| //===- 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 ®istry) 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>(); |
| } |