TestConvVectorization.cpp
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//===- TestConvVectorization.cpp - Vectorization of Conv ops --------------===//
//
// 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/Conversion/VectorToSCF/VectorToSCF.h"
#include "mlir/Dialect/Linalg/Passes.h"
#include "mlir/Dialect/Linalg/Transforms/Hoisting.h"
#include "mlir/Dialect/Linalg/Transforms/Transforms.h"
#include "mlir/Dialect/Vector/VectorTransforms.h"
#include "mlir/Pass/Pass.h"
#include "mlir/Pass/PassManager.h"
#include "mlir/Transforms/DialectConversion.h"
#include "mlir/Transforms/LoopUtils.h"
#include "mlir/Transforms/Passes.h"
using namespace mlir;
using namespace vector;
namespace {
/// A pass converting MLIR Linalg ops into Vector ops.
class TestConvVectorization
: public PassWrapper<TestConvVectorization, OperationPass<ModuleOp>> {
public:
TestConvVectorization() = default;
TestConvVectorization(const TestConvVectorization &) {}
explicit TestConvVectorization(ArrayRef<int64_t> tileSizesParam) {
tileSizes = tileSizesParam;
}
void runOnOperation() override;
void getDependentDialects(DialectRegistry ®istry) const override {
registry.insert<VectorDialect>();
registry.insert<linalg::LinalgDialect>();
registry.insert<scf::SCFDialect>();
registry.insert<AffineDialect>();
registry.insert<StandardOpsDialect>();
}
ListOption<int64_t> tileSizes{
*this, "tile-sizes", llvm::cl::desc("Vectorization sizes."),
llvm::cl::ZeroOrMore, llvm::cl::MiscFlags::CommaSeparated};
};
} // namespace
void TestConvVectorization::runOnOperation() {
MLIRContext *context = &getContext();
ModuleOp module = getOperation();
ConversionTarget target(*context);
target.addLegalDialect<AffineDialect, scf::SCFDialect, StandardOpsDialect,
VectorDialect>();
target.addLegalOp<ModuleOp, FuncOp, ModuleTerminatorOp, ReturnOp>();
target.addLegalOp<linalg::FillOp, linalg::YieldOp>();
SmallVector<OwningRewritePatternList, 4> stage1Patterns;
linalg::populateConvVectorizationPatterns(context, stage1Patterns, tileSizes);
OwningRewritePatternList stage2Patterns =
linalg::getLinalgTilingCanonicalizationPatterns(context);
stage2Patterns.insert<linalg::AffineMinSCFCanonicalizationPattern>(context);
auto stage3Transforms = [](Operation *op) {
PassManager pm(op->getContext());
pm.addPass(createLoopInvariantCodeMotionPass());
if (failed(pm.run(cast<ModuleOp>(op))))
llvm_unreachable("Unexpected failure in cleanup pass pipeline.");
op->walk([](FuncOp func) {
promoteSingleIterationLoops(func);
linalg::hoistViewAllocOps(func);
linalg::hoistRedundantVectorTransfers(func);
});
return success();
};
linalg::applyStagedPatterns(module, stage1Patterns, stage2Patterns,
stage3Transforms);
//===--------------------------------------------------------------------===//
// Post staged patterns transforms
//===--------------------------------------------------------------------===//
VectorTransformsOptions vectorTransformsOptions{
VectorContractLowering::Dot, VectorTransposeLowering::EltWise};
OwningRewritePatternList vectorTransferPatterns;
// Pattern is not applied because rank-reducing vector transfer is not yet
// supported as can be seen in splitFullAndPartialTransferPrecondition,
// VectorTransforms.cpp
vectorTransferPatterns.insert<VectorTransferFullPartialRewriter>(
context, vectorTransformsOptions);
applyPatternsAndFoldGreedily(module, vectorTransferPatterns);
// Programmatic controlled lowering of linalg.copy and linalg.fill.
PassManager pm(context);
pm.addPass(createConvertLinalgToLoopsPass());
if (failed(pm.run(module)))
llvm_unreachable("Unexpected failure in linalg to loops pass.");
// Programmatic controlled lowering of vector.contract only.
OwningRewritePatternList vectorContractLoweringPatterns;
populateVectorContractLoweringPatterns(vectorContractLoweringPatterns,
context, vectorTransformsOptions);
applyPatternsAndFoldGreedily(module, vectorContractLoweringPatterns);
// Programmatic controlled lowering of vector.transfer only.
OwningRewritePatternList vectorToLoopsPatterns;
populateVectorToSCFConversionPatterns(vectorToLoopsPatterns, context,
VectorTransferToSCFOptions());
applyPatternsAndFoldGreedily(module, vectorToLoopsPatterns);
// Ensure we drop the marker in the end.
module.walk([](linalg::LinalgOp op) {
op.removeAttr(linalg::LinalgTransforms::kLinalgTransformMarker);
});
}
namespace mlir {
void registerTestConvVectorization() {
PassRegistration<TestConvVectorization> testTransformPatternsPass(
"test-conv-vectorization", "Test vectorization of convolutions");
}
} // namespace mlir