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 // 9*a60fdd2bSLorenzo Chelini // This file implements mlir::applyPatternsAndFoldGreedily. 1064d52014SChris Lattner // 1164d52014SChris Lattner //===----------------------------------------------------------------------===// 1264d52014SChris Lattner 137de0da95SChris Lattner #include "mlir/IR/PatternMatch.h" 140ddba0bdSRiver Riddle #include "mlir/Interfaces/SideEffects.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. 80851a8516SRiver Riddle Operation *insert(Operation *op) override { 81851a8516SRiver Riddle addToWorklist(op); 82851a8516SRiver Riddle return OpBuilder::insert(op); 834bd9f936SChris Lattner } 8464d52014SChris Lattner 8564d52014SChris Lattner // If an operation is about to be removed, make sure it is not in our 8664d52014SChris Lattner // worklist anymore because we'd get dangling references to it. 8799b87c97SRiver Riddle void notifyOperationRemoved(Operation *op) override { 88a8866258SRiver Riddle addToWorklist(op->getOperands()); 8955f2e24aSAndy Ly op->walk([this](Operation *operation) { 9055f2e24aSAndy Ly removeFromWorklist(operation); 9155f2e24aSAndy Ly folder.notifyRemoval(operation); 9255f2e24aSAndy Ly }); 9364d52014SChris Lattner } 9464d52014SChris Lattner 95085b687fSChris Lattner // When the root of a pattern is about to be replaced, it can trigger 96085b687fSChris Lattner // simplifications to its users - make sure to add them to the worklist 97085b687fSChris Lattner // before the root is changed. 9899b87c97SRiver Riddle void notifyRootReplaced(Operation *op) override { 9935807bc4SRiver Riddle for (auto result : op->getResults()) 1002bdf33ccSRiver Riddle for (auto *user : result.getUsers()) 1018780d8d8SRiver Riddle addToWorklist(user); 102085b687fSChris Lattner } 103085b687fSChris Lattner 1044bd9f936SChris Lattner private: 10599b87c97SRiver Riddle // Look over the provided operands for any defining operations that should 106a8866258SRiver Riddle // be re-added to the worklist. This function should be called when an 107a8866258SRiver Riddle // operation is modified or removed, as it may trigger further 108a8866258SRiver Riddle // simplifications. 109cbcb12fdSUday Bondhugula template <typename Operands> 110cbcb12fdSUday Bondhugula void addToWorklist(Operands &&operands) { 111e62a6956SRiver Riddle for (Value operand : operands) { 112a8866258SRiver Riddle // If the use count of this operand is now < 2, we re-add the defining 11399b87c97SRiver Riddle // operation to the worklist. 11499b87c97SRiver Riddle // TODO(riverriddle) This is based on the fact that zero use operations 115a8866258SRiver Riddle // may be deleted, and that single use values often have more 116a8866258SRiver Riddle // canonicalization opportunities. 1172bdf33ccSRiver Riddle if (!operand.use_empty() && !operand.hasOneUse()) 118a8866258SRiver Riddle continue; 1192bdf33ccSRiver Riddle if (auto *defInst = operand.getDefiningOp()) 120a8866258SRiver Riddle addToWorklist(defInst); 121a8866258SRiver Riddle } 122a8866258SRiver Riddle } 123a8866258SRiver Riddle 1244bd9f936SChris Lattner /// The low-level pattern matcher. 1255de726f4SRiver Riddle RewritePatternMatcher matcher; 1264bd9f936SChris Lattner 1274bd9f936SChris Lattner /// The worklist for this transformation keeps track of the operations that 1284bd9f936SChris Lattner /// need to be revisited, plus their index in the worklist. This allows us to 129e7a2ef21SRiver Riddle /// efficiently remove operations from the worklist when they are erased, even 130e7a2ef21SRiver Riddle /// if they aren't the root of a pattern. 13199b87c97SRiver Riddle std::vector<Operation *> worklist; 13299b87c97SRiver Riddle DenseMap<Operation *, unsigned> worklistMap; 13360a29837SRiver Riddle 13460a29837SRiver Riddle /// Non-pattern based folder for operations. 13560a29837SRiver Riddle OperationFolder folder; 13664d52014SChris Lattner }; 13791f07810SMehdi Amini } // end anonymous namespace 13864d52014SChris Lattner 139cbcb12fdSUday Bondhugula /// Performs the rewrites while folding and erasing any dead ops. Returns true 140cbcb12fdSUday Bondhugula /// if the rewrite converges in `maxIterations`. 1416b1cc3c6SRiver Riddle bool GreedyPatternRewriteDriver::simplify(MutableArrayRef<Region> regions, 1426b1cc3c6SRiver Riddle int maxIterations) { 143bcacef1aSRiver Riddle // Add the given operation to the worklist. 144bcacef1aSRiver Riddle auto collectOps = [this](Operation *op) { addToWorklist(op); }; 145bcacef1aSRiver Riddle 1465c757087SFeng Liu bool changed = false; 1475c757087SFeng Liu int i = 0; 1485c757087SFeng Liu do { 149e7a2ef21SRiver Riddle // Add all nested operations to the worklist. 1506b1cc3c6SRiver Riddle for (auto ®ion : regions) 151e7a2ef21SRiver Riddle region.walk(collectOps); 1524e40c832SLei Zhang 1534e40c832SLei Zhang // These are scratch vectors used in the folding loop below. 154e62a6956SRiver Riddle SmallVector<Value, 8> originalOperands, resultValues; 15564d52014SChris Lattner 1565c757087SFeng Liu changed = false; 15764d52014SChris Lattner while (!worklist.empty()) { 15864d52014SChris Lattner auto *op = popFromWorklist(); 15964d52014SChris Lattner 1605c757087SFeng Liu // Nulls get added to the worklist when operations are removed, ignore 1615c757087SFeng Liu // them. 16264d52014SChris Lattner if (op == nullptr) 16364d52014SChris Lattner continue; 16464d52014SChris Lattner 1650ddba0bdSRiver Riddle // If the operation is trivially dead - remove it. 1660ddba0bdSRiver Riddle if (isOpTriviallyDead(op)) { 1676a501e3dSAndy Ly notifyOperationRemoved(op); 16864d52014SChris Lattner op->erase(); 169f875e55bSUday Bondhugula changed = true; 17064d52014SChris Lattner continue; 17164d52014SChris Lattner } 17264d52014SChris Lattner 1734e40c832SLei Zhang // Collects all the operands and result uses of the given `op` into work 1746a501e3dSAndy Ly // list. Also remove `op` and nested ops from worklist. 1751982afb1SRiver Riddle originalOperands.assign(op->operand_begin(), op->operand_end()); 1766a501e3dSAndy Ly auto preReplaceAction = [&](Operation *op) { 177a8866258SRiver Riddle // Add the operands to the worklist for visitation. 1781982afb1SRiver Riddle addToWorklist(originalOperands); 1791982afb1SRiver Riddle 1804e40c832SLei Zhang // Add all the users of the result to the worklist so we make sure 1814e40c832SLei Zhang // to revisit them. 18235807bc4SRiver Riddle for (auto result : op->getResults()) 183cc673894SUday Bondhugula for (auto *userOp : result.getUsers()) 184cc673894SUday Bondhugula addToWorklist(userOp); 1856a501e3dSAndy Ly 1866a501e3dSAndy Ly notifyOperationRemoved(op); 1874e40c832SLei Zhang }; 18864d52014SChris Lattner 1891982afb1SRiver Riddle // Try to fold this op. 190cbcb12fdSUday Bondhugula bool inPlaceUpdate; 191cbcb12fdSUday Bondhugula if ((succeeded(folder.tryToFold(op, collectOps, preReplaceAction, 192cbcb12fdSUday Bondhugula &inPlaceUpdate)))) { 193f875e55bSUday Bondhugula changed = true; 194cbcb12fdSUday Bondhugula if (!inPlaceUpdate) 195934b6d12SChris Lattner continue; 19664d52014SChris Lattner } 19764d52014SChris Lattner 19864d52014SChris Lattner // Make sure that any new operations are inserted at this point. 199eb5ec039SRiver Riddle setInsertionPoint(op); 2005de726f4SRiver Riddle 20132052c84SRiver Riddle // Try to match one of the patterns. The rewriter is automatically 20232052c84SRiver Riddle // notified of any necessary changes, so there is nothing else to do here. 2033de0c769SRiver Riddle changed |= matcher.matchAndRewrite(op, *this); 20464d52014SChris Lattner } 205a32f0dcbSRiver Riddle 206a32f0dcbSRiver Riddle // After applying patterns, make sure that the CFG of each of the regions is 207a32f0dcbSRiver Riddle // kept up to date. 2080ddba0bdSRiver Riddle if (succeeded(simplifyRegions(regions))) { 2090ddba0bdSRiver Riddle folder.clear(); 2100ddba0bdSRiver Riddle changed = true; 2110ddba0bdSRiver Riddle } 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 /// 223a5b9316bSUday Bondhugula bool mlir::applyPatternsAndFoldGreedily( 224a5b9316bSUday Bondhugula Operation *op, const OwningRewritePatternList &patterns) { 225a5b9316bSUday Bondhugula return applyPatternsAndFoldGreedily(op->getRegions(), patterns); 2266b1cc3c6SRiver Riddle } 2276b1cc3c6SRiver Riddle 2286b1cc3c6SRiver Riddle /// Rewrite the given regions, which must be isolated from above. 229a5b9316bSUday Bondhugula bool mlir::applyPatternsAndFoldGreedily( 230a5b9316bSUday Bondhugula MutableArrayRef<Region> regions, 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 } 25304b5274eSUday Bondhugula 25404b5274eSUday Bondhugula //===----------------------------------------------------------------------===// 25504b5274eSUday Bondhugula // OpPatternRewriteDriver 25604b5274eSUday Bondhugula //===----------------------------------------------------------------------===// 25704b5274eSUday Bondhugula 25804b5274eSUday Bondhugula namespace { 25904b5274eSUday Bondhugula /// This is a simple driver for the PatternMatcher to apply patterns and perform 26004b5274eSUday Bondhugula /// folding on a single op. It repeatedly applies locally optimal patterns. 26104b5274eSUday Bondhugula class OpPatternRewriteDriver : public PatternRewriter { 26204b5274eSUday Bondhugula public: 26304b5274eSUday Bondhugula explicit OpPatternRewriteDriver(MLIRContext *ctx, 26404b5274eSUday Bondhugula const OwningRewritePatternList &patterns) 26504b5274eSUday Bondhugula : PatternRewriter(ctx), matcher(patterns), folder(ctx) {} 26604b5274eSUday Bondhugula 26704b5274eSUday Bondhugula bool simplifyLocally(Operation *op, int maxIterations, bool &erased); 26804b5274eSUday Bondhugula 26904b5274eSUday Bondhugula /// No additional action needed other than inserting the op. 27004b5274eSUday Bondhugula Operation *insert(Operation *op) override { return OpBuilder::insert(op); } 27104b5274eSUday Bondhugula 27204b5274eSUday Bondhugula // These are hooks implemented for PatternRewriter. 27304b5274eSUday Bondhugula protected: 27404b5274eSUday Bondhugula /// If an operation is about to be removed, mark it so that we can let clients 27504b5274eSUday Bondhugula /// know. 27604b5274eSUday Bondhugula void notifyOperationRemoved(Operation *op) override { 27704b5274eSUday Bondhugula opErasedViaPatternRewrites = true; 27804b5274eSUday Bondhugula } 27904b5274eSUday Bondhugula 28004b5274eSUday Bondhugula // When a root is going to be replaced, its removal will be notified as well. 28104b5274eSUday Bondhugula // So there is nothing to do here. 28204b5274eSUday Bondhugula void notifyRootReplaced(Operation *op) override {} 28304b5274eSUday Bondhugula 28404b5274eSUday Bondhugula private: 28504b5274eSUday Bondhugula /// The low-level pattern matcher. 28604b5274eSUday Bondhugula RewritePatternMatcher matcher; 28704b5274eSUday Bondhugula 28804b5274eSUday Bondhugula /// Non-pattern based folder for operations. 28904b5274eSUday Bondhugula OperationFolder folder; 29004b5274eSUday Bondhugula 29104b5274eSUday Bondhugula /// Set to true if the operation has been erased via pattern rewrites. 29204b5274eSUday Bondhugula bool opErasedViaPatternRewrites = false; 29304b5274eSUday Bondhugula }; 29404b5274eSUday Bondhugula 29504b5274eSUday Bondhugula } // anonymous namespace 29604b5274eSUday Bondhugula 29704b5274eSUday Bondhugula /// Performs the rewrites and folding only on `op`. The simplification converges 29804b5274eSUday Bondhugula /// if the op is erased as a result of being folded, replaced, or dead, or no 29904b5274eSUday Bondhugula /// more changes happen in an iteration. Returns true if the rewrite converges 30004b5274eSUday Bondhugula /// in `maxIterations`. `erased` is set to true if `op` gets erased. 30104b5274eSUday Bondhugula bool OpPatternRewriteDriver::simplifyLocally(Operation *op, int maxIterations, 30204b5274eSUday Bondhugula bool &erased) { 30304b5274eSUday Bondhugula bool changed = false; 30404b5274eSUday Bondhugula erased = false; 30504b5274eSUday Bondhugula opErasedViaPatternRewrites = false; 30604b5274eSUday Bondhugula int i = 0; 30704b5274eSUday Bondhugula // Iterate until convergence or until maxIterations. Deletion of the op as 30804b5274eSUday Bondhugula // a result of being dead or folded is convergence. 30904b5274eSUday Bondhugula do { 31004b5274eSUday Bondhugula // If the operation is trivially dead - remove it. 31104b5274eSUday Bondhugula if (isOpTriviallyDead(op)) { 31204b5274eSUday Bondhugula op->erase(); 31304b5274eSUday Bondhugula erased = true; 31404b5274eSUday Bondhugula return true; 31504b5274eSUday Bondhugula } 31604b5274eSUday Bondhugula 31704b5274eSUday Bondhugula // Try to fold this op. 31804b5274eSUday Bondhugula bool inPlaceUpdate; 31904b5274eSUday Bondhugula if (succeeded(folder.tryToFold(op, /*processGeneratedConstants=*/nullptr, 32004b5274eSUday Bondhugula /*preReplaceAction=*/nullptr, 32104b5274eSUday Bondhugula &inPlaceUpdate))) { 32204b5274eSUday Bondhugula changed = true; 32304b5274eSUday Bondhugula if (!inPlaceUpdate) { 32404b5274eSUday Bondhugula erased = true; 32504b5274eSUday Bondhugula return true; 32604b5274eSUday Bondhugula } 32704b5274eSUday Bondhugula } 32804b5274eSUday Bondhugula 32904b5274eSUday Bondhugula // Make sure that any new operations are inserted at this point. 33004b5274eSUday Bondhugula setInsertionPoint(op); 33104b5274eSUday Bondhugula 33204b5274eSUday Bondhugula // Try to match one of the patterns. The rewriter is automatically 33304b5274eSUday Bondhugula // notified of any necessary changes, so there is nothing else to do here. 33404b5274eSUday Bondhugula changed |= matcher.matchAndRewrite(op, *this); 33504b5274eSUday Bondhugula if ((erased = opErasedViaPatternRewrites)) 33604b5274eSUday Bondhugula return true; 33704b5274eSUday Bondhugula } while (changed && ++i < maxIterations); 33804b5274eSUday Bondhugula 33904b5274eSUday Bondhugula // Whether the rewrite converges, i.e. wasn't changed in the last iteration. 34004b5274eSUday Bondhugula return !changed; 34104b5274eSUday Bondhugula } 34204b5274eSUday Bondhugula 34304b5274eSUday Bondhugula /// Rewrites only `op` using the supplied canonicalization patterns and 34404b5274eSUday Bondhugula /// folding. `erased` is set to true if the op is erased as a result of being 34504b5274eSUday Bondhugula /// folded, replaced, or dead. 34604b5274eSUday Bondhugula bool mlir::applyOpPatternsAndFold(Operation *op, 34704b5274eSUday Bondhugula const OwningRewritePatternList &patterns, 34804b5274eSUday Bondhugula bool *erased) { 34904b5274eSUday Bondhugula // Start the pattern driver. 35004b5274eSUday Bondhugula OpPatternRewriteDriver driver(op->getContext(), patterns); 35104b5274eSUday Bondhugula bool opErased; 35204b5274eSUday Bondhugula bool converged = 35304b5274eSUday Bondhugula driver.simplifyLocally(op, maxPatternMatchIterations, opErased); 35404b5274eSUday Bondhugula if (erased) 35504b5274eSUday Bondhugula *erased = opErased; 35604b5274eSUday Bondhugula LLVM_DEBUG(if (!converged) { 35704b5274eSUday Bondhugula llvm::dbgs() << "The pattern rewrite doesn't converge after scanning " 35804b5274eSUday Bondhugula << maxPatternMatchIterations << " times"; 35904b5274eSUday Bondhugula }); 36004b5274eSUday Bondhugula return converged; 36104b5274eSUday Bondhugula } 362