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" 25*a32f0dcbSRiver Riddle #include "mlir/IR/RegionGraphTraits.h" 261982afb1SRiver Riddle #include "mlir/Transforms/FoldUtils.h" 2764d52014SChris Lattner #include "llvm/ADT/DenseMap.h" 28*a32f0dcbSRiver Riddle #include "llvm/ADT/DepthFirstIterator.h" 295c757087SFeng Liu #include "llvm/Support/CommandLine.h" 305c757087SFeng Liu #include "llvm/Support/Debug.h" 315c757087SFeng Liu #include "llvm/Support/raw_ostream.h" 324e40c832SLei Zhang 3364d52014SChris Lattner using namespace mlir; 3464d52014SChris Lattner 355c757087SFeng Liu #define DEBUG_TYPE "pattern-matcher" 365c757087SFeng Liu 375c757087SFeng Liu static llvm::cl::opt<unsigned> maxPatternMatchIterations( 385c757087SFeng Liu "mlir-max-pattern-match-iterations", 39e7a2ef21SRiver Riddle llvm::cl::desc("Max number of iterations scanning for pattern match"), 405c757087SFeng Liu llvm::cl::init(10)); 415c757087SFeng Liu 4264d52014SChris Lattner namespace { 4364d52014SChris Lattner 4464d52014SChris Lattner /// This is a worklist-driven driver for the PatternMatcher, which repeatedly 4564d52014SChris Lattner /// applies the locally optimal patterns in a roughly "bottom up" way. 464bd9f936SChris Lattner class GreedyPatternRewriteDriver : public PatternRewriter { 4764d52014SChris Lattner public: 482566a72aSRiver Riddle explicit GreedyPatternRewriteDriver(MLIRContext *ctx, 495290e8c3SRiver Riddle const OwningRewritePatternList &patterns) 506563b1c4SRiver Riddle : PatternRewriter(ctx), matcher(patterns), folder(ctx) { 5164d52014SChris Lattner worklist.reserve(64); 5264d52014SChris Lattner } 5364d52014SChris Lattner 545c757087SFeng Liu /// Perform the rewrites. Return true if the rewrite converges in 555c757087SFeng Liu /// `maxIterations`. 566b1cc3c6SRiver Riddle bool simplify(MutableArrayRef<Region> regions, 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; 84c87c7f57SDiego Caballero worklistMap.erase(it); 8564d52014SChris Lattner } 8664d52014SChris Lattner } 8764d52014SChris Lattner 884bd9f936SChris Lattner // These are hooks implemented for PatternRewriter. 894bd9f936SChris Lattner protected: 904bd9f936SChris Lattner // Implement the hook for creating operations, and make sure that newly 914bd9f936SChris Lattner // created ops are added to the worklist for processing. 9299b87c97SRiver Riddle Operation *createOperation(const OperationState &state) override { 93f1b848e4SRiver Riddle auto *result = OpBuilder::createOperation(state); 944bd9f936SChris Lattner addToWorklist(result); 954bd9f936SChris Lattner return result; 964bd9f936SChris Lattner } 9764d52014SChris Lattner 9864d52014SChris Lattner // If an operation is about to be removed, make sure it is not in our 9964d52014SChris Lattner // worklist anymore because we'd get dangling references to it. 10099b87c97SRiver Riddle void notifyOperationRemoved(Operation *op) override { 101a8866258SRiver Riddle addToWorklist(op->getOperands()); 10255f2e24aSAndy Ly op->walk([this](Operation *operation) { 10355f2e24aSAndy Ly removeFromWorklist(operation); 10455f2e24aSAndy Ly folder.notifyRemoval(operation); 10555f2e24aSAndy Ly }); 10664d52014SChris Lattner } 10764d52014SChris Lattner 108085b687fSChris Lattner // When the root of a pattern is about to be replaced, it can trigger 109085b687fSChris Lattner // simplifications to its users - make sure to add them to the worklist 110085b687fSChris Lattner // before the root is changed. 11199b87c97SRiver Riddle void notifyRootReplaced(Operation *op) override { 112085b687fSChris Lattner for (auto *result : op->getResults()) 1138780d8d8SRiver Riddle for (auto *user : result->getUsers()) 1148780d8d8SRiver Riddle addToWorklist(user); 115085b687fSChris Lattner } 116085b687fSChris Lattner 1174bd9f936SChris Lattner private: 118*a32f0dcbSRiver Riddle /// Erase the unreachable blocks within the provided regions. Returns success 119*a32f0dcbSRiver Riddle /// if any blocks were erased, failure otherwise. 120*a32f0dcbSRiver Riddle LogicalResult eraseUnreachableBlocks(MutableArrayRef<Region> regions) { 121*a32f0dcbSRiver Riddle // Set of blocks found to be reachable within a given region. 122*a32f0dcbSRiver Riddle llvm::df_iterator_default_set<Block *, 16> reachable; 123*a32f0dcbSRiver Riddle // If any blocks were found to be dead. 124*a32f0dcbSRiver Riddle bool erasedDeadBlocks = false; 125*a32f0dcbSRiver Riddle 126*a32f0dcbSRiver Riddle SmallVector<Region *, 1> worklist; 127*a32f0dcbSRiver Riddle worklist.reserve(regions.size()); 128*a32f0dcbSRiver Riddle for (Region ®ion : regions) 129*a32f0dcbSRiver Riddle worklist.push_back(®ion); 130*a32f0dcbSRiver Riddle while (!worklist.empty()) { 131*a32f0dcbSRiver Riddle Region *region = worklist.pop_back_val(); 132*a32f0dcbSRiver Riddle if (region->empty()) 133*a32f0dcbSRiver Riddle continue; 134*a32f0dcbSRiver Riddle 135*a32f0dcbSRiver Riddle // If this is a single block region, just collect the nested regions. 136*a32f0dcbSRiver Riddle if (std::next(region->begin()) == region->end()) { 137*a32f0dcbSRiver Riddle for (Operation &op : region->front()) 138*a32f0dcbSRiver Riddle for (Region ®ion : op.getRegions()) 139*a32f0dcbSRiver Riddle worklist.push_back(®ion); 140*a32f0dcbSRiver Riddle continue; 141*a32f0dcbSRiver Riddle } 142*a32f0dcbSRiver Riddle 143*a32f0dcbSRiver Riddle // Mark all reachable blocks. 144*a32f0dcbSRiver Riddle reachable.clear(); 145*a32f0dcbSRiver Riddle for (Block *block : depth_first_ext(®ion->front(), reachable)) 146*a32f0dcbSRiver Riddle (void)block /* Mark all reachable blocks */; 147*a32f0dcbSRiver Riddle 148*a32f0dcbSRiver Riddle // Collect all of the dead blocks and push the live regions onto the 149*a32f0dcbSRiver Riddle // worklist. 150*a32f0dcbSRiver Riddle for (Block &block : llvm::make_early_inc_range(*region)) { 151*a32f0dcbSRiver Riddle if (!reachable.count(&block)) { 152*a32f0dcbSRiver Riddle block.dropAllDefinedValueUses(); 153*a32f0dcbSRiver Riddle block.erase(); 154*a32f0dcbSRiver Riddle erasedDeadBlocks = true; 155*a32f0dcbSRiver Riddle continue; 156*a32f0dcbSRiver Riddle } 157*a32f0dcbSRiver Riddle 158*a32f0dcbSRiver Riddle // Walk any regions within this block. 159*a32f0dcbSRiver Riddle for (Operation &op : block) 160*a32f0dcbSRiver Riddle for (Region ®ion : op.getRegions()) 161*a32f0dcbSRiver Riddle worklist.push_back(®ion); 162*a32f0dcbSRiver Riddle } 163*a32f0dcbSRiver Riddle } 164*a32f0dcbSRiver Riddle 165*a32f0dcbSRiver Riddle return success(erasedDeadBlocks); 166*a32f0dcbSRiver Riddle } 167*a32f0dcbSRiver Riddle 16899b87c97SRiver Riddle // Look over the provided operands for any defining operations that should 169a8866258SRiver Riddle // be re-added to the worklist. This function should be called when an 170a8866258SRiver Riddle // operation is modified or removed, as it may trigger further 171a8866258SRiver Riddle // simplifications. 172a8866258SRiver Riddle template <typename Operands> void addToWorklist(Operands &&operands) { 173a8866258SRiver Riddle for (Value *operand : operands) { 174a8866258SRiver Riddle // If the use count of this operand is now < 2, we re-add the defining 17599b87c97SRiver Riddle // operation to the worklist. 17699b87c97SRiver Riddle // TODO(riverriddle) This is based on the fact that zero use operations 177a8866258SRiver Riddle // may be deleted, and that single use values often have more 178a8866258SRiver Riddle // canonicalization opportunities. 1795c757087SFeng Liu if (!operand->use_empty() && !operand->hasOneUse()) 180a8866258SRiver Riddle continue; 181f9d91531SRiver Riddle if (auto *defInst = operand->getDefiningOp()) 182a8866258SRiver Riddle addToWorklist(defInst); 183a8866258SRiver Riddle } 184a8866258SRiver Riddle } 185a8866258SRiver Riddle 1864bd9f936SChris Lattner /// The low-level pattern matcher. 1875de726f4SRiver Riddle RewritePatternMatcher matcher; 1884bd9f936SChris Lattner 1894bd9f936SChris Lattner /// The worklist for this transformation keeps track of the operations that 1904bd9f936SChris Lattner /// need to be revisited, plus their index in the worklist. This allows us to 191e7a2ef21SRiver Riddle /// efficiently remove operations from the worklist when they are erased, even 192e7a2ef21SRiver Riddle /// if they aren't the root of a pattern. 19399b87c97SRiver Riddle std::vector<Operation *> worklist; 19499b87c97SRiver Riddle DenseMap<Operation *, unsigned> worklistMap; 19560a29837SRiver Riddle 19660a29837SRiver Riddle /// Non-pattern based folder for operations. 19760a29837SRiver Riddle OperationFolder folder; 19864d52014SChris Lattner }; 19991f07810SMehdi Amini } // end anonymous namespace 20064d52014SChris Lattner 2014bd9f936SChris Lattner /// Perform the rewrites. 2026b1cc3c6SRiver Riddle bool GreedyPatternRewriteDriver::simplify(MutableArrayRef<Region> regions, 2036b1cc3c6SRiver Riddle int maxIterations) { 204bcacef1aSRiver Riddle // Add the given operation to the worklist. 205bcacef1aSRiver Riddle auto collectOps = [this](Operation *op) { addToWorklist(op); }; 206bcacef1aSRiver Riddle 2075c757087SFeng Liu bool changed = false; 2085c757087SFeng Liu int i = 0; 2095c757087SFeng Liu do { 210e7a2ef21SRiver Riddle // Add all nested operations to the worklist. 2116b1cc3c6SRiver Riddle for (auto ®ion : regions) 212e7a2ef21SRiver Riddle region.walk(collectOps); 2134e40c832SLei Zhang 2144e40c832SLei Zhang // These are scratch vectors used in the folding loop below. 215934b6d12SChris Lattner SmallVector<Value *, 8> originalOperands, resultValues; 21664d52014SChris Lattner 2175c757087SFeng Liu changed = false; 21864d52014SChris Lattner while (!worklist.empty()) { 21964d52014SChris Lattner auto *op = popFromWorklist(); 22064d52014SChris Lattner 2215c757087SFeng Liu // Nulls get added to the worklist when operations are removed, ignore 2225c757087SFeng Liu // them. 22364d52014SChris Lattner if (op == nullptr) 22464d52014SChris Lattner continue; 22564d52014SChris Lattner 2265c757087SFeng Liu // If the operation has no side effects, and no users, then it is 2275c757087SFeng Liu // trivially dead - remove it. 22864d52014SChris Lattner if (op->hasNoSideEffect() && op->use_empty()) { 2296a501e3dSAndy Ly // Be careful to update bookkeeping. 2306a501e3dSAndy Ly notifyOperationRemoved(op); 23164d52014SChris Lattner op->erase(); 23264d52014SChris Lattner continue; 23364d52014SChris Lattner } 23464d52014SChris Lattner 2354e40c832SLei Zhang // Collects all the operands and result uses of the given `op` into work 2366a501e3dSAndy Ly // list. Also remove `op` and nested ops from worklist. 2371982afb1SRiver Riddle originalOperands.assign(op->operand_begin(), op->operand_end()); 2386a501e3dSAndy Ly auto preReplaceAction = [&](Operation *op) { 239a8866258SRiver Riddle // Add the operands to the worklist for visitation. 2401982afb1SRiver Riddle addToWorklist(originalOperands); 2411982afb1SRiver Riddle 2424e40c832SLei Zhang // Add all the users of the result to the worklist so we make sure 2434e40c832SLei Zhang // to revisit them. 2448780d8d8SRiver Riddle for (auto *result : op->getResults()) 2458780d8d8SRiver Riddle for (auto *operand : result->getUsers()) 2468780d8d8SRiver Riddle addToWorklist(operand); 2476a501e3dSAndy Ly 2486a501e3dSAndy Ly notifyOperationRemoved(op); 2494e40c832SLei Zhang }; 25064d52014SChris Lattner 2511982afb1SRiver Riddle // Try to fold this op. 2526a501e3dSAndy Ly if (succeeded(folder.tryToFold(op, collectOps, preReplaceAction))) { 2535c757087SFeng Liu changed |= true; 254934b6d12SChris Lattner continue; 25564d52014SChris Lattner } 25664d52014SChris Lattner 25764d52014SChris Lattner // Make sure that any new operations are inserted at this point. 258eb5ec039SRiver Riddle setInsertionPoint(op); 2595de726f4SRiver Riddle 26032052c84SRiver Riddle // Try to match one of the patterns. The rewriter is automatically 26132052c84SRiver Riddle // notified of any necessary changes, so there is nothing else to do here. 2623de0c769SRiver Riddle changed |= matcher.matchAndRewrite(op, *this); 26364d52014SChris Lattner } 264*a32f0dcbSRiver Riddle 265*a32f0dcbSRiver Riddle // After applying patterns, make sure that the CFG of each of the regions is 266*a32f0dcbSRiver Riddle // kept up to date. 267*a32f0dcbSRiver Riddle changed |= succeeded(eraseUnreachableBlocks(regions)); 2685c757087SFeng Liu } while (changed && ++i < maxIterations); 2695c757087SFeng Liu // Whether the rewrite converges, i.e. wasn't changed in the last iteration. 2705c757087SFeng Liu return !changed; 27164d52014SChris Lattner } 27264d52014SChris Lattner 273e7a2ef21SRiver Riddle /// Rewrite the regions of the specified operation, which must be isolated from 274e7a2ef21SRiver Riddle /// above, by repeatedly applying the highest benefit patterns in a greedy 275e7a2ef21SRiver Riddle /// work-list driven manner. Return true if no more patterns can be matched in 276e7a2ef21SRiver Riddle /// the result operation regions. 277e7a2ef21SRiver Riddle /// Note: This does not apply patterns to the top-level operation itself. 27864d52014SChris Lattner /// 279e7a2ef21SRiver Riddle bool mlir::applyPatternsGreedily(Operation *op, 2805290e8c3SRiver Riddle const OwningRewritePatternList &patterns) { 2816b1cc3c6SRiver Riddle return applyPatternsGreedily(op->getRegions(), patterns); 2826b1cc3c6SRiver Riddle } 2836b1cc3c6SRiver Riddle 2846b1cc3c6SRiver Riddle /// Rewrite the given regions, which must be isolated from above. 2856b1cc3c6SRiver Riddle bool mlir::applyPatternsGreedily(MutableArrayRef<Region> regions, 2866b1cc3c6SRiver Riddle const OwningRewritePatternList &patterns) { 2876b1cc3c6SRiver Riddle if (regions.empty()) 2886b1cc3c6SRiver Riddle return true; 2896b1cc3c6SRiver Riddle 290e7a2ef21SRiver Riddle // The top-level operation must be known to be isolated from above to 291e7a2ef21SRiver Riddle // prevent performing canonicalizations on operations defined at or above 292e7a2ef21SRiver Riddle // the region containing 'op'. 2936b1cc3c6SRiver Riddle auto regionIsIsolated = [](Region ®ion) { 2946b1cc3c6SRiver Riddle return region.getParentOp()->isKnownIsolatedFromAbove(); 2956b1cc3c6SRiver Riddle }; 2966b1cc3c6SRiver Riddle (void)regionIsIsolated; 2976b1cc3c6SRiver Riddle assert(llvm::all_of(regions, regionIsIsolated) && 2986b1cc3c6SRiver Riddle "patterns can only be applied to operations IsolatedFromAbove"); 299e7a2ef21SRiver Riddle 3006b1cc3c6SRiver Riddle // Start the pattern driver. 3016b1cc3c6SRiver Riddle GreedyPatternRewriteDriver driver(regions[0].getContext(), patterns); 3026b1cc3c6SRiver Riddle bool converged = driver.simplify(regions, maxPatternMatchIterations); 3035c757087SFeng Liu LLVM_DEBUG(if (!converged) { 304e7a2ef21SRiver Riddle llvm::dbgs() << "The pattern rewrite doesn't converge after scanning " 3055c757087SFeng Liu << maxPatternMatchIterations << " times"; 3065c757087SFeng Liu }); 3075c757087SFeng Liu return converged; 30864d52014SChris Lattner } 309