Allow an optional `RewriterBase::Listener` to be attached to greedy pattern rewrites, so that clients can listen for IR modifications. Differential Revision: https://reviews.llvm.org/D143340
646 lines
22 KiB
C++
646 lines
22 KiB
C++
//===- 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/IR/Matchers.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/BitVector.h"
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#include "llvm/ADT/DenseMap.h"
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#include "llvm/ADT/ScopeExit.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/ScopedPrinter.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 "greedy-rewriter"
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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.
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///
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/// This abstract class manages the worklist and contains helper methods for
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/// rewriting ops on the worklist. Derived classes specify how ops are added
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/// to the worklist in the beginning.
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class GreedyPatternRewriteDriver : public PatternRewriter,
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public RewriterBase::Listener {
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protected:
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explicit GreedyPatternRewriteDriver(MLIRContext *ctx,
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const FrozenRewritePatternSet &patterns,
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const GreedyRewriteConfig &config);
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/// Add the given operation to the worklist.
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void addSingleOpToWorklist(Operation *op);
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/// Add the given operation and its ancestors to the worklist.
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void addToWorklist(Operation *op);
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/// Notify the driver that the specified operation may have been modified
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/// in-place. The operation is added to the worklist.
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void finalizeRootUpdate(Operation *op) override;
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/// Notify the driver that the specified operation was inserted. Update the
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/// worklist as needed: The operation is enqueued depending on scope and
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/// strict mode.
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void notifyOperationInserted(Operation *op) override;
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/// Notify the driver that the specified operation was removed. Update the
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/// worklist as needed: The operation and its children are removed from the
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/// worklist.
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void notifyOperationRemoved(Operation *op) override;
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/// Notify the driver that the specified operation was replaced. Update the
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/// worklist as needed: New users are added enqueued.
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void notifyOperationReplaced(Operation *op, ValueRange replacement) override;
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/// Process ops until the worklist is empty or `config.maxNumRewrites` is
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/// reached. Return `true` if any IR was changed.
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bool processWorklist();
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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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/// Configuration information for how to simplify.
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const GreedyRewriteConfig config;
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/// The list of ops we are restricting our rewrites to. These include the
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/// supplied set of ops as well as new ops created while rewriting those ops
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/// depending on `strictMode`. This set is not maintained when
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/// `config.strictMode` is GreedyRewriteStrictness::AnyOp.
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llvm::SmallDenseSet<Operation *, 4> strictModeFilteredOps;
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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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void addOperandsToWorklist(ValueRange operands);
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/// Pop the next operation from the worklist.
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Operation *popFromWorklist();
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/// Notify the driver that the given block was created.
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void notifyBlockCreated(Block *block) override;
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/// For debugging only: Notify the driver of a pattern match failure.
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LogicalResult
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notifyMatchFailure(Location loc,
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function_ref<void(Diagnostic &)> reasonCallback) override;
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/// If the specified operation is in the worklist, remove it.
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void removeFromWorklist(Operation *op);
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#ifndef NDEBUG
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/// A logger used to emit information during the application process.
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llvm::ScopedPrinter logger{llvm::dbgs()};
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#endif
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/// The low-level pattern applicator.
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PatternApplicator matcher;
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};
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} // namespace
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GreedyPatternRewriteDriver::GreedyPatternRewriteDriver(
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MLIRContext *ctx, const FrozenRewritePatternSet &patterns,
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const GreedyRewriteConfig &config)
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: PatternRewriter(ctx), folder(ctx), config(config), matcher(patterns) {
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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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// Set up listener.
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setListener(this);
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}
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bool GreedyPatternRewriteDriver::processWorklist() {
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#ifndef NDEBUG
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const char *logLineComment =
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"//===-------------------------------------------===//\n";
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/// A utility function to log a process result for the given reason.
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auto logResult = [&](StringRef result, const llvm::Twine &msg = {}) {
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logger.unindent();
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logger.startLine() << "} -> " << result;
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if (!msg.isTriviallyEmpty())
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logger.getOStream() << " : " << msg;
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logger.getOStream() << "\n";
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};
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auto logResultWithLine = [&](StringRef result, const llvm::Twine &msg = {}) {
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logResult(result, msg);
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logger.startLine() << logLineComment;
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};
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#endif
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// These are scratch vectors used in the folding loop below.
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SmallVector<Value, 8> originalOperands;
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bool changed = false;
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int64_t numRewrites = 0;
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while (!worklist.empty() &&
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(numRewrites < config.maxNumRewrites ||
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config.maxNumRewrites == GreedyRewriteConfig::kNoLimit)) {
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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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LLVM_DEBUG({
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logger.getOStream() << "\n";
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logger.startLine() << logLineComment;
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logger.startLine() << "Processing operation : '" << op->getName() << "'("
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<< op << ") {\n";
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logger.indent();
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// If the operation has no regions, just print it here.
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if (op->getNumRegions() == 0) {
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op->print(
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logger.startLine(),
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OpPrintingFlags().printGenericOpForm().elideLargeElementsAttrs());
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logger.getOStream() << "\n\n";
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}
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});
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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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LLVM_DEBUG(logResultWithLine("success", "operation is trivially dead"));
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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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addOperandsToWorklist(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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// Add the given operation to the worklist.
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auto collectOps = [this](Operation *op) { addToWorklist(op); };
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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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LLVM_DEBUG(logResultWithLine("success", "operation was folded"));
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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
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// here.
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#ifndef NDEBUG
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auto canApply = [&](const Pattern &pattern) {
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LLVM_DEBUG({
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logger.getOStream() << "\n";
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logger.startLine() << "* Pattern " << pattern.getDebugName() << " : '"
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<< op->getName() << " -> (";
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llvm::interleaveComma(pattern.getGeneratedOps(), logger.getOStream());
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logger.getOStream() << ")' {\n";
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logger.indent();
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});
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return true;
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};
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auto onFailure = [&](const Pattern &pattern) {
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LLVM_DEBUG(logResult("failure", "pattern failed to match"));
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};
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auto onSuccess = [&](const Pattern &pattern) {
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LLVM_DEBUG(logResult("success", "pattern applied successfully"));
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return success();
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};
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LogicalResult matchResult =
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matcher.matchAndRewrite(op, *this, canApply, onFailure, onSuccess);
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if (succeeded(matchResult))
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LLVM_DEBUG(logResultWithLine("success", "pattern matched"));
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else
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LLVM_DEBUG(logResultWithLine("failure", "pattern failed to match"));
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#else
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LogicalResult matchResult = matcher.matchAndRewrite(op, *this);
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#endif
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if (succeeded(matchResult)) {
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changed = true;
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++numRewrites;
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}
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}
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return changed;
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}
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void GreedyPatternRewriteDriver::addToWorklist(Operation *op) {
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// Gather potential ancestors while looking for a "scope" parent region.
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SmallVector<Operation *, 8> ancestors;
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Region *region = nullptr;
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do {
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ancestors.push_back(op);
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region = op->getParentRegion();
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if (config.scope == region) {
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// Scope (can be `nullptr`) was reached. Stop traveral and enqueue ops.
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for (Operation *op : ancestors)
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addSingleOpToWorklist(op);
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return;
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}
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if (region == nullptr)
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return;
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} while ((op = region->getParentOp()));
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}
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void GreedyPatternRewriteDriver::addSingleOpToWorklist(Operation *op) {
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if (config.strictMode == GreedyRewriteStrictness::AnyOp ||
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strictModeFilteredOps.contains(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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}
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Operation *GreedyPatternRewriteDriver::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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void GreedyPatternRewriteDriver::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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void GreedyPatternRewriteDriver::notifyBlockCreated(Block *block) {
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if (config.listener)
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config.listener->notifyBlockCreated(block);
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}
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void GreedyPatternRewriteDriver::notifyOperationInserted(Operation *op) {
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LLVM_DEBUG({
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logger.startLine() << "** Insert : '" << op->getName() << "'(" << op
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<< ")\n";
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});
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if (config.listener)
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config.listener->notifyOperationInserted(op);
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if (config.strictMode == GreedyRewriteStrictness::ExistingAndNewOps)
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strictModeFilteredOps.insert(op);
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addToWorklist(op);
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}
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void GreedyPatternRewriteDriver::finalizeRootUpdate(Operation *op) {
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LLVM_DEBUG({
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logger.startLine() << "** Modified: '" << op->getName() << "'(" << op
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<< ")\n";
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});
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addToWorklist(op);
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}
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void GreedyPatternRewriteDriver::addOperandsToWorklist(ValueRange 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 || (!operand.use_empty() && !operand.hasOneUse()))
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continue;
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if (auto *defOp = operand.getDefiningOp())
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addToWorklist(defOp);
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}
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}
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void GreedyPatternRewriteDriver::notifyOperationRemoved(Operation *op) {
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LLVM_DEBUG({
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logger.startLine() << "** Erase : '" << op->getName() << "'(" << op
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<< ")\n";
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});
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if (config.listener)
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config.listener->notifyOperationRemoved(op);
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addOperandsToWorklist(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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if (config.strictMode != GreedyRewriteStrictness::AnyOp)
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strictModeFilteredOps.erase(op);
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}
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void GreedyPatternRewriteDriver::notifyOperationReplaced(
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Operation *op, ValueRange replacement) {
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LLVM_DEBUG({
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logger.startLine() << "** Replace : '" << op->getName() << "'(" << op
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<< ")\n";
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});
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if (config.listener)
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config.listener->notifyOperationReplaced(op, replacement);
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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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LogicalResult GreedyPatternRewriteDriver::notifyMatchFailure(
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Location loc, function_ref<void(Diagnostic &)> reasonCallback) {
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LLVM_DEBUG({
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Diagnostic diag(loc, DiagnosticSeverity::Remark);
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reasonCallback(diag);
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logger.startLine() << "** Failure : " << diag.str() << "\n";
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});
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if (config.listener)
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return config.listener->notifyMatchFailure(loc, reasonCallback);
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return failure();
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}
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//===----------------------------------------------------------------------===//
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// RegionPatternRewriteDriver
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//===----------------------------------------------------------------------===//
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namespace {
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/// This driver simplfies all ops in a region.
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class RegionPatternRewriteDriver : public GreedyPatternRewriteDriver {
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public:
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explicit RegionPatternRewriteDriver(MLIRContext *ctx,
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const FrozenRewritePatternSet &patterns,
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const GreedyRewriteConfig &config,
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Region ®ions);
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/// Simplify ops inside `region` and simplify the region itself. Return
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/// success if the transformation converged.
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LogicalResult simplify() &&;
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private:
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/// The region that is simplified.
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Region ®ion;
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};
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} // namespace
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RegionPatternRewriteDriver::RegionPatternRewriteDriver(
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MLIRContext *ctx, const FrozenRewritePatternSet &patterns,
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const GreedyRewriteConfig &config, Region ®ion)
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: GreedyPatternRewriteDriver(ctx, patterns, config), region(region) {
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// Populate strict mode ops.
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if (config.strictMode != GreedyRewriteStrictness::AnyOp) {
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region.walk([&](Operation *op) { strictModeFilteredOps.insert(op); });
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}
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}
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LogicalResult RegionPatternRewriteDriver::simplify() && {
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auto insertKnownConstant = [&](Operation *op) {
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// Check for existing constants when populating the worklist. This avoids
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// accidentally reversing the constant order during processing.
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Attribute constValue;
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if (matchPattern(op, m_Constant(&constValue)))
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if (!folder.insertKnownConstant(op, constValue))
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return true;
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return false;
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};
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bool changed = false;
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int64_t iteration = 0;
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do {
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// Check if the iteration limit was reached.
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if (iteration++ >= config.maxIterations &&
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config.maxIterations != GreedyRewriteConfig::kNoLimit)
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break;
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worklist.clear();
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worklistMap.clear();
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if (!config.useTopDownTraversal) {
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// Add operations to the worklist in postorder.
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region.walk([&](Operation *op) {
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if (!insertKnownConstant(op))
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addToWorklist(op);
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});
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} else {
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// Add all nested operations to the worklist in preorder.
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region.walk<WalkOrder::PreOrder>([&](Operation *op) {
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if (!insertKnownConstant(op)) {
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worklist.push_back(op);
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return WalkResult::advance();
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}
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return WalkResult::skip();
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});
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// Reverse the list so our pop-back loop processes them in-order.
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std::reverse(worklist.begin(), worklist.end());
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// Remember the reverse index.
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for (size_t i = 0, e = worklist.size(); i != e; ++i)
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worklistMap[worklist[i]] = i;
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}
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changed = processWorklist();
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// After applying patterns, make sure that the CFG of each of the regions
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// is kept up to date.
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if (config.enableRegionSimplification)
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changed |= succeeded(simplifyRegions(*this, region));
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} while (changed);
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// Whether the rewrite converges, i.e. wasn't changed in the last iteration.
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return success(!changed);
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}
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LogicalResult
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mlir::applyPatternsAndFoldGreedily(Region ®ion,
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const FrozenRewritePatternSet &patterns,
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GreedyRewriteConfig config) {
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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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assert(region.getParentOp()->hasTrait<OpTrait::IsIsolatedFromAbove>() &&
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"patterns can only be applied to operations IsolatedFromAbove");
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// Set scope if not specified.
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if (!config.scope)
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config.scope = ®ion;
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// Start the pattern driver.
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RegionPatternRewriteDriver driver(region.getContext(), patterns, config,
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region);
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LogicalResult converged = std::move(driver).simplify();
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LLVM_DEBUG(if (failed(converged)) {
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llvm::dbgs() << "The pattern rewrite did not converge after scanning "
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<< config.maxIterations << " times\n";
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});
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return converged;
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}
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//===----------------------------------------------------------------------===//
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// MultiOpPatternRewriteDriver
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//===----------------------------------------------------------------------===//
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namespace {
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/// This driver simplfies a list of ops.
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class MultiOpPatternRewriteDriver : public GreedyPatternRewriteDriver {
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public:
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explicit MultiOpPatternRewriteDriver(
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MLIRContext *ctx, const FrozenRewritePatternSet &patterns,
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const GreedyRewriteConfig &config, ArrayRef<Operation *> ops,
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llvm::SmallDenseSet<Operation *, 4> *survivingOps = nullptr);
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/// Simplify `ops`. Return `success` if the transformation converged.
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LogicalResult simplify(ArrayRef<Operation *> ops, bool *changed = nullptr) &&;
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private:
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void notifyOperationRemoved(Operation *op) override {
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GreedyPatternRewriteDriver::notifyOperationRemoved(op);
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if (survivingOps)
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survivingOps->erase(op);
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}
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/// An optional set of ops that survived the rewrite. This set is populated
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/// at the beginning of `simplifyLocally` with the inititally provided list
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/// of ops.
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llvm::SmallDenseSet<Operation *, 4> *const survivingOps = nullptr;
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};
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} // namespace
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MultiOpPatternRewriteDriver::MultiOpPatternRewriteDriver(
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MLIRContext *ctx, const FrozenRewritePatternSet &patterns,
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const GreedyRewriteConfig &config, ArrayRef<Operation *> ops,
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llvm::SmallDenseSet<Operation *, 4> *survivingOps)
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: GreedyPatternRewriteDriver(ctx, patterns, config),
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survivingOps(survivingOps) {
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if (config.strictMode != GreedyRewriteStrictness::AnyOp)
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strictModeFilteredOps.insert(ops.begin(), ops.end());
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if (survivingOps) {
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survivingOps->clear();
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survivingOps->insert(ops.begin(), ops.end());
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}
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}
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LogicalResult MultiOpPatternRewriteDriver::simplify(ArrayRef<Operation *> ops,
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bool *changed) && {
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// Populate the initial worklist.
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for (Operation *op : ops)
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addSingleOpToWorklist(op);
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// Process ops on the worklist.
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bool result = processWorklist();
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if (changed)
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*changed = result;
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return success(worklist.empty());
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}
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/// Find the region that is the closest common ancestor of all given ops.
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///
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/// Note: This function returns `nullptr` if there is a top-level op among the
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/// given list of ops.
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static Region *findCommonAncestor(ArrayRef<Operation *> ops) {
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assert(!ops.empty() && "expected at least one op");
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// Fast path in case there is only one op.
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if (ops.size() == 1)
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return ops.front()->getParentRegion();
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Region *region = ops.front()->getParentRegion();
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ops = ops.drop_front();
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int sz = ops.size();
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llvm::BitVector remainingOps(sz, true);
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while (region) {
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int pos = -1;
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// Iterate over all remaining ops.
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while ((pos = remainingOps.find_first_in(pos + 1, sz)) != -1) {
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// Is this op contained in `region`?
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if (region->findAncestorOpInRegion(*ops[pos]))
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remainingOps.reset(pos);
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}
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if (remainingOps.none())
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break;
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region = region->getParentRegion();
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}
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return region;
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}
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LogicalResult mlir::applyOpPatternsAndFold(
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ArrayRef<Operation *> ops, const FrozenRewritePatternSet &patterns,
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GreedyRewriteConfig config, bool *changed, bool *allErased) {
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if (ops.empty()) {
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if (changed)
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*changed = false;
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if (allErased)
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*allErased = true;
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return success();
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}
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// Determine scope of rewrite.
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if (!config.scope) {
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// Compute scope if none was provided. The scope will remain `nullptr` if
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// there is a top-level op among `ops`.
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config.scope = findCommonAncestor(ops);
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} else {
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// If a scope was provided, make sure that all ops are in scope.
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#ifndef NDEBUG
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bool allOpsInScope = llvm::all_of(ops, [&](Operation *op) {
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return static_cast<bool>(config.scope->findAncestorOpInRegion(*op));
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});
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assert(allOpsInScope && "ops must be within the specified scope");
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#endif // NDEBUG
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}
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// Start the pattern driver.
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llvm::SmallDenseSet<Operation *, 4> surviving;
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MultiOpPatternRewriteDriver driver(ops.front()->getContext(), patterns,
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config, ops,
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allErased ? &surviving : nullptr);
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LogicalResult converged = std::move(driver).simplify(ops, changed);
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if (allErased)
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*allErased = surviving.empty();
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LLVM_DEBUG(if (failed(converged)) {
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llvm::dbgs() << "The pattern rewrite did not converge after "
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<< config.maxNumRewrites << " rewrites";
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});
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return converged;
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}
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