TestVectorTransforms.cpp
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//===- 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 <type_traits>
#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/IR/PatternMatch.h"
#include "mlir/Pass/Pass.h"
using namespace mlir;
using namespace mlir::vector;
namespace {
struct TestVectorToVectorConversion
: public PassWrapper<TestVectorToVectorConversion, FunctionPass> {
void runOnFunction() override {
OwningRewritePatternList patterns;
auto *ctx = &getContext();
patterns.insert<UnrollVectorPattern<AddFOp>>(ArrayRef<int64_t>{2, 2}, ctx);
patterns.insert<UnrollVectorPattern<vector::ContractionOp>>(
ArrayRef<int64_t>{2, 2, 2}, ctx);
populateVectorToVectorCanonicalizationPatterns(patterns, ctx);
populateVectorToVectorTransformationPatterns(patterns, ctx);
applyPatternsAndFoldGreedily(getFunction(), patterns);
}
};
struct TestVectorSlicesConversion
: public PassWrapper<TestVectorSlicesConversion, FunctionPass> {
void runOnFunction() override {
OwningRewritePatternList patterns;
populateVectorSlicesLoweringPatterns(patterns, &getContext());
applyPatternsAndFoldGreedily(getFunction(), patterns);
}
};
struct TestVectorContractionConversion
: public PassWrapper<TestVectorContractionConversion, FunctionPass> {
TestVectorContractionConversion() = default;
TestVectorContractionConversion(const TestVectorContractionConversion &pass) {
}
Option<bool> lowerToFlatMatrix{
*this, "vector-lower-matrix-intrinsics",
llvm::cl::desc("Lower vector.contract to llvm.intr.matrix.multiply"),
llvm::cl::init(false)};
Option<bool> lowerToFlatTranspose{
*this, "vector-flat-transpose",
llvm::cl::desc("Lower 2-D vector.transpose to vector.flat_transpose"),
llvm::cl::init(false)};
Option<bool> lowerToOuterProduct{
*this, "vector-outerproduct",
llvm::cl::desc("Lower vector.contract to vector.outerproduct"),
llvm::cl::init(false)};
Option<bool> 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<ContractionOpToOuterProductOpLowering>(options,
&getContext());
applyPatternsAndFoldGreedily(getFunction(), patterns);
return;
}
// Test on one pattern in isolation.
if (lowerToFilterOuterProduct) {
VectorContractLowering lowering = VectorContractLowering::OuterProduct;
VectorTransformsOptions options{lowering};
patterns.insert<ContractionOpToOuterProductOpLowering>(
options, &getContext(), [](vector::ContractionOp op) {
// Only lowers vector.contract where the lhs as a type vector<MxNx?>
// 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, FunctionPass> {
void runOnFunction() override {
MLIRContext *ctx = &getContext();
OwningRewritePatternList patterns;
patterns.insert<UnrollVectorPattern<AddFOp>>(ArrayRef<int64_t>{2, 2}, ctx);
patterns.insert<UnrollVectorPattern<vector::ContractionOp>>(
ArrayRef<int64_t>{2, 2, 2}, ctx);
populateVectorToVectorCanonicalizationPatterns(patterns, ctx);
populateVectorToVectorTransformationPatterns(patterns, ctx);
applyPatternsAndFoldGreedily(getFunction(), patterns);
}
};
struct TestVectorDistributePatterns
: public PassWrapper<TestVectorDistributePatterns, FunctionPass> {
void getDependentDialects(DialectRegistry ®istry) const override {
registry.insert<VectorDialect>();
registry.insert<AffineDialect>();
}
void runOnFunction() override {
MLIRContext *ctx = &getContext();
OwningRewritePatternList patterns;
FuncOp func = getFunction();
func.walk([&](AddFOp op) {
OpBuilder builder(op);
Optional<mlir::vector::DistributeOps> ops = distributPointwiseVectorOp(
builder, op.getOperation(), func.getArgument(0), 32);
assert(ops.hasValue());
SmallPtrSet<Operation *, 1> extractOp({ops->extract});
op.getResult().replaceAllUsesExcept(ops->insert.getResult(), extractOp);
});
patterns.insert<PointwiseExtractPattern>(ctx);
populateVectorToVectorTransformationPatterns(patterns, ctx);
applyPatternsAndFoldGreedily(getFunction(), patterns);
}
};
struct TestVectorTransferFullPartialSplitPatterns
: public PassWrapper<TestVectorTransferFullPartialSplitPatterns,
FunctionPass> {
TestVectorTransferFullPartialSplitPatterns() = default;
TestVectorTransferFullPartialSplitPatterns(
const TestVectorTransferFullPartialSplitPatterns &pass) {}
void getDependentDialects(DialectRegistry ®istry) const override {
registry.insert<AffineDialect, linalg::LinalgDialect, scf::SCFDialect>();
}
Option<bool> 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<VectorTransferFullPartialRewriter>(ctx, options);
applyPatternsAndFoldGreedily(getFunction(), patterns);
}
};
} // end anonymous namespace
namespace mlir {
void registerTestVectorConversions() {
PassRegistration<TestVectorToVectorConversion> vectorToVectorPass(
"test-vector-to-vector-conversion",
"Test conversion patterns between ops in the vector dialect");
PassRegistration<TestVectorSlicesConversion> slicesPass(
"test-vector-slices-conversion",
"Test conversion patterns that lower slices ops in the vector dialect");
PassRegistration<TestVectorContractionConversion> contractionPass(
"test-vector-contraction-conversion",
"Test conversion patterns that lower contract ops in the vector dialect");
PassRegistration<TestVectorUnrollingPatterns> contractionUnrollingPass(
"test-vector-unrolling-patterns",
"Test conversion patterns to unroll contract ops in the vector dialect");
PassRegistration<TestVectorTransferFullPartialSplitPatterns>
vectorTransformFullPartialPass("test-vector-transfer-full-partial-split",
"Test conversion patterns to split "
"transfer ops via scf.if + linalg ops");
PassRegistration<TestVectorDistributePatterns> distributePass(
"test-vector-distribute-patterns",
"Test conversion patterns to distribute vector ops in the vector "
"dialect");
}
} // namespace mlir