164d52014SChris Lattner //===- GreedyPatternRewriteDriver.cpp - A greedy rewriter -----------------===// 264d52014SChris Lattner // 364d52014SChris Lattner // Copyright 2019 The MLIR Authors. 464d52014SChris Lattner // 564d52014SChris Lattner // Licensed under the Apache License, Version 2.0 (the "License"); 664d52014SChris Lattner // you may not use this file except in compliance with the License. 764d52014SChris Lattner // You may obtain a copy of the License at 864d52014SChris Lattner // 964d52014SChris Lattner // http://www.apache.org/licenses/LICENSE-2.0 1064d52014SChris Lattner // 1164d52014SChris Lattner // Unless required by applicable law or agreed to in writing, software 1264d52014SChris Lattner // distributed under the License is distributed on an "AS IS" BASIS, 1364d52014SChris Lattner // WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 1464d52014SChris Lattner // See the License for the specific language governing permissions and 1564d52014SChris Lattner // limitations under the License. 1664d52014SChris Lattner // ============================================================================= 1764d52014SChris Lattner // 1864d52014SChris Lattner // This file implements mlir::applyPatternsGreedily. 1964d52014SChris Lattner // 2064d52014SChris Lattner //===----------------------------------------------------------------------===// 2164d52014SChris Lattner 2264d52014SChris Lattner #include "mlir/IR/Builders.h" 2364d52014SChris Lattner #include "mlir/IR/BuiltinOps.h" 247de0da95SChris Lattner #include "mlir/IR/PatternMatch.h" 2564d52014SChris Lattner #include "llvm/ADT/DenseMap.h" 2664d52014SChris Lattner using namespace mlir; 2764d52014SChris Lattner 2864d52014SChris Lattner namespace { 2964d52014SChris Lattner class WorklistRewriter; 3064d52014SChris Lattner 3164d52014SChris Lattner /// This is a worklist-driven driver for the PatternMatcher, which repeatedly 3264d52014SChris Lattner /// applies the locally optimal patterns in a roughly "bottom up" way. 3364d52014SChris Lattner class GreedyPatternRewriteDriver { 3464d52014SChris Lattner public: 353f2530cdSChris Lattner explicit GreedyPatternRewriteDriver(OwningRewritePatternList &&patterns) 3664d52014SChris Lattner : matcher(std::move(patterns)) { 3764d52014SChris Lattner worklist.reserve(64); 3864d52014SChris Lattner } 3964d52014SChris Lattner 4064d52014SChris Lattner void simplifyFunction(Function *currentFunction, WorklistRewriter &rewriter); 4164d52014SChris Lattner 4264d52014SChris Lattner void addToWorklist(Operation *op) { 435c4f1fddSRiver Riddle // Check to see if the worklist already contains this op. 445c4f1fddSRiver Riddle if (worklistMap.count(op)) 455c4f1fddSRiver Riddle return; 465c4f1fddSRiver Riddle 4764d52014SChris Lattner worklistMap[op] = worklist.size(); 4864d52014SChris Lattner worklist.push_back(op); 4964d52014SChris Lattner } 5064d52014SChris Lattner 5164d52014SChris Lattner Operation *popFromWorklist() { 5264d52014SChris Lattner auto *op = worklist.back(); 5364d52014SChris Lattner worklist.pop_back(); 5464d52014SChris Lattner 5564d52014SChris Lattner // This operation is no longer in the worklist, keep worklistMap up to date. 5664d52014SChris Lattner if (op) 5764d52014SChris Lattner worklistMap.erase(op); 5864d52014SChris Lattner return op; 5964d52014SChris Lattner } 6064d52014SChris Lattner 6164d52014SChris Lattner /// If the specified operation is in the worklist, remove it. If not, this is 6264d52014SChris Lattner /// a no-op. 6364d52014SChris Lattner void removeFromWorklist(Operation *op) { 6464d52014SChris Lattner auto it = worklistMap.find(op); 6564d52014SChris Lattner if (it != worklistMap.end()) { 6664d52014SChris Lattner assert(worklist[it->second] == op && "malformed worklist data structure"); 6764d52014SChris Lattner worklist[it->second] = nullptr; 6864d52014SChris Lattner } 6964d52014SChris Lattner } 7064d52014SChris Lattner 7164d52014SChris Lattner private: 7264d52014SChris Lattner /// The low-level pattern matcher. 7364d52014SChris Lattner PatternMatcher matcher; 7464d52014SChris Lattner 7564d52014SChris Lattner /// The worklist for this transformation keeps track of the operations that 7664d52014SChris Lattner /// need to be revisited, plus their index in the worklist. This allows us to 7764d52014SChris Lattner /// efficiently remove operations from the worklist when they are removed even 7864d52014SChris Lattner /// if they aren't the root of a pattern. 7964d52014SChris Lattner std::vector<Operation *> worklist; 8064d52014SChris Lattner DenseMap<Operation *, unsigned> worklistMap; 8164d52014SChris Lattner 8264d52014SChris Lattner /// As part of canonicalization, we move constants to the top of the entry 8364d52014SChris Lattner /// block of the current function and de-duplicate them. This keeps track of 8464d52014SChris Lattner /// constants we have done this for. 854c465a18SRiver Riddle DenseMap<std::pair<Attribute, Type>, Operation *> uniquedConstants; 8664d52014SChris Lattner }; 8764d52014SChris Lattner }; // end anonymous namespace 8864d52014SChris Lattner 8964d52014SChris Lattner /// This is a listener object that updates our worklists and other data 9064d52014SChris Lattner /// structures in response to operations being added and removed. 9164d52014SChris Lattner namespace { 9264d52014SChris Lattner class WorklistRewriter : public PatternRewriter { 9364d52014SChris Lattner public: 9464d52014SChris Lattner WorklistRewriter(GreedyPatternRewriteDriver &driver, MLIRContext *context) 9564d52014SChris Lattner : PatternRewriter(context), driver(driver) {} 9664d52014SChris Lattner 9764d52014SChris Lattner virtual void setInsertionPoint(Operation *op) = 0; 9864d52014SChris Lattner 9964d52014SChris Lattner // If an operation is about to be removed, make sure it is not in our 10064d52014SChris Lattner // worklist anymore because we'd get dangling references to it. 10164d52014SChris Lattner void notifyOperationRemoved(Operation *op) override { 10264d52014SChris Lattner driver.removeFromWorklist(op); 10364d52014SChris Lattner } 10464d52014SChris Lattner 105085b687fSChris Lattner // When the root of a pattern is about to be replaced, it can trigger 106085b687fSChris Lattner // simplifications to its users - make sure to add them to the worklist 107085b687fSChris Lattner // before the root is changed. 108085b687fSChris Lattner void notifyRootReplaced(Operation *op) override { 109085b687fSChris Lattner for (auto *result : op->getResults()) 110085b687fSChris Lattner // TODO: Add a result->getUsers() iterator. 111085b687fSChris Lattner for (auto &user : result->getUses()) { 112085b687fSChris Lattner if (auto *op = dyn_cast<Operation>(user.getOwner())) 113085b687fSChris Lattner driver.addToWorklist(op); 114085b687fSChris Lattner } 115085b687fSChris Lattner 116085b687fSChris Lattner // TODO: Walk the operand list dropping them as we go. If any of them 117085b687fSChris Lattner // drop to zero uses, then add them to the worklist to allow them to be 118085b687fSChris Lattner // deleted as dead. 119085b687fSChris Lattner } 120085b687fSChris Lattner 12164d52014SChris Lattner GreedyPatternRewriteDriver &driver; 12264d52014SChris Lattner }; 12364d52014SChris Lattner 12464d52014SChris Lattner } // end anonymous namespace 12564d52014SChris Lattner 12664d52014SChris Lattner void GreedyPatternRewriteDriver::simplifyFunction(Function *currentFunction, 12764d52014SChris Lattner WorklistRewriter &rewriter) { 12864d52014SChris Lattner // These are scratch vectors used in the constant folding loop below. 129792d1c25SRiver Riddle SmallVector<Attribute, 8> operandConstants, resultConstants; 13064d52014SChris Lattner 13164d52014SChris Lattner while (!worklist.empty()) { 13264d52014SChris Lattner auto *op = popFromWorklist(); 13364d52014SChris Lattner 13464d52014SChris Lattner // Nulls get added to the worklist when operations are removed, ignore them. 13564d52014SChris Lattner if (op == nullptr) 13664d52014SChris Lattner continue; 13764d52014SChris Lattner 13864d52014SChris Lattner // If we have a constant op, unique it into the entry block. 13964d52014SChris Lattner if (auto constant = op->dyn_cast<ConstantOp>()) { 14064d52014SChris Lattner // If this constant is dead, remove it, being careful to keep 14164d52014SChris Lattner // uniquedConstants up to date. 14264d52014SChris Lattner if (constant->use_empty()) { 14364d52014SChris Lattner auto it = 14464d52014SChris Lattner uniquedConstants.find({constant->getValue(), constant->getType()}); 14564d52014SChris Lattner if (it != uniquedConstants.end() && it->second == op) 14664d52014SChris Lattner uniquedConstants.erase(it); 14764d52014SChris Lattner constant->erase(); 14864d52014SChris Lattner continue; 14964d52014SChris Lattner } 15064d52014SChris Lattner 15164d52014SChris Lattner // Check to see if we already have a constant with this type and value: 15264d52014SChris Lattner auto &entry = uniquedConstants[std::make_pair(constant->getValue(), 15364d52014SChris Lattner constant->getType())]; 15464d52014SChris Lattner if (entry) { 15564d52014SChris Lattner // If this constant is already our uniqued one, then leave it alone. 15664d52014SChris Lattner if (entry == op) 15764d52014SChris Lattner continue; 15864d52014SChris Lattner 15964d52014SChris Lattner // Otherwise replace this redundant constant with the uniqued one. We 16064d52014SChris Lattner // know this is safe because we move constants to the top of the 16164d52014SChris Lattner // function when they are uniqued, so we know they dominate all uses. 16264d52014SChris Lattner constant->replaceAllUsesWith(entry->getResult(0)); 16364d52014SChris Lattner constant->erase(); 16464d52014SChris Lattner continue; 16564d52014SChris Lattner } 16664d52014SChris Lattner 16764d52014SChris Lattner // If we have no entry, then we should unique this constant as the 16864d52014SChris Lattner // canonical version. To ensure safe dominance, move the operation to the 16964d52014SChris Lattner // top of the function. 17064d52014SChris Lattner entry = op; 17164d52014SChris Lattner 17264d52014SChris Lattner // TODO: If we make terminators into Operations then we could turn this 17364d52014SChris Lattner // into a nice Operation::moveBefore(Operation*) method. We just need the 17464d52014SChris Lattner // guarantee that a block is non-empty. 17564d52014SChris Lattner if (auto *cfgFunc = dyn_cast<CFGFunction>(currentFunction)) { 17664d52014SChris Lattner auto &entryBB = cfgFunc->front(); 177d34fcce2SRiver Riddle cast<Instruction>(op)->moveBefore(&entryBB, entryBB.begin()); 17864d52014SChris Lattner } else { 17964d52014SChris Lattner auto *mlFunc = cast<MLFunction>(currentFunction); 180*d613f5abSChris Lattner cast<OperationStmt>(op)->moveBefore(mlFunc->getBody(), 181*d613f5abSChris Lattner mlFunc->getBody()->begin()); 18264d52014SChris Lattner } 18364d52014SChris Lattner 18464d52014SChris Lattner continue; 18564d52014SChris Lattner } 18664d52014SChris Lattner 18764d52014SChris Lattner // If the operation has no side effects, and no users, then it is trivially 18864d52014SChris Lattner // dead - remove it. 18964d52014SChris Lattner if (op->hasNoSideEffect() && op->use_empty()) { 19064d52014SChris Lattner op->erase(); 19164d52014SChris Lattner continue; 19264d52014SChris Lattner } 19364d52014SChris Lattner 19464d52014SChris Lattner // Check to see if any operands to the instruction is constant and whether 19564d52014SChris Lattner // the operation knows how to constant fold itself. 19664d52014SChris Lattner operandConstants.clear(); 19764d52014SChris Lattner for (auto *operand : op->getOperands()) { 198792d1c25SRiver Riddle Attribute operandCst; 19964d52014SChris Lattner if (auto *operandOp = operand->getDefiningOperation()) { 20064d52014SChris Lattner if (auto operandConstantOp = operandOp->dyn_cast<ConstantOp>()) 20164d52014SChris Lattner operandCst = operandConstantOp->getValue(); 20264d52014SChris Lattner } 20364d52014SChris Lattner operandConstants.push_back(operandCst); 20464d52014SChris Lattner } 20564d52014SChris Lattner 20664d52014SChris Lattner // If constant folding was successful, create the result constants, RAUW the 20764d52014SChris Lattner // operation and remove it. 20864d52014SChris Lattner resultConstants.clear(); 20964d52014SChris Lattner if (!op->constantFold(operandConstants, resultConstants)) { 21064d52014SChris Lattner rewriter.setInsertionPoint(op); 21164d52014SChris Lattner 21264d52014SChris Lattner for (unsigned i = 0, e = op->getNumResults(); i != e; ++i) { 21364d52014SChris Lattner auto *res = op->getResult(i); 21464d52014SChris Lattner if (res->use_empty()) // ignore dead uses. 21564d52014SChris Lattner continue; 21664d52014SChris Lattner 21764d52014SChris Lattner // If we already have a canonicalized version of this constant, just 21864d52014SChris Lattner // reuse it. Otherwise create a new one. 21964d52014SChris Lattner SSAValue *cstValue; 22064d52014SChris Lattner auto it = uniquedConstants.find({resultConstants[i], res->getType()}); 22164d52014SChris Lattner if (it != uniquedConstants.end()) 22264d52014SChris Lattner cstValue = it->second->getResult(0); 22364d52014SChris Lattner else 22464d52014SChris Lattner cstValue = rewriter.create<ConstantOp>( 22564d52014SChris Lattner op->getLoc(), resultConstants[i], res->getType()); 226967d9341SChris Lattner 227967d9341SChris Lattner // Add all the users of the result to the worklist so we make sure to 228967d9341SChris Lattner // revisit them. 229967d9341SChris Lattner // 230967d9341SChris Lattner // TODO: Add a result->getUsers() iterator. 231085b687fSChris Lattner for (auto &operand : op->getResult(i)->getUses()) { 232085b687fSChris Lattner if (auto *op = dyn_cast<Operation>(operand.getOwner())) 233967d9341SChris Lattner addToWorklist(op); 234967d9341SChris Lattner } 235967d9341SChris Lattner 23664d52014SChris Lattner res->replaceAllUsesWith(cstValue); 23764d52014SChris Lattner } 23864d52014SChris Lattner 23964d52014SChris Lattner assert(op->hasNoSideEffect() && "Constant folded op with side effects?"); 24064d52014SChris Lattner op->erase(); 24164d52014SChris Lattner continue; 24264d52014SChris Lattner } 24364d52014SChris Lattner 244967d9341SChris Lattner // If this is a commutative binary operation with a constant on the left 245967d9341SChris Lattner // side move it to the right side. 24664d52014SChris Lattner if (operandConstants.size() == 2 && operandConstants[0] && 247967d9341SChris Lattner !operandConstants[1] && op->isCommutative()) { 24864d52014SChris Lattner auto *newLHS = op->getOperand(1); 24964d52014SChris Lattner op->setOperand(1, op->getOperand(0)); 25064d52014SChris Lattner op->setOperand(0, newLHS); 25164d52014SChris Lattner } 25264d52014SChris Lattner 25364d52014SChris Lattner // Check to see if we have any patterns that match this node. 25464d52014SChris Lattner auto match = matcher.findMatch(op); 25564d52014SChris Lattner if (!match.first) 25664d52014SChris Lattner continue; 25764d52014SChris Lattner 25864d52014SChris Lattner // Make sure that any new operations are inserted at this point. 25964d52014SChris Lattner rewriter.setInsertionPoint(op); 2603f2530cdSChris Lattner // We know that any pattern that matched is RewritePattern because we 2613f2530cdSChris Lattner // initialized the matcher with RewritePatterns. 2623f2530cdSChris Lattner auto *rewritePattern = static_cast<RewritePattern *>(match.first); 2633f2530cdSChris Lattner rewritePattern->rewrite(op, std::move(match.second), rewriter); 26464d52014SChris Lattner } 26564d52014SChris Lattner 26664d52014SChris Lattner uniquedConstants.clear(); 26764d52014SChris Lattner } 26864d52014SChris Lattner 2693f2530cdSChris Lattner static void processMLFunction(MLFunction *fn, 2703f2530cdSChris Lattner OwningRewritePatternList &&patterns) { 27164d52014SChris Lattner class MLFuncRewriter : public WorklistRewriter { 27264d52014SChris Lattner public: 27364d52014SChris Lattner MLFuncRewriter(GreedyPatternRewriteDriver &driver, MLFuncBuilder &builder) 27464d52014SChris Lattner : WorklistRewriter(driver, builder.getContext()), builder(builder) {} 27564d52014SChris Lattner 27664d52014SChris Lattner // Implement the hook for creating operations, and make sure that newly 27764d52014SChris Lattner // created ops are added to the worklist for processing. 27864d52014SChris Lattner Operation *createOperation(const OperationState &state) override { 27964d52014SChris Lattner auto *result = builder.createOperation(state); 28064d52014SChris Lattner driver.addToWorklist(result); 28164d52014SChris Lattner return result; 28264d52014SChris Lattner } 28364d52014SChris Lattner 28464d52014SChris Lattner void setInsertionPoint(Operation *op) override { 28564d52014SChris Lattner // Any new operations should be added before this statement. 28664d52014SChris Lattner builder.setInsertionPoint(cast<OperationStmt>(op)); 28764d52014SChris Lattner } 28864d52014SChris Lattner 28964d52014SChris Lattner private: 29064d52014SChris Lattner MLFuncBuilder &builder; 29164d52014SChris Lattner }; 29264d52014SChris Lattner 29364d52014SChris Lattner GreedyPatternRewriteDriver driver(std::move(patterns)); 29464d52014SChris Lattner fn->walk([&](OperationStmt *stmt) { driver.addToWorklist(stmt); }); 29564d52014SChris Lattner 29664d52014SChris Lattner MLFuncBuilder mlBuilder(fn); 29764d52014SChris Lattner MLFuncRewriter rewriter(driver, mlBuilder); 29864d52014SChris Lattner driver.simplifyFunction(fn, rewriter); 29964d52014SChris Lattner } 30064d52014SChris Lattner 3013f2530cdSChris Lattner static void processCFGFunction(CFGFunction *fn, 3023f2530cdSChris Lattner OwningRewritePatternList &&patterns) { 30364d52014SChris Lattner class CFGFuncRewriter : public WorklistRewriter { 30464d52014SChris Lattner public: 30564d52014SChris Lattner CFGFuncRewriter(GreedyPatternRewriteDriver &driver, CFGFuncBuilder &builder) 30664d52014SChris Lattner : WorklistRewriter(driver, builder.getContext()), builder(builder) {} 30764d52014SChris Lattner 30864d52014SChris Lattner // Implement the hook for creating operations, and make sure that newly 30964d52014SChris Lattner // created ops are added to the worklist for processing. 31064d52014SChris Lattner Operation *createOperation(const OperationState &state) override { 31164d52014SChris Lattner auto *result = builder.createOperation(state); 31264d52014SChris Lattner driver.addToWorklist(result); 31364d52014SChris Lattner return result; 31464d52014SChris Lattner } 31564d52014SChris Lattner 31664d52014SChris Lattner void setInsertionPoint(Operation *op) override { 31764d52014SChris Lattner // Any new operations should be added before this instruction. 318d34fcce2SRiver Riddle builder.setInsertionPoint(cast<Instruction>(op)); 31964d52014SChris Lattner } 32064d52014SChris Lattner 32164d52014SChris Lattner private: 32264d52014SChris Lattner CFGFuncBuilder &builder; 32364d52014SChris Lattner }; 32464d52014SChris Lattner 32564d52014SChris Lattner GreedyPatternRewriteDriver driver(std::move(patterns)); 32664d52014SChris Lattner for (auto &bb : *fn) 32764d52014SChris Lattner for (auto &op : bb) 32864d52014SChris Lattner driver.addToWorklist(&op); 32964d52014SChris Lattner 33064d52014SChris Lattner CFGFuncBuilder cfgBuilder(fn); 33164d52014SChris Lattner CFGFuncRewriter rewriter(driver, cfgBuilder); 33264d52014SChris Lattner driver.simplifyFunction(fn, rewriter); 33364d52014SChris Lattner } 33464d52014SChris Lattner 33564d52014SChris Lattner /// Rewrite the specified function by repeatedly applying the highest benefit 33664d52014SChris Lattner /// patterns in a greedy work-list driven manner. 33764d52014SChris Lattner /// 3383f2530cdSChris Lattner void mlir::applyPatternsGreedily(Function *fn, 3393f2530cdSChris Lattner OwningRewritePatternList &&patterns) { 34064d52014SChris Lattner if (auto *cfg = dyn_cast<CFGFunction>(fn)) { 34164d52014SChris Lattner processCFGFunction(cfg, std::move(patterns)); 34264d52014SChris Lattner } else { 34364d52014SChris Lattner processMLFunction(cast<MLFunction>(fn), std::move(patterns)); 34464d52014SChris Lattner } 34564d52014SChris Lattner } 346