//===----------------------------------------------------------------------===// // // 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/Dialect/Torch/IR/TorchDialect.h" #include "mlir/Dialect/Func/IR/FuncOps.h" #include "mlir/IR/BuiltinOps.h" #include "mlir/IR/DialectImplementation.h" #include "mlir/IR/IRMapping.h" #include "mlir/Transforms/InliningUtils.h" #include "torch-mlir/Dialect/Torch/IR/TorchOps.h" #include "torch-mlir/Dialect/Torch/IR/TorchTypes.h" #include "llvm/ADT/StringExtras.h" #include "llvm/ADT/TypeSwitch.h" using namespace mlir; using namespace mlir::torch; using namespace mlir::torch::Torch; #include "torch-mlir/Dialect/Torch/IR/TorchDialect.cpp.inc" //===----------------------------------------------------------------------===// // Dialect Interfaces //===----------------------------------------------------------------------===// namespace { struct TorchInlinerInterface : public DialectInlinerInterface { using DialectInlinerInterface::DialectInlinerInterface; bool isLegalToInline(Region *dest, Region *src, bool wouldBeCloned, IRMapping &valueMapping) const final { return true; } bool isLegalToInline(Operation *, Region *, bool wouldBeCloned, IRMapping &) const final { return true; } }; } // end anonymous namespace //===----------------------------------------------------------------------===// // Tablegen Type Definitions //===----------------------------------------------------------------------===// #define GET_TYPEDEF_CLASSES #include "torch-mlir/Dialect/Torch/IR/TorchTypes.cpp.inc" //===----------------------------------------------------------------------===// // Top-level parsing/printing of types for TorchDialect. //===----------------------------------------------------------------------===// // // Unfortunately, TorchDialect::parseType/printType are non-static member // functions, even though they don't depend on any instance state of the // dialect. This is problematic, for example, when wanting to call these // functions directly from type printers/parsers. // // So define some helpers that are free functions. /// Parse a type registered to this dialect. Type Torch::parseTorchDialectType(AsmParser &parser) { SMLoc typeLoc = parser.getCurrentLocation(); StringRef mnemonic; Type genType; auto parseResult = generatedTypeParser(parser, &mnemonic, genType); if (parseResult.has_value()) return genType; parser.emitError(typeLoc) << "unknown type `" << mnemonic << "` in dialect `" << TorchDialect::getDialectNamespace() << "`"; return {}; } /// Print a type registered to this dialect. void Torch::printTorchDialectType(Type type, AsmPrinter &printer) { if (succeeded(generatedTypePrinter(type, printer))) return; } //===----------------------------------------------------------------------===// // Torch dialect parseType/printType methods. //===----------------------------------------------------------------------===// /// Parse a type registered to this dialect. Type TorchDialect::parseType(DialectAsmParser &parser) const { return parseTorchDialectType(parser); } /// Print a type registered to this dialect. void TorchDialect::printType(Type type, DialectAsmPrinter &printer) const { printTorchDialectType(type, printer); } //===----------------------------------------------------------------------===// // Dialect initialize method. //===----------------------------------------------------------------------===// void TorchDialect::initialize() { addOperations< #define GET_OP_LIST #include "torch-mlir/Dialect/Torch/IR/TorchOps.cpp.inc" >(); addTypes< #define GET_TYPEDEF_LIST #include "torch-mlir/Dialect/Torch/IR/TorchTypes.cpp.inc" >(); addInterfaces(); } //===----------------------------------------------------------------------===// // Dialect-level verifiers. //===----------------------------------------------------------------------===// LogicalResult TorchDialect::verifyRegionArgAttribute(Operation *op, unsigned regionIndex, unsigned argIndex, NamedAttribute namedAttr) { if (namedAttr.getName().getValue() == "torch.type_bound") { auto func = dyn_cast(op); if (!func) return op->emitError() << "'torch.type_bound' must be attached to a func"; TypeAttr attr = namedAttr.getValue().dyn_cast(); if (!attr) return op->emitError() << "'torch.type_bound' must be TypeAttr"; auto type = attr.getValue().dyn_cast(); if (!type) return op->emitError() << "'torch.type_bound' must be of " "!torch.tensor/!torch.vtensor type"; if (!func.getFunctionType().getInput(argIndex).isa()) return op->emitError() << "'torch.type_bound' must be attached to an " "argument of !torch.tensor/!torch.vtensor type"; return success(); } return op->emitError() << "unknown region arg attribute '" << namedAttr.getName().getValue() << "'"; } //===----------------------------------------------------------------------===// // Constant materializer. //===----------------------------------------------------------------------===// Operation *TorchDialect::materializeConstant(OpBuilder &builder, Attribute value, Type type, Location loc) { if (auto integerType = type.dyn_cast()) return builder.create(loc, value.cast()); if (auto floatType = type.dyn_cast()) return builder.create(loc, value.cast()); if (auto numberType = type.dyn_cast()) { if (auto floatValue = value.dyn_cast()) { return builder.create(loc, floatValue); } else if (auto intValue = value.dyn_cast()) { return builder.create(loc, intValue); } } if (type.isa()) { return builder.create(loc, value.cast()); } if (type.isa()) return builder.create(loc); if (auto stringAttr = value.dyn_cast()) return builder.create(loc, stringAttr); if (auto elementsAttr = value.dyn_cast()) { // Only !torch.vtensor can be constant folded. !torch.tensor has // non-trivial aliasing semantics which prevent deduplicating it. assert(type.isa() && "should be a vtensor type!"); return builder.create(loc, elementsAttr); } return nullptr; } //===----------------------------------------------------------------------===// // OptionalType and ListType //===----------------------------------------------------------------------===// void OptionalType::print(AsmPrinter &printer) const { printer << "<"; // Print the contained type without the `!torch.` prefix. printTorchDialectType(getImpl()->containedType, printer); printer << ">"; } void ListType::print(AsmPrinter &printer) const { printer << "<"; // Print the contained type without the `!torch.` prefix. printTorchDialectType(getImpl()->containedType, printer); printer << ">"; } Type OptionalType::parse(AsmParser &odsParser) { if (odsParser.parseLess()) return Type(); // Parse the contained type, but forward directly to our internal parsing // of `torch` dialect types, so that we can parse nested types without // the `!torch.` prefix. Type containedType = parseTorchDialectType(odsParser); if (!containedType) return Type(); if (odsParser.parseGreater()) return Type(); return get(odsParser.getContext(), containedType); } Type ListType::parse(AsmParser &odsParser) { if (odsParser.parseLess()) return Type(); // Parse the contained type, but forward directly to our internal parsing // of `torch` dialect types, so that we can parse nested types without // the `!torch.` prefix. Type containedType = parseTorchDialectType(odsParser); if (!containedType) return Type(); if (odsParser.parseGreater()) return Type(); return get(odsParser.getContext(), containedType); } //===----------------------------------------------------------------------===// // DictType //===----------------------------------------------------------------------===// void DictType::print(AsmPrinter &printer) const { printer << "<"; printTorchDialectType(getImpl()->keyType, printer); printer << ", "; printTorchDialectType(getImpl()->valueType, printer); printer << ">"; } Type DictType::parse(AsmParser &odsParser) { if (odsParser.parseLess()) return Type(); Type keyType = parseTorchDialectType(odsParser); if (!keyType) return Type(); if (odsParser.parseComma()) return Type(); Type valueType = parseTorchDialectType(odsParser); if (!valueType) return Type(); if (odsParser.parseGreater()) return Type(); return get(odsParser.getContext(), keyType, valueType); } //===----------------------------------------------------------------------===// // NnModuleType //===----------------------------------------------------------------------===// void NnModuleType::print(AsmPrinter &printer) const { printer << "<\""; llvm::printEscapedString(getImpl()->className, printer.getStream()); printer << "\">"; } Type NnModuleType::parse(AsmParser &odsParser) { if (odsParser.parseLess()) return Type(); std::string className; if (odsParser.parseOptionalString(&className)) return Type(); if (odsParser.parseGreater()) return Type(); return get(odsParser.getContext(), className); }