164d52014SChris Lattner //===- GreedyPatternRewriteDriver.cpp - A greedy rewriter -----------------===// 264d52014SChris Lattner // 356222a06SMehdi Amini // Part of the MLIR 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 // 964d52014SChris Lattner // This file implements mlir::applyPatternsGreedily. 1064d52014SChris Lattner // 1164d52014SChris Lattner //===----------------------------------------------------------------------===// 1264d52014SChris Lattner 13ba0fa925SRiver Riddle #include "mlir/Dialect/StandardOps/Ops.h" 1464d52014SChris Lattner #include "mlir/IR/Builders.h" 157de0da95SChris Lattner #include "mlir/IR/PatternMatch.h" 161982afb1SRiver Riddle #include "mlir/Transforms/FoldUtils.h" 17fafb708bSRiver Riddle #include "mlir/Transforms/RegionUtils.h" 1864d52014SChris Lattner #include "llvm/ADT/DenseMap.h" 195c757087SFeng Liu #include "llvm/Support/CommandLine.h" 205c757087SFeng Liu #include "llvm/Support/Debug.h" 215c757087SFeng Liu #include "llvm/Support/raw_ostream.h" 224e40c832SLei Zhang 2364d52014SChris Lattner using namespace mlir; 2464d52014SChris Lattner 255c757087SFeng Liu #define DEBUG_TYPE "pattern-matcher" 265c757087SFeng Liu 275c757087SFeng Liu static llvm::cl::opt<unsigned> maxPatternMatchIterations( 285c757087SFeng Liu "mlir-max-pattern-match-iterations", 29e7a2ef21SRiver Riddle llvm::cl::desc("Max number of iterations scanning for pattern match"), 305c757087SFeng Liu llvm::cl::init(10)); 315c757087SFeng Liu 3264d52014SChris Lattner namespace { 3364d52014SChris Lattner 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 445c757087SFeng Liu /// Perform the rewrites. Return true if the rewrite converges in 455c757087SFeng Liu /// `maxIterations`. 466b1cc3c6SRiver Riddle bool simplify(MutableArrayRef<Region> regions, int maxIterations); 4764d52014SChris Lattner 4899b87c97SRiver Riddle void addToWorklist(Operation *op) { 495c4f1fddSRiver Riddle // Check to see if the worklist already contains this op. 505c4f1fddSRiver Riddle if (worklistMap.count(op)) 515c4f1fddSRiver Riddle return; 525c4f1fddSRiver Riddle 5364d52014SChris Lattner worklistMap[op] = worklist.size(); 5464d52014SChris Lattner worklist.push_back(op); 5564d52014SChris Lattner } 5664d52014SChris Lattner 5799b87c97SRiver Riddle Operation *popFromWorklist() { 5864d52014SChris Lattner auto *op = worklist.back(); 5964d52014SChris Lattner worklist.pop_back(); 6064d52014SChris Lattner 6164d52014SChris Lattner // This operation is no longer in the worklist, keep worklistMap up to date. 6264d52014SChris Lattner if (op) 6364d52014SChris Lattner worklistMap.erase(op); 6464d52014SChris Lattner return op; 6564d52014SChris Lattner } 6664d52014SChris Lattner 6764d52014SChris Lattner /// If the specified operation is in the worklist, remove it. If not, this is 6864d52014SChris Lattner /// a no-op. 6999b87c97SRiver Riddle void removeFromWorklist(Operation *op) { 7064d52014SChris Lattner auto it = worklistMap.find(op); 7164d52014SChris Lattner if (it != worklistMap.end()) { 7264d52014SChris Lattner assert(worklist[it->second] == op && "malformed worklist data structure"); 7364d52014SChris Lattner worklist[it->second] = nullptr; 74c87c7f57SDiego Caballero worklistMap.erase(it); 7564d52014SChris Lattner } 7664d52014SChris Lattner } 7764d52014SChris Lattner 784bd9f936SChris Lattner // These are hooks implemented for PatternRewriter. 794bd9f936SChris Lattner protected: 80851a8516SRiver Riddle // Implement the hook for inserting operations, and make sure that newly 81851a8516SRiver Riddle // inserted ops are added to the worklist for processing. 82851a8516SRiver Riddle Operation *insert(Operation *op) override { 83851a8516SRiver Riddle addToWorklist(op); 84851a8516SRiver Riddle return OpBuilder::insert(op); 854bd9f936SChris Lattner } 8664d52014SChris Lattner 8764d52014SChris Lattner // If an operation is about to be removed, make sure it is not in our 8864d52014SChris Lattner // worklist anymore because we'd get dangling references to it. 8999b87c97SRiver Riddle void notifyOperationRemoved(Operation *op) override { 90a8866258SRiver Riddle addToWorklist(op->getOperands()); 9155f2e24aSAndy Ly op->walk([this](Operation *operation) { 9255f2e24aSAndy Ly removeFromWorklist(operation); 9355f2e24aSAndy Ly folder.notifyRemoval(operation); 9455f2e24aSAndy Ly }); 9564d52014SChris Lattner } 9664d52014SChris Lattner 97085b687fSChris Lattner // When the root of a pattern is about to be replaced, it can trigger 98085b687fSChris Lattner // simplifications to its users - make sure to add them to the worklist 99085b687fSChris Lattner // before the root is changed. 10099b87c97SRiver Riddle void notifyRootReplaced(Operation *op) override { 10135807bc4SRiver Riddle for (auto result : op->getResults()) 102*2bdf33ccSRiver Riddle for (auto *user : result.getUsers()) 1038780d8d8SRiver Riddle addToWorklist(user); 104085b687fSChris Lattner } 105085b687fSChris Lattner 1064bd9f936SChris Lattner private: 10799b87c97SRiver Riddle // Look over the provided operands for any defining operations that should 108a8866258SRiver Riddle // be re-added to the worklist. This function should be called when an 109a8866258SRiver Riddle // operation is modified or removed, as it may trigger further 110a8866258SRiver Riddle // simplifications. 111a8866258SRiver Riddle template <typename Operands> void addToWorklist(Operands &&operands) { 112e62a6956SRiver Riddle for (Value operand : operands) { 113a8866258SRiver Riddle // If the use count of this operand is now < 2, we re-add the defining 11499b87c97SRiver Riddle // operation to the worklist. 11599b87c97SRiver Riddle // TODO(riverriddle) This is based on the fact that zero use operations 116a8866258SRiver Riddle // may be deleted, and that single use values often have more 117a8866258SRiver Riddle // canonicalization opportunities. 118*2bdf33ccSRiver Riddle if (!operand.use_empty() && !operand.hasOneUse()) 119a8866258SRiver Riddle continue; 120*2bdf33ccSRiver Riddle if (auto *defInst = operand.getDefiningOp()) 121a8866258SRiver Riddle addToWorklist(defInst); 122a8866258SRiver Riddle } 123a8866258SRiver Riddle } 124a8866258SRiver Riddle 1254bd9f936SChris Lattner /// The low-level pattern matcher. 1265de726f4SRiver Riddle RewritePatternMatcher matcher; 1274bd9f936SChris Lattner 1284bd9f936SChris Lattner /// The worklist for this transformation keeps track of the operations that 1294bd9f936SChris Lattner /// need to be revisited, plus their index in the worklist. This allows us to 130e7a2ef21SRiver Riddle /// efficiently remove operations from the worklist when they are erased, even 131e7a2ef21SRiver Riddle /// if they aren't the root of a pattern. 13299b87c97SRiver Riddle std::vector<Operation *> worklist; 13399b87c97SRiver Riddle DenseMap<Operation *, unsigned> worklistMap; 13460a29837SRiver Riddle 13560a29837SRiver Riddle /// Non-pattern based folder for operations. 13660a29837SRiver Riddle OperationFolder folder; 13764d52014SChris Lattner }; 13891f07810SMehdi Amini } // end anonymous namespace 13964d52014SChris Lattner 1404bd9f936SChris Lattner /// Perform the rewrites. 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 1655c757087SFeng Liu // If the operation has no side effects, and no users, then it is 1665c757087SFeng Liu // trivially dead - remove it. 16764d52014SChris Lattner if (op->hasNoSideEffect() && op->use_empty()) { 1686a501e3dSAndy Ly // Be careful to update bookkeeping. 1696a501e3dSAndy Ly notifyOperationRemoved(op); 17064d52014SChris Lattner op->erase(); 17164d52014SChris Lattner continue; 17264d52014SChris Lattner } 17364d52014SChris Lattner 1744e40c832SLei Zhang // Collects all the operands and result uses of the given `op` into work 1756a501e3dSAndy Ly // list. Also remove `op` and nested ops from worklist. 1761982afb1SRiver Riddle originalOperands.assign(op->operand_begin(), op->operand_end()); 1776a501e3dSAndy Ly auto preReplaceAction = [&](Operation *op) { 178a8866258SRiver Riddle // Add the operands to the worklist for visitation. 1791982afb1SRiver Riddle addToWorklist(originalOperands); 1801982afb1SRiver Riddle 1814e40c832SLei Zhang // Add all the users of the result to the worklist so we make sure 1824e40c832SLei Zhang // to revisit them. 18335807bc4SRiver Riddle for (auto result : op->getResults()) 184*2bdf33ccSRiver Riddle for (auto *operand : result.getUsers()) 1858780d8d8SRiver Riddle addToWorklist(operand); 1866a501e3dSAndy Ly 1876a501e3dSAndy Ly notifyOperationRemoved(op); 1884e40c832SLei Zhang }; 18964d52014SChris Lattner 1901982afb1SRiver Riddle // Try to fold this op. 1916a501e3dSAndy Ly if (succeeded(folder.tryToFold(op, collectOps, preReplaceAction))) { 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 19932052c84SRiver Riddle // Try to match one of the patterns. The rewriter is automatically 20032052c84SRiver Riddle // notified of any necessary changes, so there is nothing else to do here. 2013de0c769SRiver Riddle changed |= matcher.matchAndRewrite(op, *this); 20264d52014SChris Lattner } 203a32f0dcbSRiver Riddle 204a32f0dcbSRiver Riddle // After applying patterns, make sure that the CFG of each of the regions is 205a32f0dcbSRiver Riddle // kept up to date. 206fafb708bSRiver Riddle changed |= succeeded(simplifyRegions(regions)); 2075c757087SFeng Liu } while (changed && ++i < maxIterations); 2085c757087SFeng Liu // Whether the rewrite converges, i.e. wasn't changed in the last iteration. 2095c757087SFeng Liu return !changed; 21064d52014SChris Lattner } 21164d52014SChris Lattner 212e7a2ef21SRiver Riddle /// Rewrite the regions of the specified operation, which must be isolated from 213e7a2ef21SRiver Riddle /// above, by repeatedly applying the highest benefit patterns in a greedy 214e7a2ef21SRiver Riddle /// work-list driven manner. Return true if no more patterns can be matched in 215e7a2ef21SRiver Riddle /// the result operation regions. 216e7a2ef21SRiver Riddle /// Note: This does not apply patterns to the top-level operation itself. 21764d52014SChris Lattner /// 218e7a2ef21SRiver Riddle bool mlir::applyPatternsGreedily(Operation *op, 2195290e8c3SRiver Riddle const OwningRewritePatternList &patterns) { 2206b1cc3c6SRiver Riddle return applyPatternsGreedily(op->getRegions(), patterns); 2216b1cc3c6SRiver Riddle } 2226b1cc3c6SRiver Riddle 2236b1cc3c6SRiver Riddle /// Rewrite the given regions, which must be isolated from above. 2246b1cc3c6SRiver Riddle bool mlir::applyPatternsGreedily(MutableArrayRef<Region> regions, 2256b1cc3c6SRiver Riddle const OwningRewritePatternList &patterns) { 2266b1cc3c6SRiver Riddle if (regions.empty()) 2276b1cc3c6SRiver Riddle return true; 2286b1cc3c6SRiver Riddle 229e7a2ef21SRiver Riddle // The top-level operation must be known to be isolated from above to 230e7a2ef21SRiver Riddle // prevent performing canonicalizations on operations defined at or above 231e7a2ef21SRiver Riddle // the region containing 'op'. 2326b1cc3c6SRiver Riddle auto regionIsIsolated = [](Region ®ion) { 2336b1cc3c6SRiver Riddle return region.getParentOp()->isKnownIsolatedFromAbove(); 2346b1cc3c6SRiver Riddle }; 2356b1cc3c6SRiver Riddle (void)regionIsIsolated; 2366b1cc3c6SRiver Riddle assert(llvm::all_of(regions, regionIsIsolated) && 2376b1cc3c6SRiver Riddle "patterns can only be applied to operations IsolatedFromAbove"); 238e7a2ef21SRiver Riddle 2396b1cc3c6SRiver Riddle // Start the pattern driver. 2406b1cc3c6SRiver Riddle GreedyPatternRewriteDriver driver(regions[0].getContext(), patterns); 2416b1cc3c6SRiver Riddle bool converged = driver.simplify(regions, maxPatternMatchIterations); 2425c757087SFeng Liu LLVM_DEBUG(if (!converged) { 243e7a2ef21SRiver Riddle llvm::dbgs() << "The pattern rewrite doesn't converge after scanning " 2445c757087SFeng Liu << maxPatternMatchIterations << " times"; 2455c757087SFeng Liu }); 2465c757087SFeng Liu return converged; 24764d52014SChris Lattner } 248