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 22ba0fa925SRiver Riddle #include "mlir/Dialect/StandardOps/Ops.h" 2364d52014SChris Lattner #include "mlir/IR/Builders.h" 247de0da95SChris Lattner #include "mlir/IR/PatternMatch.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", 37e7a2ef21SRiver Riddle llvm::cl::desc("Max number of iterations scanning for pattern match"), 385c757087SFeng Liu llvm::cl::init(10)); 395c757087SFeng Liu 4064d52014SChris Lattner namespace { 4164d52014SChris Lattner 4264d52014SChris Lattner /// This is a worklist-driven driver for the PatternMatcher, which repeatedly 4364d52014SChris Lattner /// applies the locally optimal patterns in a roughly "bottom up" way. 444bd9f936SChris Lattner class GreedyPatternRewriteDriver : public PatternRewriter { 4564d52014SChris Lattner public: 462566a72aSRiver Riddle explicit GreedyPatternRewriteDriver(MLIRContext *ctx, 475290e8c3SRiver Riddle const OwningRewritePatternList &patterns) 486563b1c4SRiver Riddle : PatternRewriter(ctx), matcher(patterns), folder(ctx) { 4964d52014SChris Lattner worklist.reserve(64); 5064d52014SChris Lattner } 5164d52014SChris Lattner 525c757087SFeng Liu /// Perform the rewrites. Return true if the rewrite converges in 535c757087SFeng Liu /// `maxIterations`. 546b1cc3c6SRiver Riddle bool simplify(MutableArrayRef<Region> regions, int maxIterations); 5564d52014SChris Lattner 5699b87c97SRiver Riddle void addToWorklist(Operation *op) { 575c4f1fddSRiver Riddle // Check to see if the worklist already contains this op. 585c4f1fddSRiver Riddle if (worklistMap.count(op)) 595c4f1fddSRiver Riddle return; 605c4f1fddSRiver Riddle 6164d52014SChris Lattner worklistMap[op] = worklist.size(); 6264d52014SChris Lattner worklist.push_back(op); 6364d52014SChris Lattner } 6464d52014SChris Lattner 6599b87c97SRiver Riddle Operation *popFromWorklist() { 6664d52014SChris Lattner auto *op = worklist.back(); 6764d52014SChris Lattner worklist.pop_back(); 6864d52014SChris Lattner 6964d52014SChris Lattner // This operation is no longer in the worklist, keep worklistMap up to date. 7064d52014SChris Lattner if (op) 7164d52014SChris Lattner worklistMap.erase(op); 7264d52014SChris Lattner return op; 7364d52014SChris Lattner } 7464d52014SChris Lattner 7564d52014SChris Lattner /// If the specified operation is in the worklist, remove it. If not, this is 7664d52014SChris Lattner /// a no-op. 7799b87c97SRiver Riddle void removeFromWorklist(Operation *op) { 7864d52014SChris Lattner auto it = worklistMap.find(op); 7964d52014SChris Lattner if (it != worklistMap.end()) { 8064d52014SChris Lattner assert(worklist[it->second] == op && "malformed worklist data structure"); 8164d52014SChris Lattner worklist[it->second] = nullptr; 82*c87c7f57SDiego Caballero worklistMap.erase(it); 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 { 91f1b848e4SRiver Riddle auto *result = OpBuilder::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()); 10055f2e24aSAndy Ly op->walk([this](Operation *operation) { 10155f2e24aSAndy Ly removeFromWorklist(operation); 10255f2e24aSAndy Ly folder.notifyRemoval(operation); 10355f2e24aSAndy Ly }); 10464d52014SChris Lattner } 10564d52014SChris Lattner 106085b687fSChris Lattner // When the root of a pattern is about to be replaced, it can trigger 107085b687fSChris Lattner // simplifications to its users - make sure to add them to the worklist 108085b687fSChris Lattner // before the root is changed. 10999b87c97SRiver Riddle void notifyRootReplaced(Operation *op) override { 110085b687fSChris Lattner for (auto *result : op->getResults()) 1118780d8d8SRiver Riddle for (auto *user : result->getUsers()) 1128780d8d8SRiver Riddle addToWorklist(user); 113085b687fSChris Lattner } 114085b687fSChris Lattner 1154bd9f936SChris Lattner private: 11699b87c97SRiver Riddle // Look over the provided operands for any defining operations that should 117a8866258SRiver Riddle // be re-added to the worklist. This function should be called when an 118a8866258SRiver Riddle // operation is modified or removed, as it may trigger further 119a8866258SRiver Riddle // simplifications. 120a8866258SRiver Riddle template <typename Operands> void addToWorklist(Operands &&operands) { 121a8866258SRiver Riddle for (Value *operand : operands) { 122a8866258SRiver Riddle // If the use count of this operand is now < 2, we re-add the defining 12399b87c97SRiver Riddle // operation to the worklist. 12499b87c97SRiver Riddle // TODO(riverriddle) This is based on the fact that zero use operations 125a8866258SRiver Riddle // may be deleted, and that single use values often have more 126a8866258SRiver Riddle // canonicalization opportunities. 1275c757087SFeng Liu if (!operand->use_empty() && !operand->hasOneUse()) 128a8866258SRiver Riddle continue; 129f9d91531SRiver Riddle if (auto *defInst = operand->getDefiningOp()) 130a8866258SRiver Riddle addToWorklist(defInst); 131a8866258SRiver Riddle } 132a8866258SRiver Riddle } 133a8866258SRiver Riddle 1344bd9f936SChris Lattner /// The low-level pattern matcher. 1355de726f4SRiver Riddle RewritePatternMatcher matcher; 1364bd9f936SChris Lattner 1374bd9f936SChris Lattner /// The worklist for this transformation keeps track of the operations that 1384bd9f936SChris Lattner /// need to be revisited, plus their index in the worklist. This allows us to 139e7a2ef21SRiver Riddle /// efficiently remove operations from the worklist when they are erased, even 140e7a2ef21SRiver Riddle /// if they aren't the root of a pattern. 14199b87c97SRiver Riddle std::vector<Operation *> worklist; 14299b87c97SRiver Riddle DenseMap<Operation *, unsigned> worklistMap; 14360a29837SRiver Riddle 14460a29837SRiver Riddle /// Non-pattern based folder for operations. 14560a29837SRiver Riddle OperationFolder folder; 14664d52014SChris Lattner }; 14791f07810SMehdi Amini } // end anonymous namespace 14864d52014SChris Lattner 1494bd9f936SChris Lattner /// Perform the rewrites. 1506b1cc3c6SRiver Riddle bool GreedyPatternRewriteDriver::simplify(MutableArrayRef<Region> regions, 1516b1cc3c6SRiver Riddle int maxIterations) { 152bcacef1aSRiver Riddle // Add the given operation to the worklist. 153bcacef1aSRiver Riddle auto collectOps = [this](Operation *op) { addToWorklist(op); }; 154bcacef1aSRiver Riddle 1555c757087SFeng Liu bool changed = false; 1565c757087SFeng Liu int i = 0; 1575c757087SFeng Liu do { 158e7a2ef21SRiver Riddle // Add all nested operations to the worklist. 1596b1cc3c6SRiver Riddle for (auto ®ion : regions) 160e7a2ef21SRiver Riddle region.walk(collectOps); 1614e40c832SLei Zhang 1624e40c832SLei Zhang // These are scratch vectors used in the folding loop below. 163934b6d12SChris Lattner SmallVector<Value *, 8> originalOperands, resultValues; 16464d52014SChris Lattner 1655c757087SFeng Liu changed = false; 16664d52014SChris Lattner while (!worklist.empty()) { 16764d52014SChris Lattner auto *op = popFromWorklist(); 16864d52014SChris Lattner 1695c757087SFeng Liu // Nulls get added to the worklist when operations are removed, ignore 1705c757087SFeng Liu // them. 17164d52014SChris Lattner if (op == nullptr) 17264d52014SChris Lattner continue; 17364d52014SChris Lattner 1745c757087SFeng Liu // If the operation has no side effects, and no users, then it is 1755c757087SFeng Liu // trivially dead - remove it. 17664d52014SChris Lattner if (op->hasNoSideEffect() && op->use_empty()) { 1776a501e3dSAndy Ly // Be careful to update bookkeeping. 1786a501e3dSAndy Ly notifyOperationRemoved(op); 17964d52014SChris Lattner op->erase(); 18064d52014SChris Lattner continue; 18164d52014SChris Lattner } 18264d52014SChris Lattner 1834e40c832SLei Zhang // Collects all the operands and result uses of the given `op` into work 1846a501e3dSAndy Ly // list. Also remove `op` and nested ops from worklist. 1851982afb1SRiver Riddle originalOperands.assign(op->operand_begin(), op->operand_end()); 1866a501e3dSAndy Ly auto preReplaceAction = [&](Operation *op) { 187a8866258SRiver Riddle // Add the operands to the worklist for visitation. 1881982afb1SRiver Riddle addToWorklist(originalOperands); 1891982afb1SRiver Riddle 1904e40c832SLei Zhang // Add all the users of the result to the worklist so we make sure 1914e40c832SLei Zhang // to revisit them. 1928780d8d8SRiver Riddle for (auto *result : op->getResults()) 1938780d8d8SRiver Riddle for (auto *operand : result->getUsers()) 1948780d8d8SRiver Riddle addToWorklist(operand); 1956a501e3dSAndy Ly 1966a501e3dSAndy Ly notifyOperationRemoved(op); 1974e40c832SLei Zhang }; 19864d52014SChris Lattner 1991982afb1SRiver Riddle // Try to fold this op. 2006a501e3dSAndy Ly if (succeeded(folder.tryToFold(op, collectOps, preReplaceAction))) { 2015c757087SFeng Liu changed |= true; 202934b6d12SChris Lattner continue; 20364d52014SChris Lattner } 20464d52014SChris Lattner 20564d52014SChris Lattner // Make sure that any new operations are inserted at this point. 206eb5ec039SRiver Riddle setInsertionPoint(op); 2075de726f4SRiver Riddle 20832052c84SRiver Riddle // Try to match one of the patterns. The rewriter is automatically 20932052c84SRiver Riddle // notified of any necessary changes, so there is nothing else to do here. 2103de0c769SRiver Riddle changed |= matcher.matchAndRewrite(op, *this); 21164d52014SChris Lattner } 2125c757087SFeng Liu } while (changed && ++i < maxIterations); 2135c757087SFeng Liu // Whether the rewrite converges, i.e. wasn't changed in the last iteration. 2145c757087SFeng Liu return !changed; 21564d52014SChris Lattner } 21664d52014SChris Lattner 217e7a2ef21SRiver Riddle /// Rewrite the regions of the specified operation, which must be isolated from 218e7a2ef21SRiver Riddle /// above, by repeatedly applying the highest benefit patterns in a greedy 219e7a2ef21SRiver Riddle /// work-list driven manner. Return true if no more patterns can be matched in 220e7a2ef21SRiver Riddle /// the result operation regions. 221e7a2ef21SRiver Riddle /// Note: This does not apply patterns to the top-level operation itself. 22264d52014SChris Lattner /// 223e7a2ef21SRiver Riddle bool mlir::applyPatternsGreedily(Operation *op, 2245290e8c3SRiver Riddle const OwningRewritePatternList &patterns) { 2256b1cc3c6SRiver Riddle return applyPatternsGreedily(op->getRegions(), patterns); 2266b1cc3c6SRiver Riddle } 2276b1cc3c6SRiver Riddle 2286b1cc3c6SRiver Riddle /// Rewrite the given regions, which must be isolated from above. 2296b1cc3c6SRiver Riddle bool mlir::applyPatternsGreedily(MutableArrayRef<Region> regions, 2306b1cc3c6SRiver Riddle const OwningRewritePatternList &patterns) { 2316b1cc3c6SRiver Riddle if (regions.empty()) 2326b1cc3c6SRiver Riddle return true; 2336b1cc3c6SRiver Riddle 234e7a2ef21SRiver Riddle // The top-level operation must be known to be isolated from above to 235e7a2ef21SRiver Riddle // prevent performing canonicalizations on operations defined at or above 236e7a2ef21SRiver Riddle // the region containing 'op'. 2376b1cc3c6SRiver Riddle auto regionIsIsolated = [](Region ®ion) { 2386b1cc3c6SRiver Riddle return region.getParentOp()->isKnownIsolatedFromAbove(); 2396b1cc3c6SRiver Riddle }; 2406b1cc3c6SRiver Riddle (void)regionIsIsolated; 2416b1cc3c6SRiver Riddle assert(llvm::all_of(regions, regionIsIsolated) && 2426b1cc3c6SRiver Riddle "patterns can only be applied to operations IsolatedFromAbove"); 243e7a2ef21SRiver Riddle 2446b1cc3c6SRiver Riddle // Start the pattern driver. 2456b1cc3c6SRiver Riddle GreedyPatternRewriteDriver driver(regions[0].getContext(), patterns); 2466b1cc3c6SRiver Riddle bool converged = driver.simplify(regions, maxPatternMatchIterations); 2475c757087SFeng Liu LLVM_DEBUG(if (!converged) { 248e7a2ef21SRiver Riddle llvm::dbgs() << "The pattern rewrite doesn't converge after scanning " 2495c757087SFeng Liu << maxPatternMatchIterations << " times"; 2505c757087SFeng Liu }); 2515c757087SFeng Liu return converged; 25264d52014SChris Lattner } 253