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 // 964d52014SChris Lattner // This file implements mlir::applyPatternsGreedily. 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 2964d52014SChris Lattner namespace { 3064d52014SChris Lattner /// This is a worklist-driven driver for the PatternMatcher, which repeatedly 3164d52014SChris Lattner /// applies the locally optimal patterns in a roughly "bottom up" way. 324bd9f936SChris Lattner class GreedyPatternRewriteDriver : public PatternRewriter { 3364d52014SChris Lattner public: 342566a72aSRiver Riddle explicit GreedyPatternRewriteDriver(MLIRContext *ctx, 355290e8c3SRiver Riddle const OwningRewritePatternList &patterns) 366563b1c4SRiver Riddle : PatternRewriter(ctx), matcher(patterns), folder(ctx) { 3764d52014SChris Lattner worklist.reserve(64); 3864d52014SChris Lattner } 3964d52014SChris Lattner 40*a5b9316bSUday Bondhugula /// Perform the rewrites while folding and erasing any dead ops. Return true 41*a5b9316bSUday Bondhugula /// if the rewrite converges in `maxIterations`. 426b1cc3c6SRiver Riddle bool simplify(MutableArrayRef<Region> regions, int maxIterations); 4364d52014SChris Lattner 4499b87c97SRiver Riddle void addToWorklist(Operation *op) { 455c4f1fddSRiver Riddle // Check to see if the worklist already contains this op. 465c4f1fddSRiver Riddle if (worklistMap.count(op)) 475c4f1fddSRiver Riddle return; 485c4f1fddSRiver Riddle 4964d52014SChris Lattner worklistMap[op] = worklist.size(); 5064d52014SChris Lattner worklist.push_back(op); 5164d52014SChris Lattner } 5264d52014SChris Lattner 5399b87c97SRiver Riddle Operation *popFromWorklist() { 5464d52014SChris Lattner auto *op = worklist.back(); 5564d52014SChris Lattner worklist.pop_back(); 5664d52014SChris Lattner 5764d52014SChris Lattner // This operation is no longer in the worklist, keep worklistMap up to date. 5864d52014SChris Lattner if (op) 5964d52014SChris Lattner worklistMap.erase(op); 6064d52014SChris Lattner return op; 6164d52014SChris Lattner } 6264d52014SChris Lattner 6364d52014SChris Lattner /// If the specified operation is in the worklist, remove it. If not, this is 6464d52014SChris Lattner /// a no-op. 6599b87c97SRiver Riddle void removeFromWorklist(Operation *op) { 6664d52014SChris Lattner auto it = worklistMap.find(op); 6764d52014SChris Lattner if (it != worklistMap.end()) { 6864d52014SChris Lattner assert(worklist[it->second] == op && "malformed worklist data structure"); 6964d52014SChris Lattner worklist[it->second] = nullptr; 70c87c7f57SDiego Caballero worklistMap.erase(it); 7164d52014SChris Lattner } 7264d52014SChris Lattner } 7364d52014SChris Lattner 744bd9f936SChris Lattner // These are hooks implemented for PatternRewriter. 754bd9f936SChris Lattner protected: 76851a8516SRiver Riddle // Implement the hook for inserting operations, and make sure that newly 77851a8516SRiver Riddle // inserted ops are added to the worklist for processing. 78851a8516SRiver Riddle Operation *insert(Operation *op) override { 79851a8516SRiver Riddle addToWorklist(op); 80851a8516SRiver Riddle return OpBuilder::insert(op); 814bd9f936SChris Lattner } 8264d52014SChris Lattner 8364d52014SChris Lattner // If an operation is about to be removed, make sure it is not in our 8464d52014SChris Lattner // worklist anymore because we'd get dangling references to it. 8599b87c97SRiver Riddle void notifyOperationRemoved(Operation *op) override { 86a8866258SRiver Riddle addToWorklist(op->getOperands()); 8755f2e24aSAndy Ly op->walk([this](Operation *operation) { 8855f2e24aSAndy Ly removeFromWorklist(operation); 8955f2e24aSAndy Ly folder.notifyRemoval(operation); 9055f2e24aSAndy Ly }); 9164d52014SChris Lattner } 9264d52014SChris Lattner 93085b687fSChris Lattner // When the root of a pattern is about to be replaced, it can trigger 94085b687fSChris Lattner // simplifications to its users - make sure to add them to the worklist 95085b687fSChris Lattner // before the root is changed. 9699b87c97SRiver Riddle void notifyRootReplaced(Operation *op) override { 9735807bc4SRiver Riddle for (auto result : op->getResults()) 982bdf33ccSRiver Riddle for (auto *user : result.getUsers()) 998780d8d8SRiver Riddle addToWorklist(user); 100085b687fSChris Lattner } 101085b687fSChris Lattner 1024bd9f936SChris Lattner private: 10399b87c97SRiver Riddle // Look over the provided operands for any defining operations that should 104a8866258SRiver Riddle // be re-added to the worklist. This function should be called when an 105a8866258SRiver Riddle // operation is modified or removed, as it may trigger further 106a8866258SRiver Riddle // simplifications. 107a8866258SRiver Riddle template <typename Operands> 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 136*a5b9316bSUday Bondhugula /// Perform the rewrites while folding and erasing any dead ops. 1376b1cc3c6SRiver Riddle bool GreedyPatternRewriteDriver::simplify(MutableArrayRef<Region> regions, 1386b1cc3c6SRiver Riddle int maxIterations) { 139bcacef1aSRiver Riddle // Add the given operation to the worklist. 140bcacef1aSRiver Riddle auto collectOps = [this](Operation *op) { addToWorklist(op); }; 141bcacef1aSRiver Riddle 1425c757087SFeng Liu bool changed = false; 1435c757087SFeng Liu int i = 0; 1445c757087SFeng Liu do { 145e7a2ef21SRiver Riddle // Add all nested operations to the worklist. 1466b1cc3c6SRiver Riddle for (auto ®ion : regions) 147e7a2ef21SRiver Riddle region.walk(collectOps); 1484e40c832SLei Zhang 1494e40c832SLei Zhang // These are scratch vectors used in the folding loop below. 150e62a6956SRiver Riddle SmallVector<Value, 8> originalOperands, resultValues; 15164d52014SChris Lattner 1525c757087SFeng Liu changed = false; 15364d52014SChris Lattner while (!worklist.empty()) { 15464d52014SChris Lattner auto *op = popFromWorklist(); 15564d52014SChris Lattner 1565c757087SFeng Liu // Nulls get added to the worklist when operations are removed, ignore 1575c757087SFeng Liu // them. 15864d52014SChris Lattner if (op == nullptr) 15964d52014SChris Lattner continue; 16064d52014SChris Lattner 1610ddba0bdSRiver Riddle // If the operation is trivially dead - remove it. 1620ddba0bdSRiver Riddle if (isOpTriviallyDead(op)) { 1636a501e3dSAndy Ly notifyOperationRemoved(op); 16464d52014SChris Lattner op->erase(); 165f875e55bSUday Bondhugula changed = true; 16664d52014SChris Lattner continue; 16764d52014SChris Lattner } 16864d52014SChris Lattner 1694e40c832SLei Zhang // Collects all the operands and result uses of the given `op` into work 1706a501e3dSAndy Ly // list. Also remove `op` and nested ops from worklist. 1711982afb1SRiver Riddle originalOperands.assign(op->operand_begin(), op->operand_end()); 1726a501e3dSAndy Ly auto preReplaceAction = [&](Operation *op) { 173a8866258SRiver Riddle // Add the operands to the worklist for visitation. 1741982afb1SRiver Riddle addToWorklist(originalOperands); 1751982afb1SRiver Riddle 1764e40c832SLei Zhang // Add all the users of the result to the worklist so we make sure 1774e40c832SLei Zhang // to revisit them. 17835807bc4SRiver Riddle for (auto result : op->getResults()) 179cc673894SUday Bondhugula for (auto *userOp : result.getUsers()) 180cc673894SUday Bondhugula addToWorklist(userOp); 1816a501e3dSAndy Ly 1826a501e3dSAndy Ly notifyOperationRemoved(op); 1834e40c832SLei Zhang }; 18464d52014SChris Lattner 1851982afb1SRiver Riddle // Try to fold this op. 1866a501e3dSAndy Ly if (succeeded(folder.tryToFold(op, collectOps, preReplaceAction))) { 187f875e55bSUday Bondhugula changed = true; 188934b6d12SChris Lattner continue; 18964d52014SChris Lattner } 19064d52014SChris Lattner 19164d52014SChris Lattner // Make sure that any new operations are inserted at this point. 192eb5ec039SRiver Riddle setInsertionPoint(op); 1935de726f4SRiver Riddle 19432052c84SRiver Riddle // Try to match one of the patterns. The rewriter is automatically 19532052c84SRiver Riddle // notified of any necessary changes, so there is nothing else to do here. 1963de0c769SRiver Riddle changed |= matcher.matchAndRewrite(op, *this); 19764d52014SChris Lattner } 198a32f0dcbSRiver Riddle 199a32f0dcbSRiver Riddle // After applying patterns, make sure that the CFG of each of the regions is 200a32f0dcbSRiver Riddle // kept up to date. 2010ddba0bdSRiver Riddle if (succeeded(simplifyRegions(regions))) { 2020ddba0bdSRiver Riddle folder.clear(); 2030ddba0bdSRiver Riddle changed = true; 2040ddba0bdSRiver Riddle } 2055c757087SFeng Liu } while (changed && ++i < maxIterations); 2065c757087SFeng Liu // Whether the rewrite converges, i.e. wasn't changed in the last iteration. 2075c757087SFeng Liu return !changed; 20864d52014SChris Lattner } 20964d52014SChris Lattner 210e7a2ef21SRiver Riddle /// Rewrite the regions of the specified operation, which must be isolated from 211e7a2ef21SRiver Riddle /// above, by repeatedly applying the highest benefit patterns in a greedy 212e7a2ef21SRiver Riddle /// work-list driven manner. Return true if no more patterns can be matched in 213e7a2ef21SRiver Riddle /// the result operation regions. 214e7a2ef21SRiver Riddle /// Note: This does not apply patterns to the top-level operation itself. 21564d52014SChris Lattner /// 216*a5b9316bSUday Bondhugula bool mlir::applyPatternsAndFoldGreedily( 217*a5b9316bSUday Bondhugula Operation *op, const OwningRewritePatternList &patterns) { 218*a5b9316bSUday Bondhugula return applyPatternsAndFoldGreedily(op->getRegions(), patterns); 2196b1cc3c6SRiver Riddle } 2206b1cc3c6SRiver Riddle 2216b1cc3c6SRiver Riddle /// Rewrite the given regions, which must be isolated from above. 222*a5b9316bSUday Bondhugula bool mlir::applyPatternsAndFoldGreedily( 223*a5b9316bSUday Bondhugula MutableArrayRef<Region> regions, const OwningRewritePatternList &patterns) { 2246b1cc3c6SRiver Riddle if (regions.empty()) 2256b1cc3c6SRiver Riddle return true; 2266b1cc3c6SRiver Riddle 227e7a2ef21SRiver Riddle // The top-level operation must be known to be isolated from above to 228e7a2ef21SRiver Riddle // prevent performing canonicalizations on operations defined at or above 229e7a2ef21SRiver Riddle // the region containing 'op'. 2306b1cc3c6SRiver Riddle auto regionIsIsolated = [](Region ®ion) { 2316b1cc3c6SRiver Riddle return region.getParentOp()->isKnownIsolatedFromAbove(); 2326b1cc3c6SRiver Riddle }; 2336b1cc3c6SRiver Riddle (void)regionIsIsolated; 2346b1cc3c6SRiver Riddle assert(llvm::all_of(regions, regionIsIsolated) && 2356b1cc3c6SRiver Riddle "patterns can only be applied to operations IsolatedFromAbove"); 236e7a2ef21SRiver Riddle 2376b1cc3c6SRiver Riddle // Start the pattern driver. 2386b1cc3c6SRiver Riddle GreedyPatternRewriteDriver driver(regions[0].getContext(), patterns); 2396b1cc3c6SRiver Riddle bool converged = driver.simplify(regions, maxPatternMatchIterations); 2405c757087SFeng Liu LLVM_DEBUG(if (!converged) { 241e7a2ef21SRiver Riddle llvm::dbgs() << "The pattern rewrite doesn't converge after scanning " 2425c757087SFeng Liu << maxPatternMatchIterations << " times"; 2435c757087SFeng Liu }); 2445c757087SFeng Liu return converged; 24564d52014SChris Lattner } 246