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" 251982afb1SRiver Riddle #include "mlir/Transforms/FoldUtils.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) 493de0c769SRiver Riddle : PatternRewriter(&fn), matcher(std::move(patterns)) { 5064d52014SChris Lattner worklist.reserve(64); 5164d52014SChris Lattner } 5264d52014SChris Lattner 535c757087SFeng Liu /// Perform the rewrites. Return true if the rewrite converges in 545c757087SFeng Liu /// `maxIterations`. 552fe8ae4fSJacques Pienaar bool simplifyFunction(int maxIterations); 5664d52014SChris Lattner 5799b87c97SRiver Riddle void addToWorklist(Operation *op) { 585c4f1fddSRiver Riddle // Check to see if the worklist already contains this op. 595c4f1fddSRiver Riddle if (worklistMap.count(op)) 605c4f1fddSRiver Riddle return; 615c4f1fddSRiver Riddle 6264d52014SChris Lattner worklistMap[op] = worklist.size(); 6364d52014SChris Lattner worklist.push_back(op); 6464d52014SChris Lattner } 6564d52014SChris Lattner 6699b87c97SRiver Riddle Operation *popFromWorklist() { 6764d52014SChris Lattner auto *op = worklist.back(); 6864d52014SChris Lattner worklist.pop_back(); 6964d52014SChris Lattner 7064d52014SChris Lattner // This operation is no longer in the worklist, keep worklistMap up to date. 7164d52014SChris Lattner if (op) 7264d52014SChris Lattner worklistMap.erase(op); 7364d52014SChris Lattner return op; 7464d52014SChris Lattner } 7564d52014SChris Lattner 7664d52014SChris Lattner /// If the specified operation is in the worklist, remove it. If not, this is 7764d52014SChris Lattner /// a no-op. 7899b87c97SRiver Riddle void removeFromWorklist(Operation *op) { 7964d52014SChris Lattner auto it = worklistMap.find(op); 8064d52014SChris Lattner if (it != worklistMap.end()) { 8164d52014SChris Lattner assert(worklist[it->second] == op && "malformed worklist data structure"); 8264d52014SChris Lattner worklist[it->second] = nullptr; 8364d52014SChris Lattner } 8464d52014SChris Lattner } 8564d52014SChris Lattner 864bd9f936SChris Lattner // These are hooks implemented for PatternRewriter. 874bd9f936SChris Lattner protected: 884bd9f936SChris Lattner // Implement the hook for creating operations, and make sure that newly 894bd9f936SChris Lattner // created ops are added to the worklist for processing. 9099b87c97SRiver Riddle Operation *createOperation(const OperationState &state) override { 91eb5ec039SRiver Riddle auto *result = FuncBuilder::createOperation(state); 924bd9f936SChris Lattner addToWorklist(result); 934bd9f936SChris Lattner return result; 944bd9f936SChris Lattner } 9564d52014SChris Lattner 9664d52014SChris Lattner // If an operation is about to be removed, make sure it is not in our 9764d52014SChris Lattner // worklist anymore because we'd get dangling references to it. 9899b87c97SRiver Riddle void notifyOperationRemoved(Operation *op) override { 99a8866258SRiver Riddle addToWorklist(op->getOperands()); 1004bd9f936SChris Lattner removeFromWorklist(op); 10164d52014SChris Lattner } 10264d52014SChris Lattner 103085b687fSChris Lattner // When the root of a pattern is about to be replaced, it can trigger 104085b687fSChris Lattner // simplifications to its users - make sure to add them to the worklist 105085b687fSChris Lattner // before the root is changed. 10699b87c97SRiver Riddle void notifyRootReplaced(Operation *op) override { 107085b687fSChris Lattner for (auto *result : op->getResults()) 108*8780d8d8SRiver Riddle for (auto *user : result->getUsers()) 109*8780d8d8SRiver Riddle addToWorklist(user); 110085b687fSChris Lattner } 111085b687fSChris Lattner 1124bd9f936SChris Lattner private: 11399b87c97SRiver Riddle // Look over the provided operands for any defining operations that should 114a8866258SRiver Riddle // be re-added to the worklist. This function should be called when an 115a8866258SRiver Riddle // operation is modified or removed, as it may trigger further 116a8866258SRiver Riddle // simplifications. 117a8866258SRiver Riddle template <typename Operands> void addToWorklist(Operands &&operands) { 118a8866258SRiver Riddle for (Value *operand : operands) { 119a8866258SRiver Riddle // If the use count of this operand is now < 2, we re-add the defining 12099b87c97SRiver Riddle // operation to the worklist. 12199b87c97SRiver Riddle // TODO(riverriddle) This is based on the fact that zero use operations 122a8866258SRiver Riddle // may be deleted, and that single use values often have more 123a8866258SRiver Riddle // canonicalization opportunities. 1245c757087SFeng Liu if (!operand->use_empty() && !operand->hasOneUse()) 125a8866258SRiver Riddle continue; 126f9d91531SRiver Riddle if (auto *defInst = operand->getDefiningOp()) 127a8866258SRiver Riddle addToWorklist(defInst); 128a8866258SRiver Riddle } 129a8866258SRiver Riddle } 130a8866258SRiver Riddle 1314bd9f936SChris Lattner /// The low-level pattern matcher. 1325de726f4SRiver Riddle RewritePatternMatcher matcher; 1334bd9f936SChris Lattner 1344bd9f936SChris Lattner /// The worklist for this transformation keeps track of the operations that 1354bd9f936SChris Lattner /// need to be revisited, plus their index in the worklist. This allows us to 1364bd9f936SChris Lattner /// efficiently remove operations from the worklist when they are erased from 1374bd9f936SChris Lattner /// the function, even if they aren't the root of a pattern. 13899b87c97SRiver Riddle std::vector<Operation *> worklist; 13999b87c97SRiver Riddle DenseMap<Operation *, unsigned> worklistMap; 14064d52014SChris Lattner }; 14191f07810SMehdi Amini } // end anonymous namespace 14264d52014SChris Lattner 1434bd9f936SChris Lattner /// Perform the rewrites. 1442fe8ae4fSJacques Pienaar bool GreedyPatternRewriteDriver::simplifyFunction(int maxIterations) { 145eb5ec039SRiver Riddle Function *fn = getFunction(); 1461982afb1SRiver Riddle FoldHelper helper(fn); 1475c757087SFeng Liu 1485c757087SFeng Liu bool changed = false; 1495c757087SFeng Liu int i = 0; 1505c757087SFeng Liu do { 1515c757087SFeng Liu // Add all operations to the worklist. 1525c757087SFeng Liu fn->walk([&](Operation *op) { addToWorklist(op); }); 1534e40c832SLei Zhang 1544e40c832SLei Zhang // These are scratch vectors used in the folding loop below. 155934b6d12SChris Lattner SmallVector<Value *, 8> originalOperands, resultValues; 15664d52014SChris Lattner 1575c757087SFeng Liu changed = false; 15864d52014SChris Lattner while (!worklist.empty()) { 15964d52014SChris Lattner auto *op = popFromWorklist(); 16064d52014SChris Lattner 1615c757087SFeng Liu // Nulls get added to the worklist when operations are removed, ignore 1625c757087SFeng Liu // them. 16364d52014SChris Lattner if (op == nullptr) 16464d52014SChris Lattner continue; 16564d52014SChris Lattner 1665c757087SFeng Liu // If the operation has no side effects, and no users, then it is 1675c757087SFeng Liu // trivially dead - remove it. 16864d52014SChris Lattner if (op->hasNoSideEffect() && op->use_empty()) { 1691982afb1SRiver Riddle // Be careful to update bookkeeping in FoldHelper to keep consistency if 1701982afb1SRiver Riddle // this is a constant op. 1714e40c832SLei Zhang helper.notifyRemoval(op); 17264d52014SChris Lattner op->erase(); 17364d52014SChris Lattner continue; 17464d52014SChris Lattner } 17564d52014SChris Lattner 1764e40c832SLei Zhang // Collects all the operands and result uses of the given `op` into work 1774e40c832SLei Zhang // list. 1781982afb1SRiver Riddle originalOperands.assign(op->operand_begin(), op->operand_end()); 1791982afb1SRiver Riddle auto collectOperandsAndUses = [&](Operation *op) { 180a8866258SRiver Riddle // Add the operands to the worklist for visitation. 1811982afb1SRiver Riddle addToWorklist(originalOperands); 1821982afb1SRiver Riddle 1834e40c832SLei Zhang // Add all the users of the result to the worklist so we make sure 1844e40c832SLei Zhang // to revisit them. 185*8780d8d8SRiver Riddle for (auto *result : op->getResults()) 186*8780d8d8SRiver Riddle for (auto *operand : result->getUsers()) 187*8780d8d8SRiver Riddle addToWorklist(operand); 1884e40c832SLei Zhang }; 18964d52014SChris Lattner 1901982afb1SRiver Riddle // Try to fold this op. 1911982afb1SRiver Riddle if (succeeded(helper.tryToFold(op, collectOperandsAndUses))) { 1925c757087SFeng Liu changed |= true; 193934b6d12SChris Lattner continue; 19464d52014SChris Lattner } 19564d52014SChris Lattner 19664d52014SChris Lattner // Make sure that any new operations are inserted at this point. 197eb5ec039SRiver Riddle setInsertionPoint(op); 1985de726f4SRiver Riddle 1995de726f4SRiver Riddle // Try to match one of the canonicalization patterns. The rewriter is 2005c757087SFeng Liu // automatically notified of any necessary changes, so there is nothing 2015c757087SFeng Liu // else to do here. 2023de0c769SRiver Riddle changed |= matcher.matchAndRewrite(op, *this); 20364d52014SChris Lattner } 2045c757087SFeng Liu } while (changed && ++i < maxIterations); 2055c757087SFeng Liu // Whether the rewrite converges, i.e. wasn't changed in the last iteration. 2065c757087SFeng Liu return !changed; 20764d52014SChris Lattner } 20864d52014SChris Lattner 20964d52014SChris Lattner /// Rewrite the specified function by repeatedly applying the highest benefit 2105c757087SFeng Liu /// patterns in a greedy work-list driven manner. Return true if no more 2115c757087SFeng Liu /// patterns can be matched in the result function. 21264d52014SChris Lattner /// 2135c757087SFeng Liu bool mlir::applyPatternsGreedily(Function &fn, 2143f2530cdSChris Lattner OwningRewritePatternList &&patterns) { 2154bd9f936SChris Lattner GreedyPatternRewriteDriver driver(fn, std::move(patterns)); 2165c757087SFeng Liu bool converged = driver.simplifyFunction(maxPatternMatchIterations); 2175c757087SFeng Liu LLVM_DEBUG(if (!converged) { 2185c757087SFeng Liu llvm::dbgs() 2195c757087SFeng Liu << "The pattern rewrite doesn't converge after scanning the function " 2205c757087SFeng Liu << maxPatternMatchIterations << " times"; 2215c757087SFeng Liu }); 2225c757087SFeng Liu return converged; 22364d52014SChris Lattner } 224