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" 237de0da95SChris Lattner #include "mlir/IR/PatternMatch.h" 24f37651c7SRiver Riddle #include "mlir/StandardOps/Ops.h" 254e40c832SLei Zhang #include "mlir/Transforms/ConstantFoldUtils.h" 2664d52014SChris Lattner #include "llvm/ADT/DenseMap.h" 275c757087SFeng Liu #include "llvm/Support/CommandLine.h" 285c757087SFeng Liu #include "llvm/Support/Debug.h" 295c757087SFeng Liu #include "llvm/Support/raw_ostream.h" 304e40c832SLei Zhang 3164d52014SChris Lattner using namespace mlir; 3264d52014SChris Lattner 335c757087SFeng Liu #define DEBUG_TYPE "pattern-matcher" 345c757087SFeng Liu 355c757087SFeng Liu static llvm::cl::opt<unsigned> maxPatternMatchIterations( 365c757087SFeng Liu "mlir-max-pattern-match-iterations", 375c757087SFeng Liu llvm::cl::desc( 385c757087SFeng Liu "Max number of iterations scanning the functions for pattern match"), 395c757087SFeng Liu llvm::cl::init(10)); 405c757087SFeng Liu 4164d52014SChris Lattner namespace { 4264d52014SChris Lattner 4364d52014SChris Lattner /// This is a worklist-driven driver for the PatternMatcher, which repeatedly 4464d52014SChris Lattner /// applies the locally optimal patterns in a roughly "bottom up" way. 454bd9f936SChris Lattner class GreedyPatternRewriteDriver : public PatternRewriter { 4664d52014SChris Lattner public: 4746ade282SChris Lattner explicit GreedyPatternRewriteDriver(Function &fn, 484bd9f936SChris Lattner OwningRewritePatternList &&patterns) 4946ade282SChris Lattner : PatternRewriter(fn.getContext()), matcher(std::move(patterns), *this), 5046ade282SChris Lattner builder(&fn) { 5164d52014SChris Lattner worklist.reserve(64); 5264d52014SChris Lattner } 5364d52014SChris Lattner 545c757087SFeng Liu /// Perform the rewrites. Return true if the rewrite converges in 555c757087SFeng Liu /// `maxIterations`. 56*2fe8ae4fSJacques Pienaar bool simplifyFunction(int maxIterations); 5764d52014SChris Lattner 5899b87c97SRiver Riddle void addToWorklist(Operation *op) { 595c4f1fddSRiver Riddle // Check to see if the worklist already contains this op. 605c4f1fddSRiver Riddle if (worklistMap.count(op)) 615c4f1fddSRiver Riddle return; 625c4f1fddSRiver Riddle 6364d52014SChris Lattner worklistMap[op] = worklist.size(); 6464d52014SChris Lattner worklist.push_back(op); 6564d52014SChris Lattner } 6664d52014SChris Lattner 6799b87c97SRiver Riddle Operation *popFromWorklist() { 6864d52014SChris Lattner auto *op = worklist.back(); 6964d52014SChris Lattner worklist.pop_back(); 7064d52014SChris Lattner 7164d52014SChris Lattner // This operation is no longer in the worklist, keep worklistMap up to date. 7264d52014SChris Lattner if (op) 7364d52014SChris Lattner worklistMap.erase(op); 7464d52014SChris Lattner return op; 7564d52014SChris Lattner } 7664d52014SChris Lattner 7764d52014SChris Lattner /// If the specified operation is in the worklist, remove it. If not, this is 7864d52014SChris Lattner /// a no-op. 7999b87c97SRiver Riddle void removeFromWorklist(Operation *op) { 8064d52014SChris Lattner auto it = worklistMap.find(op); 8164d52014SChris Lattner if (it != worklistMap.end()) { 8264d52014SChris Lattner assert(worklist[it->second] == op && "malformed worklist data structure"); 8364d52014SChris Lattner worklist[it->second] = nullptr; 8464d52014SChris Lattner } 8564d52014SChris Lattner } 8664d52014SChris Lattner 874bd9f936SChris Lattner // These are hooks implemented for PatternRewriter. 884bd9f936SChris Lattner protected: 894bd9f936SChris Lattner // Implement the hook for creating operations, and make sure that newly 904bd9f936SChris Lattner // created ops are added to the worklist for processing. 9199b87c97SRiver Riddle Operation *createOperation(const OperationState &state) override { 924bd9f936SChris Lattner auto *result = builder.createOperation(state); 934bd9f936SChris Lattner addToWorklist(result); 944bd9f936SChris Lattner return result; 954bd9f936SChris Lattner } 9664d52014SChris Lattner 9764d52014SChris Lattner // If an operation is about to be removed, make sure it is not in our 9864d52014SChris Lattner // worklist anymore because we'd get dangling references to it. 9999b87c97SRiver Riddle void notifyOperationRemoved(Operation *op) override { 100a8866258SRiver Riddle addToWorklist(op->getOperands()); 1014bd9f936SChris Lattner removeFromWorklist(op); 10264d52014SChris Lattner } 10364d52014SChris Lattner 104085b687fSChris Lattner // When the root of a pattern is about to be replaced, it can trigger 105085b687fSChris Lattner // simplifications to its users - make sure to add them to the worklist 106085b687fSChris Lattner // before the root is changed. 10799b87c97SRiver Riddle void notifyRootReplaced(Operation *op) override { 108085b687fSChris Lattner for (auto *result : op->getResults()) 109085b687fSChris Lattner // TODO: Add a result->getUsers() iterator. 110b499277fSRiver Riddle for (auto &user : result->getUses()) 111b499277fSRiver Riddle addToWorklist(user.getOwner()); 112085b687fSChris Lattner } 113085b687fSChris Lattner 1144bd9f936SChris Lattner private: 11599b87c97SRiver Riddle // Look over the provided operands for any defining operations that should 116a8866258SRiver Riddle // be re-added to the worklist. This function should be called when an 117a8866258SRiver Riddle // operation is modified or removed, as it may trigger further 118a8866258SRiver Riddle // simplifications. 119a8866258SRiver Riddle template <typename Operands> void addToWorklist(Operands &&operands) { 120a8866258SRiver Riddle for (Value *operand : operands) { 121a8866258SRiver Riddle // If the use count of this operand is now < 2, we re-add the defining 12299b87c97SRiver Riddle // operation to the worklist. 12399b87c97SRiver Riddle // TODO(riverriddle) This is based on the fact that zero use operations 124a8866258SRiver Riddle // may be deleted, and that single use values often have more 125a8866258SRiver Riddle // canonicalization opportunities. 1265c757087SFeng Liu if (!operand->use_empty() && !operand->hasOneUse()) 127a8866258SRiver Riddle continue; 128f9d91531SRiver Riddle if (auto *defInst = operand->getDefiningOp()) 129a8866258SRiver Riddle addToWorklist(defInst); 130a8866258SRiver Riddle } 131a8866258SRiver Riddle } 132a8866258SRiver Riddle 1334bd9f936SChris Lattner /// The low-level pattern matcher. 1345de726f4SRiver Riddle RewritePatternMatcher matcher; 1354bd9f936SChris Lattner 1364bd9f936SChris Lattner /// This builder is used to create new operations. 1374bd9f936SChris Lattner FuncBuilder builder; 1384bd9f936SChris Lattner 1394bd9f936SChris Lattner /// The worklist for this transformation keeps track of the operations that 1404bd9f936SChris Lattner /// need to be revisited, plus their index in the worklist. This allows us to 1414bd9f936SChris Lattner /// efficiently remove operations from the worklist when they are erased from 1424bd9f936SChris Lattner /// the function, even if they aren't the root of a pattern. 14399b87c97SRiver Riddle std::vector<Operation *> worklist; 14499b87c97SRiver Riddle DenseMap<Operation *, unsigned> worklistMap; 14564d52014SChris Lattner }; 1464bd9f936SChris Lattner }; // end anonymous namespace 14764d52014SChris Lattner 1484bd9f936SChris Lattner /// Perform the rewrites. 149*2fe8ae4fSJacques Pienaar bool GreedyPatternRewriteDriver::simplifyFunction(int maxIterations) { 1505c757087SFeng Liu Function *fn = builder.getFunction(); 1515c757087SFeng Liu ConstantFoldHelper helper(fn); 1525c757087SFeng Liu 1535c757087SFeng Liu bool changed = false; 1545c757087SFeng Liu int i = 0; 1555c757087SFeng Liu do { 1565c757087SFeng Liu // Add all operations to the worklist. 1575c757087SFeng Liu fn->walk([&](Operation *op) { addToWorklist(op); }); 1584e40c832SLei Zhang 1594e40c832SLei Zhang // These are scratch vectors used in the folding loop below. 160934b6d12SChris Lattner SmallVector<Value *, 8> originalOperands, resultValues; 16164d52014SChris Lattner 1625c757087SFeng Liu changed = false; 16364d52014SChris Lattner while (!worklist.empty()) { 16464d52014SChris Lattner auto *op = popFromWorklist(); 16564d52014SChris Lattner 1665c757087SFeng Liu // Nulls get added to the worklist when operations are removed, ignore 1675c757087SFeng Liu // them. 16864d52014SChris Lattner if (op == nullptr) 16964d52014SChris Lattner continue; 17064d52014SChris Lattner 1715c757087SFeng Liu // If the operation has no side effects, and no users, then it is 1725c757087SFeng Liu // trivially dead - remove it. 17364d52014SChris Lattner if (op->hasNoSideEffect() && op->use_empty()) { 1745c757087SFeng Liu // Be careful to update bookkeeping in ConstantHelper to keep 1755c757087SFeng Liu // consistency if this is a constant op. 1764e40c832SLei Zhang if (op->isa<ConstantOp>()) 1774e40c832SLei Zhang helper.notifyRemoval(op); 17864d52014SChris Lattner op->erase(); 17964d52014SChris Lattner continue; 18064d52014SChris Lattner } 18164d52014SChris Lattner 1824e40c832SLei Zhang // Collects all the operands and result uses of the given `op` into work 1834e40c832SLei Zhang // list. 1844e40c832SLei Zhang auto collectOperandsAndUses = [this](Operation *op) { 185a8866258SRiver Riddle // Add the operands to the worklist for visitation. 186a8866258SRiver Riddle addToWorklist(op->getOperands()); 1874e40c832SLei Zhang // Add all the users of the result to the worklist so we make sure 1884e40c832SLei Zhang // to revisit them. 189967d9341SChris Lattner // 190967d9341SChris Lattner // TODO: Add a result->getUsers() iterator. 1914e40c832SLei Zhang for (unsigned i = 0, e = op->getNumResults(); i != e; ++i) { 192b499277fSRiver Riddle for (auto &operand : op->getResult(i)->getUses()) 193b499277fSRiver Riddle addToWorklist(operand.getOwner()); 19464d52014SChris Lattner } 1954e40c832SLei Zhang }; 19664d52014SChris Lattner 1974e40c832SLei Zhang // Try to constant fold this op. 1984e40c832SLei Zhang if (helper.tryToConstantFold(op, collectOperandsAndUses)) { 1995c757087SFeng Liu assert(op->hasNoSideEffect() && 2005c757087SFeng Liu "Constant folded op with side effects?"); 20164d52014SChris Lattner op->erase(); 2025c757087SFeng Liu changed |= true; 20364d52014SChris Lattner continue; 20464d52014SChris Lattner } 20564d52014SChris Lattner 206934b6d12SChris Lattner // Otherwise see if we can use the generic folder API to simplify the 207934b6d12SChris Lattner // operation. 208934b6d12SChris Lattner originalOperands.assign(op->operand_begin(), op->operand_end()); 209934b6d12SChris Lattner resultValues.clear(); 2105e1f1d2cSRiver Riddle if (succeeded(op->fold(resultValues))) { 211934b6d12SChris Lattner // If the result was an in-place simplification (e.g. max(x,x,y) -> 2125c757087SFeng Liu // max(x,y)) then add the original operands to the worklist so we can 2135c757087SFeng Liu // make sure to revisit them. 214934b6d12SChris Lattner if (resultValues.empty()) { 215a8866258SRiver Riddle // Add the operands back to the worklist as there may be more 216a8866258SRiver Riddle // canonicalization opportunities now. 217a8866258SRiver Riddle addToWorklist(originalOperands); 218934b6d12SChris Lattner } else { 219934b6d12SChris Lattner // Otherwise, the operation is simplified away completely. 220934b6d12SChris Lattner assert(resultValues.size() == op->getNumResults()); 221934b6d12SChris Lattner 222a8866258SRiver Riddle // Notify that we are replacing this operation. 223a8866258SRiver Riddle notifyRootReplaced(op); 224a8866258SRiver Riddle 225a8866258SRiver Riddle // Replace the result values and erase the operation. 226934b6d12SChris Lattner for (unsigned i = 0, e = resultValues.size(); i != e; ++i) { 227934b6d12SChris Lattner auto *res = op->getResult(i); 228a8866258SRiver Riddle if (!res->use_empty()) 229934b6d12SChris Lattner res->replaceAllUsesWith(resultValues[i]); 230934b6d12SChris Lattner } 231934b6d12SChris Lattner 232a8866258SRiver Riddle notifyOperationRemoved(op); 233934b6d12SChris Lattner op->erase(); 23499fee0b1SRiver Riddle } 2355c757087SFeng Liu changed |= true; 236934b6d12SChris Lattner continue; 23764d52014SChris Lattner } 23864d52014SChris Lattner 23964d52014SChris Lattner // Make sure that any new operations are inserted at this point. 2404bd9f936SChris Lattner builder.setInsertionPoint(op); 2415de726f4SRiver Riddle 2425de726f4SRiver Riddle // Try to match one of the canonicalization patterns. The rewriter is 2435c757087SFeng Liu // automatically notified of any necessary changes, so there is nothing 2445c757087SFeng Liu // else to do here. 2455c757087SFeng Liu changed |= matcher.matchAndRewrite(op); 24664d52014SChris Lattner } 2475c757087SFeng Liu } while (changed && ++i < maxIterations); 2485c757087SFeng Liu // Whether the rewrite converges, i.e. wasn't changed in the last iteration. 2495c757087SFeng Liu return !changed; 25064d52014SChris Lattner } 25164d52014SChris Lattner 25264d52014SChris Lattner /// Rewrite the specified function by repeatedly applying the highest benefit 2535c757087SFeng Liu /// patterns in a greedy work-list driven manner. Return true if no more 2545c757087SFeng Liu /// patterns can be matched in the result function. 25564d52014SChris Lattner /// 2565c757087SFeng Liu bool mlir::applyPatternsGreedily(Function &fn, 2573f2530cdSChris Lattner OwningRewritePatternList &&patterns) { 2584bd9f936SChris Lattner GreedyPatternRewriteDriver driver(fn, std::move(patterns)); 2595c757087SFeng Liu bool converged = driver.simplifyFunction(maxPatternMatchIterations); 2605c757087SFeng Liu LLVM_DEBUG(if (!converged) { 2615c757087SFeng Liu llvm::dbgs() 2625c757087SFeng Liu << "The pattern rewrite doesn't converge after scanning the function " 2635c757087SFeng Liu << maxPatternMatchIterations << " times"; 2645c757087SFeng Liu }); 2655c757087SFeng Liu return converged; 26664d52014SChris Lattner } 267