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//===- TosaToLinalgPass.cpp - Lowering Tosa to Linalg Dialect -------------===//
//
// 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
//
//===----------------------------------------------------------------------===//
//
// This transformation pass legalizes Tosa operations to the Linalg dialect.
//
//===----------------------------------------------------------------------===//
#include "../PassDetail.h"
#include "mlir/Conversion/TosaToLinalg/TosaToLinalg.h"
#include "mlir/Dialect/Arithmetic/IR/Arithmetic.h"
#include "mlir/Dialect/Func/IR/FuncOps.h"
#include "mlir/Dialect/Linalg/IR/Linalg.h"
#include "mlir/Dialect/Math/IR/Math.h"
#include "mlir/Dialect/SCF/SCF.h"
#include "mlir/Dialect/Tensor/IR/Tensor.h"
#include "mlir/Dialect/Tosa/IR/TosaOps.h"
#include "mlir/Dialect/Tosa/Transforms/PassDetail.h"
#include "mlir/Dialect/Tosa/Transforms/Passes.h"
#include "mlir/Dialect/Tosa/Utils/QuantUtils.h"
#include "mlir/IR/PatternMatch.h"
#include "mlir/Pass/PassManager.h"
#include "mlir/Transforms/DialectConversion.h"
#include "mlir/Transforms/GreedyPatternRewriteDriver.h"
using namespace mlir;
namespace {
struct TosaToLinalgNamed : public TosaToLinalgNamedBase<TosaToLinalgNamed> {
public:
void getDependentDialects(DialectRegistry &registry) const override {
registry.insert<arith::ArithmeticDialect, linalg::LinalgDialect,
math::MathDialect, func::FuncDialect, tensor::TensorDialect,
scf::SCFDialect>();
}
void runOnOperation() override {
RewritePatternSet patterns(&getContext());
ConversionTarget target(getContext());
target.addLegalDialect<linalg::LinalgDialect, func::FuncDialect,
tosa::TosaDialect, tensor::TensorDialect,
scf::SCFDialect>();
// Not every TOSA op can be legalized to linalg.
target.addIllegalOp<tosa::Conv2DOp>();
target.addIllegalOp<tosa::DepthwiseConv2DOp>();
target.addIllegalOp<tosa::MaxPool2dOp>();
target.addIllegalOp<tosa::AvgPool2dOp>();
target.addIllegalOp<tosa::MatMulOp>();
target.addIllegalOp<tosa::FullyConnectedOp>();
target.markUnknownOpDynamicallyLegal([](Operation *) { return true; });
FuncOp func = getOperation();
mlir::tosa::populateTosaToLinalgNamedConversionPatterns(&patterns);
if (failed(applyFullConversion(func, target, std::move(patterns))))
signalPassFailure();
}
};
} // namespace
std::unique_ptr<Pass> mlir::tosa::createTosaToLinalgNamed() {
return std::make_unique<TosaToLinalgNamed>();
}