//===- DialectConversion.cpp - MLIR dialect conversion generic pass -------===// // // Copyright 2019 The MLIR Authors. // // 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. // ============================================================================= #include "mlir/Transforms/DialectConversion.h" #include "mlir/IR/BlockAndValueMapping.h" #include "mlir/IR/Builders.h" #include "mlir/IR/Function.h" #include "mlir/IR/Module.h" #include "mlir/Transforms/Utils.h" using namespace mlir; using namespace mlir::impl; //===----------------------------------------------------------------------===// // ArgConverter //===----------------------------------------------------------------------===// namespace { /// This class provides a simple interface for converting the types of block /// arguments. This is done by inserting fake cast operations for the illegal /// type that allow for updating the real type to return the correct type. struct ArgConverter { ArgConverter(MLIRContext *ctx) : castOpName(kCastName, ctx), loc(UnknownLoc::get(ctx)) {} /// Cleanup and undo any generated conversion values. void discardRewrites() { // On failure drop all uses of the cast operation and destroy it. for (auto *op : castOps) { op->getResult(0)->dropAllUses(); op->destroy(); } castOps.clear(); } /// Replace usages of the cast operations with the argument directly. void applyRewrites() { // On success, we update the type of the block argument and replace uses of // the cast. for (auto *op : castOps) { op->getOperand(0)->setType(op->getResult(0)->getType()); op->getResult(0)->replaceAllUsesWith(op->getOperand(0)); op->destroy(); } } /// Generate a cast operation for 'arg' that produces the new, legal, type. void castArgument(BlockArgument *arg, Type newType, BlockAndValueMapping &mapping) { // Otherwise, generate a new cast operation for the given value type. auto *cast = Operation::create(loc, castOpName, arg, newType, llvm::None, llvm::None, 0, false, arg->getContext()); // Replace the uses of the argument and record the mapping. mapping.map(arg, cast->getResult(0)); castOps.push_back(cast); } /// This is an operation name for a fake operation that is inserted during the /// conversion process. Operations of this type are guaranteed to never escape /// the converter. static constexpr StringLiteral kCastName = "__mlir_conversion.cast"; OperationName castOpName; /// This is a collection of cast values that were generated during the /// conversion process. std::vector castOps; /// An instance of the unknown location that is used when generating /// producers. UnknownLoc loc; }; constexpr StringLiteral ArgConverter::kCastName; //===----------------------------------------------------------------------===// // DialectConversionRewriter //===----------------------------------------------------------------------===// /// This class implements a pattern rewriter for DialectConversionPattern /// patterns. It automatically performs remapping of replaced operation values. struct DialectConversionRewriter final : public PatternRewriter { /// This class represents one requested operation replacement via 'replaceOp'. struct OpReplacement { OpReplacement() = default; OpReplacement(Operation *op, ArrayRef newValues) : op(op), newValues(newValues.begin(), newValues.end()) {} Operation *op; SmallVector newValues; }; DialectConversionRewriter(Function *fn) : PatternRewriter(fn), argConverter(fn->getContext()) {} ~DialectConversionRewriter() = default; /// Cleanup and destroy any generated rewrite operations. This method is /// invoked when the conversion process fails. void discardRewrites() { argConverter.discardRewrites(); for (auto *op : createdOps) { op->dropAllDefinedValueUses(); op->erase(); } } /// Apply all requested operation rewrites. This method is invoked when the /// conversion process succeeds. void applyRewrites() { argConverter.applyRewrites(); // Apply all of the rewrites replacements requested during conversion. for (auto &repl : replacements) { for (unsigned i = 0, e = repl.newValues.size(); i != e; ++i) repl.op->getResult(i)->replaceAllUsesWith(repl.newValues[i]); repl.op->erase(); } } /// PatternRewriter hook for replacing the results of an operation. void replaceOp(Operation *op, ArrayRef newValues, ArrayRef valuesToRemoveIfDead) override { assert(newValues.size() == op->getNumResults()); // Create mappings for any type changes. for (unsigned i = 0, e = newValues.size(); i < e; ++i) if (op->getResult(i)->getType() != newValues[i]->getType()) mapping.map(op->getResult(i), newValues[i]); // Record the requested operation replacement. replacements.emplace_back(op, newValues); } /// PatternRewriter hook for creating a new operation. Operation *createOperation(const OperationState &state) override { auto *result = FuncBuilder::createOperation(state); createdOps.push_back(result); return result; } /// PatternRewriter hook for updating the root operation in-place. void notifyRootUpdated(Operation *op) override { // The rewriter caches changes to the IR to allow for operating in-place and // backtracking. The rewrite is currently not capable of backtracking // in-place modifications. llvm_unreachable("in-place operation updates are not supported"); } /// Remap the given operands to those with potentially different types. void remapValues(Operation::operand_range operands, SmallVectorImpl &remapped) { remapped.reserve(llvm::size(operands)); for (Value *operand : operands) remapped.push_back(mapping.lookupOrDefault(operand)); } // Mapping between replaced values that differ in type. This happens when // replacing a value with one of a different type. BlockAndValueMapping mapping; /// Utility used to convert block arguments. ArgConverter argConverter; /// Ordered vector of all of the newly created operations during conversion. SmallVector createdOps; /// Ordered vector of any requested operation replacements. SmallVector replacements; }; } // end anonymous namespace //===----------------------------------------------------------------------===// // DialectConversionPattern //===----------------------------------------------------------------------===// /// Rewrite the IR rooted at the specified operation with the result of this /// pattern. If an unexpected error is encountered (an internal compiler /// error), it is emitted through the normal MLIR diagnostic hooks and the IR is /// left in a valid state. void DialectConversionPattern::rewrite(Operation *op, PatternRewriter &rewriter) const { SmallVector operands; auto &dialectRewriter = static_cast(rewriter); dialectRewriter.remapValues(op->getOperands(), operands); // If this operation has no successors, invoke the rewrite directly. if (op->getNumSuccessors() == 0) return rewrite(op, operands, rewriter); // Otherwise, we need to remap the successors. SmallVector destinations; destinations.reserve(op->getNumSuccessors()); SmallVector, 2> operandsPerDestination; unsigned firstSuccessorOperand = op->getSuccessorOperandIndex(0); for (unsigned i = 0, seen = 0, e = op->getNumSuccessors(); i < e; ++i) { destinations.push_back(op->getSuccessor(i)); // Lookup the successors operands. unsigned n = op->getNumSuccessorOperands(i); operandsPerDestination.push_back( llvm::makeArrayRef(operands.data() + firstSuccessorOperand + seen, n)); seen += n; } // Rewrite the operation. rewrite(op, llvm::makeArrayRef(operands.data(), operands.data() + firstSuccessorOperand), destinations, operandsPerDestination, rewriter); } //===----------------------------------------------------------------------===// // FunctionConverter //===----------------------------------------------------------------------===// namespace { // This class converts a single function using the given pattern matcher. If a // DialectConversion object is also provided, then the types of block arguments // will be converted using the appropriate 'convertType' calls. class FunctionConverter { public: explicit FunctionConverter(MLIRContext *ctx, RewritePatternMatcher &matcher, DialectConversion *conversion = nullptr) : dialectConversion(conversion), matcher(matcher) {} /// Converts the given function to the dialect using hooks defined in /// `dialectConversion`. Returns failure on error, success otherwise. LogicalResult convertFunction(Function *f); /// Converts the given region starting from the entry block and following the /// block successors. Returns failure on error, success otherwise. template LogicalResult convertRegion(DialectConversionRewriter &rewriter, Region ®ion, RegionParent *parent); /// Converts a block by traversing its operations sequentially, attempting to /// match a pattern. If there is no match, recurses the operations regions if /// it has any. // /// After converting operations, traverses the successor blocks unless they /// have been visited already as indicated in `visitedBlocks`. LogicalResult convertBlock(DialectConversionRewriter &rewriter, Block *block, DenseSet &visitedBlocks); /// Converts the type of the given block argument. Returns success if the /// argument type could be successfully converted, failure otherwise. LogicalResult convertArgument(DialectConversionRewriter &rewriter, BlockArgument *arg, Location loc); /// Pointer to a specific dialect conversion info. DialectConversion *dialectConversion; /// The matcher to use when converting operations. RewritePatternMatcher &matcher; }; } // end anonymous namespace LogicalResult FunctionConverter::convertArgument(DialectConversionRewriter &rewriter, BlockArgument *arg, Location loc) { auto convertedType = dialectConversion->convertType(arg->getType()); if (!convertedType) return arg->getContext()->emitError(loc) << "could not convert block argument of type : " << arg->getType(); // Generate a replacement value, with the new type, for this argument. if (convertedType != arg->getType()) rewriter.argConverter.castArgument(arg, convertedType, rewriter.mapping); return success(); } LogicalResult FunctionConverter::convertBlock(DialectConversionRewriter &rewriter, Block *block, DenseSet &visitedBlocks) { // First, add the current block to the list of visited blocks. visitedBlocks.insert(block); // Preserve the successors before rewriting the operations. SmallVector successors(block->getSuccessors()); // Iterate over ops and convert them. for (Operation &op : llvm::make_early_inc_range(*block)) { rewriter.setInsertionPoint(&op); if (matcher.matchAndRewrite(&op, rewriter)) continue; // Traverse any held regions. for (auto ®ion : op.getRegions()) if (!region.empty() && failed(convertRegion(rewriter, region, &op))) return failure(); } // Recurse to children that haven't been visited. for (Block *succ : successors) { if (visitedBlocks.count(succ)) continue; if (failed(convertBlock(rewriter, succ, visitedBlocks))) return failure(); } return success(); } template LogicalResult FunctionConverter::convertRegion(DialectConversionRewriter &rewriter, Region ®ion, RegionParent *parent) { assert(!region.empty() && "expected non-empty region"); // Create the arguments of each of the blocks in the region. If a type // converter was not provided, then we don't need to change any of the block // types. if (dialectConversion) { for (Block &block : region) for (auto *arg : block.getArguments()) if (failed(convertArgument(rewriter, arg, parent->getLoc()))) return failure(); } // Start a DFS-order traversal of the CFG to make sure defs are converted // before uses in dominated blocks. llvm::DenseSet visitedBlocks; if (failed(convertBlock(rewriter, ®ion.front(), visitedBlocks))) return failure(); // If some blocks are not reachable through successor chains, they should have // been removed by the DCE before this. if (visitedBlocks.size() != std::distance(region.begin(), region.end())) return parent->emitError("unreachable blocks were not converted"); return success(); } LogicalResult FunctionConverter::convertFunction(Function *f) { // If this is an external function, there is nothing else to do. if (f->isExternal()) return success(); // Rewrite the function body. DialectConversionRewriter rewriter(f); if (failed(convertRegion(rewriter, f->getBody(), f))) { // Reset any of the generated rewrites. rewriter.discardRewrites(); return failure(); } // Otherwise the conversion succeeded, so apply all rewrites. rewriter.applyRewrites(); return success(); } //===----------------------------------------------------------------------===// // DialectConversion //===----------------------------------------------------------------------===// // Create a function type with arguments and results converted, and argument // attributes passed through. FunctionType DialectConversion::convertFunctionSignatureType( FunctionType type, ArrayRef argAttrs, SmallVectorImpl &convertedArgAttrs) { SmallVector arguments; SmallVector results; arguments.reserve(type.getNumInputs()); for (auto t : type.getInputs()) arguments.push_back(convertType(t)); results.reserve(type.getNumResults()); for (auto t : type.getResults()) results.push_back(convertType(t)); // Note this will cause an extra allocation only if we need // to grow the caller-provided resulting attribute vector. convertedArgAttrs.reserve(arguments.size()); for (auto attr : argAttrs) convertedArgAttrs.push_back(attr); return FunctionType::get(arguments, results, type.getContext()); } //===----------------------------------------------------------------------===// // applyConversionPatterns //===----------------------------------------------------------------------===// namespace { /// This class represents a function to be converted. It allows for converting /// the body of functions and the signature in two phases. struct ConvertedFunction { ConvertedFunction(Function *fn, FunctionType newType, ArrayRef newFunctionArgAttrs) : fn(fn), newType(newType), newFunctionArgAttrs(newFunctionArgAttrs.begin(), newFunctionArgAttrs.end()) {} /// The function to convert. Function *fn; /// The new type and argument attributes for the function. FunctionType newType; SmallVector newFunctionArgAttrs; }; } // end anonymous namespace /// Convert the given module with the provided dialect conversion object. /// If conversion fails for a specific function, those functions remains /// unmodified. LogicalResult mlir::applyConverter(Module &module, DialectConversion &converter) { // Grab the conversion patterns from the converter and create the pattern // matcher. MLIRContext *context = module.getContext(); OwningRewritePatternList patterns; converter.initConverters(patterns, context); RewritePatternMatcher matcher(std::move(patterns)); // Try to convert each of the functions within the module. Defer updating the // signatures of the functions until after all of the bodies have been // converted. This allows for the conversion patterns to still rely on the // public signatures of the functions within the module before they are // updated. std::vector toConvert; toConvert.reserve(module.getFunctions().size()); for (auto &func : module) { // Convert the function type using the dialect converter. SmallVector newFunctionArgAttrs; FunctionType newType = converter.convertFunctionSignatureType( func.getType(), func.getAllArgAttrs(), newFunctionArgAttrs); if (!newType || !newType.isa()) return func.emitError("could not convert function type"); // Convert the body of this function. FunctionConverter funcConverter(context, matcher, &converter); if (failed(funcConverter.convertFunction(&func))) return failure(); // Add function signature to be updated. toConvert.emplace_back(&func, newType.cast(), newFunctionArgAttrs); } // Finally, update the signatures of all of the converted functions. for (auto &it : toConvert) { it.fn->setType(it.newType); it.fn->setAllArgAttrs(it.newFunctionArgAttrs); } return success(); } /// Convert the given function with the provided conversion patterns. This will /// convert as many of the operations within 'fn' as possible given the set of /// patterns. LogicalResult mlir::applyConversionPatterns(Function &fn, OwningRewritePatternList &&patterns) { // Convert the body of this function. RewritePatternMatcher matcher(std::move(patterns)); FunctionConverter converter(fn.getContext(), matcher); return converter.convertFunction(&fn); }