//===----------------------------------------------------------------------===// // // 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 // Also available under a BSD-style license. See LICENSE. // //===----------------------------------------------------------------------===// #include "torch-mlir/Conversion/TorchToMhlo/TorchToMhlo.h" #include "../PassDetail.h" #include "./PopulatePatterns.h" #include "mlir-hlo/Dialect/mhlo/IR/hlo_ops.h" #include "mlir/Dialect/Arith/IR/Arith.h" #include "mlir/Dialect/Tensor/IR/Tensor.h" #include "mlir/Dialect/Traits.h" #include "mlir/IR/Matchers.h" #include "mlir/Transforms/DialectConversion.h" #include "stablehlo/dialect/ChloOps.h" #include "torch-mlir/Dialect/Torch/IR/TorchDialect.h" #include "torch-mlir/Dialect/Torch/IR/TorchOps.h" #include "torch-mlir/Dialect/Torch/Utils/Utils.h" #include "torch-mlir/Dialect/TorchConversion/IR/TorchConversionDialect.h" #include "torch-mlir/Dialect/TorchConversion/Transforms/BackendTypeConversion.h" using namespace mlir; using namespace mlir::torch; using namespace mlir::torch::Torch; namespace { class ConvertTorchToMhlo : public ConvertTorchToMhloBase { public: ConvertTorchToMhlo() = default; ConvertTorchToMhlo(bool enableStaticShape, bool enableI32Index) { this->enableStaticShape = enableStaticShape; this->enableI32Index = enableI32Index; } void getDependentDialects(DialectRegistry ®istry) const override { registry.insert(); registry.insert(); registry.insert(); registry.insert(); TorchConversion::getBackendTypeConversionDependentDialects(registry); } void runOnOperation() override { MLIRContext *context = &getContext(); ConversionTarget target(*context); target.addLegalDialect(); TypeConverter typeConverter; typeConverter.addConversion([](Type type) { return type; }); TorchConversion::setupBackendTypeConversion(target, typeConverter); RewritePatternSet patterns(context); torch_to_mhlo::TorchToMhloOptions options{enableStaticShape, enableI32Index ? 32u : 64u}; torch_to_mhlo::populateBasicOpPatternsAndLegality(typeConverter, patterns, target, options); torch_to_mhlo::populateViewLikeOpPatternsAndLegality( typeConverter, patterns, target, options); torch_to_mhlo::populateGatherOpPatternsAndLegality(typeConverter, patterns, target, options); torch_to_mhlo::populateReductionOpPatternsAndLegality( typeConverter, patterns, target, options); torch_to_mhlo::populateLinearOpPatternsAndLegality(typeConverter, patterns, target, options); torch_to_mhlo::populatePoolingOpPatternsAndLegality(typeConverter, patterns, target, options); if (failed(applyPartialConversion(getOperation(), target, std::move(patterns)))) { return signalPassFailure(); } } }; } // namespace std::unique_ptr> mlir::torch::createConvertTorchToMhloPass() { return std::make_unique(false, false); } std::unique_ptr> mlir::torch::createConvertTorchToMhloPass(bool enableStaticShape, bool enableI32Index) { return std::make_unique(enableStaticShape, enableI32Index); }