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/* Copyright 2020 The TensorFlow Authors. All Rights Reserved.
Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed to in writing, software
distributed under the License is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
limitations under the License.
==============================================================================*/
// This file implements logic for translating mixed IR to buffer form.
// Currently it supports MHLO and some operations from the Standard dialect.
#include <memory>
#include <utility>
#include "llvm/ADT/STLExtras.h"
#include "llvm/ADT/SmallVector.h"
#include "mlir-hlo/Dialect/mhlo/transforms/PassDetail.h"
#include "mlir-hlo/Dialect/mhlo/transforms/passes.h"
#include "mlir-hlo/Dialect/mhlo/transforms/type_conversion.h"
#include "mlir/Dialect/Arithmetic/IR/Arithmetic.h"
#include "mlir/Dialect/Func/IR/FuncOps.h"
#include "mlir/IR/Attributes.h"
#include "mlir/IR/BuiltinAttributes.h"
#include "mlir/IR/BuiltinOps.h"
#include "mlir/IR/BuiltinTypes.h"
#include "mlir/IR/MLIRContext.h"
#include "mlir/IR/Operation.h"
#include "mlir/IR/PatternMatch.h"
#include "mlir/Support/LogicalResult.h"
#include "mlir/Transforms/DialectConversion.h"
namespace mlir {
namespace mhlo {
namespace {
// Generic pattern that rewrites any op by rewriting its operands and result
// types. Regions are also rewritten.
class ConvertToSignless : public ConversionPattern {
public:
ConvertToSignless(TypeConverter& typeConverter, MLIRContext* context)
: ConversionPattern(typeConverter, MatchAnyOpTypeTag{}, 0, context) {}
LogicalResult matchAndRewrite(
Operation* op, ArrayRef<Value> operands,
ConversionPatternRewriter& rewriter) const final {
SmallVector<Type> resultTypes;
if (failed(typeConverter->convertTypes(op->getResultTypes(), resultTypes)))
return failure();
auto* newOp = Operation::create(op->getLoc(), op->getName(), resultTypes,
operands, op->getAttrs(),
op->getSuccessors(), op->getNumRegions());
for (auto regions : llvm::zip(op->getRegions(), newOp->getRegions())) {
Region& before = std::get<0>(regions);
Region& parent = std::get<1>(regions);
rewriter.inlineRegionBefore(before, parent, parent.end());
if (failed(rewriter.convertRegionTypes(&parent, *typeConverter)))
return failure();
}
rewriter.insert(newOp);
rewriter.replaceOp(op, newOp->getResults());
return success();
}
};
// A pattern that converts the type of the attribute used as an operand for
// arith.constant
class ConvertConstantToSignless
: public OpConversionPattern<arith::ConstantOp> {
public:
ConvertConstantToSignless(TypeConverter& typeConverter, MLIRContext* context)
: OpConversionPattern<arith::ConstantOp>(typeConverter, context) {}
LogicalResult matchAndRewrite(
arith::ConstantOp constantOp, arith::ConstantOpAdaptor adaptor,
ConversionPatternRewriter& rewriter) const override {
// We only care about unsigned integers
if (!adaptor.getValue().isa<DenseIntElementsAttr>()) return failure();
auto values = llvm::to_vector(
adaptor.getValue().cast<DenseIntElementsAttr>().getValues<APInt>());
auto newValues = DenseIntElementsAttr::get(
typeConverter->convertType(constantOp.getType()), values);
rewriter.replaceOpWithNewOp<arith::ConstantOp>(constantOp, newValues);
return success();
}
};
struct ConvertToSignlessPass
: public ConvertToSignlessPassBase<ConvertToSignlessPass> {
public:
void runOnOperation() override {
auto& context = getContext();
ConversionTarget target(context);
mhlo::RemoveSignTypeConverter converter;
target.markUnknownOpDynamicallyLegal([&](auto op) {
return converter.isLegal(op->getOperandTypes()) &&
converter.isLegal(op->getResultTypes());
});
target.addDynamicallyLegalOp<func::FuncOp>([&](func::FuncOp op) {
return converter.isSignatureLegal(op.getFunctionType());
});
target.addDynamicallyLegalOp<arith::ConstantOp>([&](arith::ConstantOp op) {
return converter.isLegal(op.getType()) &&
converter.isLegal(op.getValue().getType());
});
RewritePatternSet patterns(&getContext());
patterns.add<ConvertToSignless, ConvertConstantToSignless>(converter,
&context);
// FuncOp is special as it has type encoding via attributes.
populateFunctionOpInterfaceTypeConversionPattern<func::FuncOp>(patterns,
converter);
auto module = getOperation();
if (failed(applyFullConversion(module, target, std::move(patterns)))) {
signalPassFailure();
}
}
};
} // namespace
std::unique_ptr<OperationPass<ModuleOp>> createConvertToSignlessPass() {
return std::make_unique<ConvertToSignlessPass>();
}
} // namespace mhlo
} // namespace mlir