164d52014SChris Lattner //===- GreedyPatternRewriteDriver.cpp - A greedy rewriter -----------------===// 264d52014SChris Lattner // 330857107SMehdi Amini // Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions. 456222a06SMehdi Amini // See https://llvm.org/LICENSE.txt for license information. 556222a06SMehdi Amini // SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception 664d52014SChris Lattner // 756222a06SMehdi Amini //===----------------------------------------------------------------------===// 864d52014SChris Lattner // 9a60fdd2bSLorenzo Chelini // This file implements mlir::applyPatternsAndFoldGreedily. 1064d52014SChris Lattner // 1164d52014SChris Lattner //===----------------------------------------------------------------------===// 1264d52014SChris Lattner 137de0da95SChris Lattner #include "mlir/IR/PatternMatch.h" 14*eb623ae8SStephen Neuendorffer #include "mlir/Interfaces/SideEffectInterfaces.h" 151982afb1SRiver Riddle #include "mlir/Transforms/FoldUtils.h" 16fafb708bSRiver Riddle #include "mlir/Transforms/RegionUtils.h" 1764d52014SChris Lattner #include "llvm/ADT/DenseMap.h" 185c757087SFeng Liu #include "llvm/Support/CommandLine.h" 195c757087SFeng Liu #include "llvm/Support/Debug.h" 205c757087SFeng Liu #include "llvm/Support/raw_ostream.h" 214e40c832SLei Zhang 2264d52014SChris Lattner using namespace mlir; 2364d52014SChris Lattner 245c757087SFeng Liu #define DEBUG_TYPE "pattern-matcher" 255c757087SFeng Liu 26400ad6f9SRiver Riddle /// The max number of iterations scanning for pattern match. 27400ad6f9SRiver Riddle static unsigned maxPatternMatchIterations = 10; 285c757087SFeng Liu 2904b5274eSUday Bondhugula //===----------------------------------------------------------------------===// 3004b5274eSUday Bondhugula // GreedyPatternRewriteDriver 3104b5274eSUday Bondhugula //===----------------------------------------------------------------------===// 3204b5274eSUday Bondhugula 3364d52014SChris Lattner namespace { 3464d52014SChris Lattner /// This is a worklist-driven driver for the PatternMatcher, which repeatedly 3564d52014SChris Lattner /// applies the locally optimal patterns in a roughly "bottom up" way. 364bd9f936SChris Lattner class GreedyPatternRewriteDriver : public PatternRewriter { 3764d52014SChris Lattner public: 382566a72aSRiver Riddle explicit GreedyPatternRewriteDriver(MLIRContext *ctx, 395290e8c3SRiver Riddle const OwningRewritePatternList &patterns) 406563b1c4SRiver Riddle : PatternRewriter(ctx), matcher(patterns), folder(ctx) { 4164d52014SChris Lattner worklist.reserve(64); 4264d52014SChris Lattner } 4364d52014SChris Lattner 446b1cc3c6SRiver Riddle bool simplify(MutableArrayRef<Region> regions, int maxIterations); 4564d52014SChris Lattner 4699b87c97SRiver Riddle void addToWorklist(Operation *op) { 475c4f1fddSRiver Riddle // Check to see if the worklist already contains this op. 485c4f1fddSRiver Riddle if (worklistMap.count(op)) 495c4f1fddSRiver Riddle return; 505c4f1fddSRiver Riddle 5164d52014SChris Lattner worklistMap[op] = worklist.size(); 5264d52014SChris Lattner worklist.push_back(op); 5364d52014SChris Lattner } 5464d52014SChris Lattner 5599b87c97SRiver Riddle Operation *popFromWorklist() { 5664d52014SChris Lattner auto *op = worklist.back(); 5764d52014SChris Lattner worklist.pop_back(); 5864d52014SChris Lattner 5964d52014SChris Lattner // This operation is no longer in the worklist, keep worklistMap up to date. 6064d52014SChris Lattner if (op) 6164d52014SChris Lattner worklistMap.erase(op); 6264d52014SChris Lattner return op; 6364d52014SChris Lattner } 6464d52014SChris Lattner 6564d52014SChris Lattner /// If the specified operation is in the worklist, remove it. If not, this is 6664d52014SChris Lattner /// a no-op. 6799b87c97SRiver Riddle void removeFromWorklist(Operation *op) { 6864d52014SChris Lattner auto it = worklistMap.find(op); 6964d52014SChris Lattner if (it != worklistMap.end()) { 7064d52014SChris Lattner assert(worklist[it->second] == op && "malformed worklist data structure"); 7164d52014SChris Lattner worklist[it->second] = nullptr; 72c87c7f57SDiego Caballero worklistMap.erase(it); 7364d52014SChris Lattner } 7464d52014SChris Lattner } 7564d52014SChris Lattner 764bd9f936SChris Lattner // These are hooks implemented for PatternRewriter. 774bd9f936SChris Lattner protected: 78851a8516SRiver Riddle // Implement the hook for inserting operations, and make sure that newly 79851a8516SRiver Riddle // inserted ops are added to the worklist for processing. 80359164f8SRiver Riddle void notifyOperationInserted(Operation *op) override { addToWorklist(op); } 8164d52014SChris Lattner 8264d52014SChris Lattner // If an operation is about to be removed, make sure it is not in our 8364d52014SChris Lattner // worklist anymore because we'd get dangling references to it. 8499b87c97SRiver Riddle void notifyOperationRemoved(Operation *op) override { 85a8866258SRiver Riddle addToWorklist(op->getOperands()); 8655f2e24aSAndy Ly op->walk([this](Operation *operation) { 8755f2e24aSAndy Ly removeFromWorklist(operation); 8855f2e24aSAndy Ly folder.notifyRemoval(operation); 8955f2e24aSAndy Ly }); 9064d52014SChris Lattner } 9164d52014SChris Lattner 92085b687fSChris Lattner // When the root of a pattern is about to be replaced, it can trigger 93085b687fSChris Lattner // simplifications to its users - make sure to add them to the worklist 94085b687fSChris Lattner // before the root is changed. 9599b87c97SRiver Riddle void notifyRootReplaced(Operation *op) override { 9635807bc4SRiver Riddle for (auto result : op->getResults()) 972bdf33ccSRiver Riddle for (auto *user : result.getUsers()) 988780d8d8SRiver Riddle addToWorklist(user); 99085b687fSChris Lattner } 100085b687fSChris Lattner 1014bd9f936SChris Lattner private: 10299b87c97SRiver Riddle // Look over the provided operands for any defining operations that should 103a8866258SRiver Riddle // be re-added to the worklist. This function should be called when an 104a8866258SRiver Riddle // operation is modified or removed, as it may trigger further 105a8866258SRiver Riddle // simplifications. 106cbcb12fdSUday Bondhugula template <typename Operands> 107cbcb12fdSUday Bondhugula void addToWorklist(Operands &&operands) { 108e62a6956SRiver Riddle for (Value operand : operands) { 109a8866258SRiver Riddle // If the use count of this operand is now < 2, we re-add the defining 11099b87c97SRiver Riddle // operation to the worklist. 11199b87c97SRiver Riddle // TODO(riverriddle) This is based on the fact that zero use operations 112a8866258SRiver Riddle // may be deleted, and that single use values often have more 113a8866258SRiver Riddle // canonicalization opportunities. 1142bdf33ccSRiver Riddle if (!operand.use_empty() && !operand.hasOneUse()) 115a8866258SRiver Riddle continue; 1162bdf33ccSRiver Riddle if (auto *defInst = operand.getDefiningOp()) 117a8866258SRiver Riddle addToWorklist(defInst); 118a8866258SRiver Riddle } 119a8866258SRiver Riddle } 120a8866258SRiver Riddle 1214bd9f936SChris Lattner /// The low-level pattern matcher. 1225de726f4SRiver Riddle RewritePatternMatcher matcher; 1234bd9f936SChris Lattner 1244bd9f936SChris Lattner /// The worklist for this transformation keeps track of the operations that 1254bd9f936SChris Lattner /// need to be revisited, plus their index in the worklist. This allows us to 126e7a2ef21SRiver Riddle /// efficiently remove operations from the worklist when they are erased, even 127e7a2ef21SRiver Riddle /// if they aren't the root of a pattern. 12899b87c97SRiver Riddle std::vector<Operation *> worklist; 12999b87c97SRiver Riddle DenseMap<Operation *, unsigned> worklistMap; 13060a29837SRiver Riddle 13160a29837SRiver Riddle /// Non-pattern based folder for operations. 13260a29837SRiver Riddle OperationFolder folder; 13364d52014SChris Lattner }; 13491f07810SMehdi Amini } // end anonymous namespace 13564d52014SChris Lattner 136cbcb12fdSUday Bondhugula /// Performs the rewrites while folding and erasing any dead ops. Returns true 137cbcb12fdSUday Bondhugula /// if the rewrite converges in `maxIterations`. 1386b1cc3c6SRiver Riddle bool GreedyPatternRewriteDriver::simplify(MutableArrayRef<Region> regions, 1396b1cc3c6SRiver Riddle int maxIterations) { 140bcacef1aSRiver Riddle // Add the given operation to the worklist. 141bcacef1aSRiver Riddle auto collectOps = [this](Operation *op) { addToWorklist(op); }; 142bcacef1aSRiver Riddle 1435c757087SFeng Liu bool changed = false; 1445c757087SFeng Liu int i = 0; 1455c757087SFeng Liu do { 146e7a2ef21SRiver Riddle // Add all nested operations to the worklist. 1476b1cc3c6SRiver Riddle for (auto ®ion : regions) 148e7a2ef21SRiver Riddle region.walk(collectOps); 1494e40c832SLei Zhang 1504e40c832SLei Zhang // These are scratch vectors used in the folding loop below. 151e62a6956SRiver Riddle SmallVector<Value, 8> originalOperands, resultValues; 15264d52014SChris Lattner 1535c757087SFeng Liu changed = false; 15464d52014SChris Lattner while (!worklist.empty()) { 15564d52014SChris Lattner auto *op = popFromWorklist(); 15664d52014SChris Lattner 1575c757087SFeng Liu // Nulls get added to the worklist when operations are removed, ignore 1585c757087SFeng Liu // them. 15964d52014SChris Lattner if (op == nullptr) 16064d52014SChris Lattner continue; 16164d52014SChris Lattner 1620ddba0bdSRiver Riddle // If the operation is trivially dead - remove it. 1630ddba0bdSRiver Riddle if (isOpTriviallyDead(op)) { 1646a501e3dSAndy Ly notifyOperationRemoved(op); 16564d52014SChris Lattner op->erase(); 166f875e55bSUday Bondhugula changed = true; 16764d52014SChris Lattner continue; 16864d52014SChris Lattner } 16964d52014SChris Lattner 1704e40c832SLei Zhang // Collects all the operands and result uses of the given `op` into work 1716a501e3dSAndy Ly // list. Also remove `op` and nested ops from worklist. 1721982afb1SRiver Riddle originalOperands.assign(op->operand_begin(), op->operand_end()); 1736a501e3dSAndy Ly auto preReplaceAction = [&](Operation *op) { 174a8866258SRiver Riddle // Add the operands to the worklist for visitation. 1751982afb1SRiver Riddle addToWorklist(originalOperands); 1761982afb1SRiver Riddle 1774e40c832SLei Zhang // Add all the users of the result to the worklist so we make sure 1784e40c832SLei Zhang // to revisit them. 17935807bc4SRiver Riddle for (auto result : op->getResults()) 180cc673894SUday Bondhugula for (auto *userOp : result.getUsers()) 181cc673894SUday Bondhugula addToWorklist(userOp); 1826a501e3dSAndy Ly 1836a501e3dSAndy Ly notifyOperationRemoved(op); 1844e40c832SLei Zhang }; 18564d52014SChris Lattner 1861982afb1SRiver Riddle // Try to fold this op. 187cbcb12fdSUday Bondhugula bool inPlaceUpdate; 188cbcb12fdSUday Bondhugula if ((succeeded(folder.tryToFold(op, collectOps, preReplaceAction, 189cbcb12fdSUday Bondhugula &inPlaceUpdate)))) { 190f875e55bSUday Bondhugula changed = true; 191cbcb12fdSUday Bondhugula if (!inPlaceUpdate) 192934b6d12SChris Lattner continue; 19364d52014SChris Lattner } 19464d52014SChris Lattner 19564d52014SChris Lattner // Make sure that any new operations are inserted at this point. 196eb5ec039SRiver Riddle setInsertionPoint(op); 1975de726f4SRiver Riddle 19832052c84SRiver Riddle // Try to match one of the patterns. The rewriter is automatically 19932052c84SRiver Riddle // notified of any necessary changes, so there is nothing else to do here. 2003de0c769SRiver Riddle changed |= matcher.matchAndRewrite(op, *this); 20164d52014SChris Lattner } 202a32f0dcbSRiver Riddle 203a32f0dcbSRiver Riddle // After applying patterns, make sure that the CFG of each of the regions is 204a32f0dcbSRiver Riddle // kept up to date. 2050ddba0bdSRiver Riddle if (succeeded(simplifyRegions(regions))) { 2060ddba0bdSRiver Riddle folder.clear(); 2070ddba0bdSRiver Riddle changed = true; 2080ddba0bdSRiver Riddle } 2095c757087SFeng Liu } while (changed && ++i < maxIterations); 2105c757087SFeng Liu // Whether the rewrite converges, i.e. wasn't changed in the last iteration. 2115c757087SFeng Liu return !changed; 21264d52014SChris Lattner } 21364d52014SChris Lattner 214e7a2ef21SRiver Riddle /// Rewrite the regions of the specified operation, which must be isolated from 215e7a2ef21SRiver Riddle /// above, by repeatedly applying the highest benefit patterns in a greedy 216e7a2ef21SRiver Riddle /// work-list driven manner. Return true if no more patterns can be matched in 217e7a2ef21SRiver Riddle /// the result operation regions. 218e7a2ef21SRiver Riddle /// Note: This does not apply patterns to the top-level operation itself. 21964d52014SChris Lattner /// 220a5b9316bSUday Bondhugula bool mlir::applyPatternsAndFoldGreedily( 221a5b9316bSUday Bondhugula Operation *op, const OwningRewritePatternList &patterns) { 222a5b9316bSUday Bondhugula return applyPatternsAndFoldGreedily(op->getRegions(), patterns); 2236b1cc3c6SRiver Riddle } 2246b1cc3c6SRiver Riddle 2256b1cc3c6SRiver Riddle /// Rewrite the given regions, which must be isolated from above. 226a5b9316bSUday Bondhugula bool mlir::applyPatternsAndFoldGreedily( 227a5b9316bSUday Bondhugula MutableArrayRef<Region> regions, const OwningRewritePatternList &patterns) { 2286b1cc3c6SRiver Riddle if (regions.empty()) 2296b1cc3c6SRiver Riddle return true; 2306b1cc3c6SRiver Riddle 231e7a2ef21SRiver Riddle // The top-level operation must be known to be isolated from above to 232e7a2ef21SRiver Riddle // prevent performing canonicalizations on operations defined at or above 233e7a2ef21SRiver Riddle // the region containing 'op'. 2346b1cc3c6SRiver Riddle auto regionIsIsolated = [](Region ®ion) { 2356b1cc3c6SRiver Riddle return region.getParentOp()->isKnownIsolatedFromAbove(); 2366b1cc3c6SRiver Riddle }; 2376b1cc3c6SRiver Riddle (void)regionIsIsolated; 2386b1cc3c6SRiver Riddle assert(llvm::all_of(regions, regionIsIsolated) && 2396b1cc3c6SRiver Riddle "patterns can only be applied to operations IsolatedFromAbove"); 240e7a2ef21SRiver Riddle 2416b1cc3c6SRiver Riddle // Start the pattern driver. 2426b1cc3c6SRiver Riddle GreedyPatternRewriteDriver driver(regions[0].getContext(), patterns); 2436b1cc3c6SRiver Riddle bool converged = driver.simplify(regions, maxPatternMatchIterations); 2445c757087SFeng Liu LLVM_DEBUG(if (!converged) { 245e7a2ef21SRiver Riddle llvm::dbgs() << "The pattern rewrite doesn't converge after scanning " 2465c757087SFeng Liu << maxPatternMatchIterations << " times"; 2475c757087SFeng Liu }); 2485c757087SFeng Liu return converged; 24964d52014SChris Lattner } 25004b5274eSUday Bondhugula 25104b5274eSUday Bondhugula //===----------------------------------------------------------------------===// 25204b5274eSUday Bondhugula // OpPatternRewriteDriver 25304b5274eSUday Bondhugula //===----------------------------------------------------------------------===// 25404b5274eSUday Bondhugula 25504b5274eSUday Bondhugula namespace { 25604b5274eSUday Bondhugula /// This is a simple driver for the PatternMatcher to apply patterns and perform 25704b5274eSUday Bondhugula /// folding on a single op. It repeatedly applies locally optimal patterns. 25804b5274eSUday Bondhugula class OpPatternRewriteDriver : public PatternRewriter { 25904b5274eSUday Bondhugula public: 26004b5274eSUday Bondhugula explicit OpPatternRewriteDriver(MLIRContext *ctx, 26104b5274eSUday Bondhugula const OwningRewritePatternList &patterns) 26204b5274eSUday Bondhugula : PatternRewriter(ctx), matcher(patterns), folder(ctx) {} 26304b5274eSUday Bondhugula 26404b5274eSUday Bondhugula bool simplifyLocally(Operation *op, int maxIterations, bool &erased); 26504b5274eSUday Bondhugula 26604b5274eSUday Bondhugula // These are hooks implemented for PatternRewriter. 26704b5274eSUday Bondhugula protected: 26804b5274eSUday Bondhugula /// If an operation is about to be removed, mark it so that we can let clients 26904b5274eSUday Bondhugula /// know. 27004b5274eSUday Bondhugula void notifyOperationRemoved(Operation *op) override { 27104b5274eSUday Bondhugula opErasedViaPatternRewrites = true; 27204b5274eSUday Bondhugula } 27304b5274eSUday Bondhugula 27404b5274eSUday Bondhugula // When a root is going to be replaced, its removal will be notified as well. 27504b5274eSUday Bondhugula // So there is nothing to do here. 27604b5274eSUday Bondhugula void notifyRootReplaced(Operation *op) override {} 27704b5274eSUday Bondhugula 27804b5274eSUday Bondhugula private: 27904b5274eSUday Bondhugula /// The low-level pattern matcher. 28004b5274eSUday Bondhugula RewritePatternMatcher matcher; 28104b5274eSUday Bondhugula 28204b5274eSUday Bondhugula /// Non-pattern based folder for operations. 28304b5274eSUday Bondhugula OperationFolder folder; 28404b5274eSUday Bondhugula 28504b5274eSUday Bondhugula /// Set to true if the operation has been erased via pattern rewrites. 28604b5274eSUday Bondhugula bool opErasedViaPatternRewrites = false; 28704b5274eSUday Bondhugula }; 28804b5274eSUday Bondhugula 28904b5274eSUday Bondhugula } // anonymous namespace 29004b5274eSUday Bondhugula 29104b5274eSUday Bondhugula /// Performs the rewrites and folding only on `op`. The simplification converges 29204b5274eSUday Bondhugula /// if the op is erased as a result of being folded, replaced, or dead, or no 29304b5274eSUday Bondhugula /// more changes happen in an iteration. Returns true if the rewrite converges 29404b5274eSUday Bondhugula /// in `maxIterations`. `erased` is set to true if `op` gets erased. 29504b5274eSUday Bondhugula bool OpPatternRewriteDriver::simplifyLocally(Operation *op, int maxIterations, 29604b5274eSUday Bondhugula bool &erased) { 29704b5274eSUday Bondhugula bool changed = false; 29804b5274eSUday Bondhugula erased = false; 29904b5274eSUday Bondhugula opErasedViaPatternRewrites = false; 30004b5274eSUday Bondhugula int i = 0; 30104b5274eSUday Bondhugula // Iterate until convergence or until maxIterations. Deletion of the op as 30204b5274eSUday Bondhugula // a result of being dead or folded is convergence. 30304b5274eSUday Bondhugula do { 30404b5274eSUday Bondhugula // If the operation is trivially dead - remove it. 30504b5274eSUday Bondhugula if (isOpTriviallyDead(op)) { 30604b5274eSUday Bondhugula op->erase(); 30704b5274eSUday Bondhugula erased = true; 30804b5274eSUday Bondhugula return true; 30904b5274eSUday Bondhugula } 31004b5274eSUday Bondhugula 31104b5274eSUday Bondhugula // Try to fold this op. 31204b5274eSUday Bondhugula bool inPlaceUpdate; 31304b5274eSUday Bondhugula if (succeeded(folder.tryToFold(op, /*processGeneratedConstants=*/nullptr, 31404b5274eSUday Bondhugula /*preReplaceAction=*/nullptr, 31504b5274eSUday Bondhugula &inPlaceUpdate))) { 31604b5274eSUday Bondhugula changed = true; 31704b5274eSUday Bondhugula if (!inPlaceUpdate) { 31804b5274eSUday Bondhugula erased = true; 31904b5274eSUday Bondhugula return true; 32004b5274eSUday Bondhugula } 32104b5274eSUday Bondhugula } 32204b5274eSUday Bondhugula 32304b5274eSUday Bondhugula // Make sure that any new operations are inserted at this point. 32404b5274eSUday Bondhugula setInsertionPoint(op); 32504b5274eSUday Bondhugula 32604b5274eSUday Bondhugula // Try to match one of the patterns. The rewriter is automatically 32704b5274eSUday Bondhugula // notified of any necessary changes, so there is nothing else to do here. 32804b5274eSUday Bondhugula changed |= matcher.matchAndRewrite(op, *this); 32904b5274eSUday Bondhugula if ((erased = opErasedViaPatternRewrites)) 33004b5274eSUday Bondhugula return true; 33104b5274eSUday Bondhugula } while (changed && ++i < maxIterations); 33204b5274eSUday Bondhugula 33304b5274eSUday Bondhugula // Whether the rewrite converges, i.e. wasn't changed in the last iteration. 33404b5274eSUday Bondhugula return !changed; 33504b5274eSUday Bondhugula } 33604b5274eSUday Bondhugula 33704b5274eSUday Bondhugula /// Rewrites only `op` using the supplied canonicalization patterns and 33804b5274eSUday Bondhugula /// folding. `erased` is set to true if the op is erased as a result of being 33904b5274eSUday Bondhugula /// folded, replaced, or dead. 34004b5274eSUday Bondhugula bool mlir::applyOpPatternsAndFold(Operation *op, 34104b5274eSUday Bondhugula const OwningRewritePatternList &patterns, 34204b5274eSUday Bondhugula bool *erased) { 34304b5274eSUday Bondhugula // Start the pattern driver. 34404b5274eSUday Bondhugula OpPatternRewriteDriver driver(op->getContext(), patterns); 34504b5274eSUday Bondhugula bool opErased; 34604b5274eSUday Bondhugula bool converged = 34704b5274eSUday Bondhugula driver.simplifyLocally(op, maxPatternMatchIterations, opErased); 34804b5274eSUday Bondhugula if (erased) 34904b5274eSUday Bondhugula *erased = opErased; 35004b5274eSUday Bondhugula LLVM_DEBUG(if (!converged) { 35104b5274eSUday Bondhugula llvm::dbgs() << "The pattern rewrite doesn't converge after scanning " 35204b5274eSUday Bondhugula << maxPatternMatchIterations << " times"; 35304b5274eSUday Bondhugula }); 35404b5274eSUday Bondhugula return converged; 35504b5274eSUday Bondhugula } 356