : public PassWrapper { TestVectorTransferFullPartialSplitPatterns() = default; TestVectorTransferFullPartialSplitPatterns( const TestVectorTransferFullPartialSplitPatterns &pass) {} void getDependentDialects(DialectRegistry ®istry) const override { registry.insert(); } Option useLinalgOps{ *this, "use-linalg-copy", llvm::cl::desc("Split using a unmasked vector.transfer + linalg.fill + " "linalg.copy operations."), llvm::cl::init(false)}; void runOnFunction() override { MLIRContext *ctx = &getContext(); OwningRewritePatternList patterns; VectorTransformsOptions options; if (useLinalgOps) options.setVectorTransferSplit(VectorTransferSplit::LinalgCopy); else options.setVectorTransferSplit(VectorTransferSplit::VectorTransfer); patterns.insert(ctx, options); 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"); PassRegistration transferOpUnrollingPass( "test-vector-transfer-unrolling-patterns", "Test conversion patterns to unroll transfer ops in the vector dialect"); PassRegistration vectorTransformFullPartialPass("test-vector-transfer-full-partial-split", "Test conversion patterns to split " "transfer ops via scf.if + linalg ops"); PassRegistration distributePass( "test-vector-distribute-patterns", "Test conversion patterns to distribute vector ops in the vector " "dialect"); } } // namespace mlir