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374 lines
14 KiB
374 lines
14 KiB
//===- GreedyPatternRewriteDriver.cpp - A greedy rewriter -----------------===//
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//
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// Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions.
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// See https://llvm.org/LICENSE.txt for license information.
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// SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception
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//
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//===----------------------------------------------------------------------===//
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//
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// This file implements mlir::applyPatternsAndFoldGreedily.
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//
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//===----------------------------------------------------------------------===//
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#include "mlir/Transforms/GreedyPatternRewriteDriver.h"
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#include "mlir/Interfaces/SideEffectInterfaces.h"
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#include "mlir/Rewrite/PatternApplicator.h"
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#include "mlir/Transforms/FoldUtils.h"
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#include "mlir/Transforms/RegionUtils.h"
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#include "llvm/ADT/DenseMap.h"
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#include "llvm/Support/CommandLine.h"
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#include "llvm/Support/Debug.h"
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#include "llvm/Support/raw_ostream.h"
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using namespace mlir;
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#define DEBUG_TYPE "pattern-matcher"
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/// The max number of iterations scanning for pattern match.
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static unsigned maxPatternMatchIterations = 10;
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//===----------------------------------------------------------------------===//
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// GreedyPatternRewriteDriver
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//===----------------------------------------------------------------------===//
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namespace {
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/// This is a worklist-driven driver for the PatternMatcher, which repeatedly
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/// applies the locally optimal patterns in a roughly "bottom up" way.
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class GreedyPatternRewriteDriver : public PatternRewriter {
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public:
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explicit GreedyPatternRewriteDriver(MLIRContext *ctx,
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const FrozenRewritePatternList &patterns)
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: PatternRewriter(ctx), matcher(patterns), folder(ctx) {
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worklist.reserve(64);
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// Apply a simple cost model based solely on pattern benefit.
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matcher.applyDefaultCostModel();
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}
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bool simplify(MutableArrayRef<Region> regions, int maxIterations);
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void addToWorklist(Operation *op) {
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// Check to see if the worklist already contains this op.
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if (worklistMap.count(op))
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return;
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worklistMap[op] = worklist.size();
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worklist.push_back(op);
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}
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Operation *popFromWorklist() {
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auto *op = worklist.back();
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worklist.pop_back();
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// This operation is no longer in the worklist, keep worklistMap up to date.
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if (op)
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worklistMap.erase(op);
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return op;
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}
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/// If the specified operation is in the worklist, remove it. If not, this is
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/// a no-op.
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void removeFromWorklist(Operation *op) {
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auto it = worklistMap.find(op);
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if (it != worklistMap.end()) {
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assert(worklist[it->second] == op && "malformed worklist data structure");
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worklist[it->second] = nullptr;
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worklistMap.erase(it);
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}
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}
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// These are hooks implemented for PatternRewriter.
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protected:
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// Implement the hook for inserting operations, and make sure that newly
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// inserted ops are added to the worklist for processing.
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void notifyOperationInserted(Operation *op) override { addToWorklist(op); }
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// If an operation is about to be removed, make sure it is not in our
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// worklist anymore because we'd get dangling references to it.
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void notifyOperationRemoved(Operation *op) override {
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addToWorklist(op->getOperands());
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op->walk([this](Operation *operation) {
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removeFromWorklist(operation);
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folder.notifyRemoval(operation);
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});
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}
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// When the root of a pattern is about to be replaced, it can trigger
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// simplifications to its users - make sure to add them to the worklist
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// before the root is changed.
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void notifyRootReplaced(Operation *op) override {
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for (auto result : op->getResults())
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for (auto *user : result.getUsers())
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addToWorklist(user);
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}
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private:
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// Look over the provided operands for any defining operations that should
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// be re-added to the worklist. This function should be called when an
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// operation is modified or removed, as it may trigger further
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// simplifications.
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template <typename Operands> void addToWorklist(Operands &&operands) {
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for (Value operand : operands) {
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// If the use count of this operand is now < 2, we re-add the defining
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// operation to the worklist.
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// TODO: This is based on the fact that zero use operations
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// may be deleted, and that single use values often have more
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// canonicalization opportunities.
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if (!operand.use_empty() && !operand.hasOneUse())
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continue;
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if (auto *defInst = operand.getDefiningOp())
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addToWorklist(defInst);
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}
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}
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/// The low-level pattern applicator.
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PatternApplicator matcher;
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/// The worklist for this transformation keeps track of the operations that
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/// need to be revisited, plus their index in the worklist. This allows us to
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/// efficiently remove operations from the worklist when they are erased, even
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/// if they aren't the root of a pattern.
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std::vector<Operation *> worklist;
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DenseMap<Operation *, unsigned> worklistMap;
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/// Non-pattern based folder for operations.
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OperationFolder folder;
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};
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} // end anonymous namespace
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/// Performs the rewrites while folding and erasing any dead ops. Returns true
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/// if the rewrite converges in `maxIterations`.
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bool GreedyPatternRewriteDriver::simplify(MutableArrayRef<Region> regions,
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int maxIterations) {
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// Add the given operation to the worklist.
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auto collectOps = [this](Operation *op) { addToWorklist(op); };
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bool changed = false;
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int i = 0;
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do {
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// Add all nested operations to the worklist.
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for (auto ®ion : regions)
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region.walk(collectOps);
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// These are scratch vectors used in the folding loop below.
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SmallVector<Value, 8> originalOperands, resultValues;
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changed = false;
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while (!worklist.empty()) {
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auto *op = popFromWorklist();
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// Nulls get added to the worklist when operations are removed, ignore
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// them.
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if (op == nullptr)
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continue;
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// If the operation is trivially dead - remove it.
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if (isOpTriviallyDead(op)) {
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notifyOperationRemoved(op);
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op->erase();
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changed = true;
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continue;
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}
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// Collects all the operands and result uses of the given `op` into work
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// list. Also remove `op` and nested ops from worklist.
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originalOperands.assign(op->operand_begin(), op->operand_end());
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auto preReplaceAction = [&](Operation *op) {
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// Add the operands to the worklist for visitation.
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addToWorklist(originalOperands);
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// Add all the users of the result to the worklist so we make sure
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// to revisit them.
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for (auto result : op->getResults())
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for (auto *userOp : result.getUsers())
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addToWorklist(userOp);
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notifyOperationRemoved(op);
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};
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// Try to fold this op.
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bool inPlaceUpdate;
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if ((succeeded(folder.tryToFold(op, collectOps, preReplaceAction,
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&inPlaceUpdate)))) {
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changed = true;
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if (!inPlaceUpdate)
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continue;
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}
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// Try to match one of the patterns. The rewriter is automatically
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// notified of any necessary changes, so there is nothing else to do here.
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changed |= succeeded(matcher.matchAndRewrite(op, *this));
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}
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// After applying patterns, make sure that the CFG of each of the regions is
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// kept up to date.
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if (succeeded(simplifyRegions(regions))) {
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folder.clear();
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changed = true;
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}
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} while (changed && ++i < maxIterations);
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// Whether the rewrite converges, i.e. wasn't changed in the last iteration.
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return !changed;
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}
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/// Rewrite the regions of the specified operation, which must be isolated from
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/// above, by repeatedly applying the highest benefit patterns in a greedy
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/// work-list driven manner. Return success if no more patterns can be matched
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/// in the result operation regions. Note: This does not apply patterns to the
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/// top-level operation itself.
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///
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LogicalResult
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mlir::applyPatternsAndFoldGreedily(Operation *op,
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const FrozenRewritePatternList &patterns) {
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return applyPatternsAndFoldGreedily(op, patterns, maxPatternMatchIterations);
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}
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LogicalResult
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mlir::applyPatternsAndFoldGreedily(Operation *op,
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const FrozenRewritePatternList &patterns,
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unsigned maxIterations) {
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return applyPatternsAndFoldGreedily(op->getRegions(), patterns,
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maxIterations);
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}
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/// Rewrite the given regions, which must be isolated from above.
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LogicalResult
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mlir::applyPatternsAndFoldGreedily(MutableArrayRef<Region> regions,
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const FrozenRewritePatternList &patterns) {
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return applyPatternsAndFoldGreedily(regions, patterns,
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maxPatternMatchIterations);
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}
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LogicalResult
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mlir::applyPatternsAndFoldGreedily(MutableArrayRef<Region> regions,
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const FrozenRewritePatternList &patterns,
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unsigned maxIterations) {
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if (regions.empty())
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return success();
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// The top-level operation must be known to be isolated from above to
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// prevent performing canonicalizations on operations defined at or above
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// the region containing 'op'.
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auto regionIsIsolated = [](Region ®ion) {
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return region.getParentOp()->isKnownIsolatedFromAbove();
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};
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(void)regionIsIsolated;
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assert(llvm::all_of(regions, regionIsIsolated) &&
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"patterns can only be applied to operations IsolatedFromAbove");
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// Start the pattern driver.
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GreedyPatternRewriteDriver driver(regions[0].getContext(), patterns);
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bool converged = driver.simplify(regions, maxIterations);
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LLVM_DEBUG(if (!converged) {
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llvm::dbgs() << "The pattern rewrite doesn't converge after scanning "
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<< maxIterations << " times";
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});
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return success(converged);
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}
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//===----------------------------------------------------------------------===//
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// OpPatternRewriteDriver
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//===----------------------------------------------------------------------===//
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namespace {
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/// This is a simple driver for the PatternMatcher to apply patterns and perform
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/// folding on a single op. It repeatedly applies locally optimal patterns.
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class OpPatternRewriteDriver : public PatternRewriter {
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public:
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explicit OpPatternRewriteDriver(MLIRContext *ctx,
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const FrozenRewritePatternList &patterns)
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: PatternRewriter(ctx), matcher(patterns), folder(ctx) {
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// Apply a simple cost model based solely on pattern benefit.
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matcher.applyDefaultCostModel();
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}
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/// Performs the rewrites and folding only on `op`. The simplification
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/// converges if the op is erased as a result of being folded, replaced, or
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/// dead, or no more changes happen in an iteration. Returns success if the
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/// rewrite converges in `maxIterations`. `erased` is set to true if `op` gets
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/// erased.
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LogicalResult simplifyLocally(Operation *op, int maxIterations, bool &erased);
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// These are hooks implemented for PatternRewriter.
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protected:
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/// If an operation is about to be removed, mark it so that we can let clients
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/// know.
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void notifyOperationRemoved(Operation *op) override {
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opErasedViaPatternRewrites = true;
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}
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// When a root is going to be replaced, its removal will be notified as well.
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// So there is nothing to do here.
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void notifyRootReplaced(Operation *op) override {}
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private:
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/// The low-level pattern applicator.
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PatternApplicator matcher;
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/// Non-pattern based folder for operations.
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OperationFolder folder;
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/// Set to true if the operation has been erased via pattern rewrites.
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bool opErasedViaPatternRewrites = false;
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};
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} // anonymous namespace
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LogicalResult OpPatternRewriteDriver::simplifyLocally(Operation *op,
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int maxIterations,
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bool &erased) {
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bool changed = false;
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erased = false;
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opErasedViaPatternRewrites = false;
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int i = 0;
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// Iterate until convergence or until maxIterations. Deletion of the op as
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// a result of being dead or folded is convergence.
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do {
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changed = false;
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// If the operation is trivially dead - remove it.
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if (isOpTriviallyDead(op)) {
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op->erase();
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erased = true;
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return success();
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}
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// Try to fold this op.
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bool inPlaceUpdate;
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if (succeeded(folder.tryToFold(op, /*processGeneratedConstants=*/nullptr,
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/*preReplaceAction=*/nullptr,
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&inPlaceUpdate))) {
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changed = true;
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if (!inPlaceUpdate) {
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erased = true;
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return success();
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}
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}
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// Try to match one of the patterns. The rewriter is automatically
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// notified of any necessary changes, so there is nothing else to do here.
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changed |= succeeded(matcher.matchAndRewrite(op, *this));
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if ((erased = opErasedViaPatternRewrites))
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return success();
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} while (changed && ++i < maxIterations);
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// Whether the rewrite converges, i.e. wasn't changed in the last iteration.
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return failure(changed);
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}
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/// Rewrites only `op` using the supplied canonicalization patterns and
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/// folding. `erased` is set to true if the op is erased as a result of being
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/// folded, replaced, or dead.
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LogicalResult mlir::applyOpPatternsAndFold(
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Operation *op, const FrozenRewritePatternList &patterns, bool *erased) {
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// Start the pattern driver.
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OpPatternRewriteDriver driver(op->getContext(), patterns);
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bool opErased;
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LogicalResult converged =
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driver.simplifyLocally(op, maxPatternMatchIterations, opErased);
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if (erased)
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*erased = opErased;
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LLVM_DEBUG(if (failed(converged)) {
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llvm::dbgs() << "The pattern rewrite doesn't converge after scanning "
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<< maxPatternMatchIterations << " times";
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});
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return converged;
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}
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