#include "mlir/Transforms/GreedyPatternRewriteDriver.h"
#include "mlir/IR/Matchers.h"
#include "mlir/Interfaces/SideEffectInterfaces.h"
#include "mlir/Rewrite/PatternApplicator.h"
#include "mlir/Transforms/FoldUtils.h"
#include "mlir/Transforms/RegionUtils.h"
#include "llvm/ADT/DenseMap.h"
#include "llvm/Support/CommandLine.h"
#include "llvm/Support/Debug.h"
#include "llvm/Support/ScopedPrinter.h"
#include "llvm/Support/raw_ostream.h"
using namespace mlir;
#define DEBUG_TYPE "greedy-rewriter"
namespace {
class GreedyPatternRewriteDriver : public PatternRewriter {
public:
explicit GreedyPatternRewriteDriver(MLIRContext *ctx,
const FrozenRewritePatternSet &patterns,
const GreedyRewriteConfig &config);
bool simplify(MutableArrayRef<Region> regions);
virtual void addToWorklist(Operation *op);
Operation *popFromWorklist();
void removeFromWorklist(Operation *op);
protected:
void notifyOperationInserted(Operation *op) override;
void addOperandsToWorklist(ValueRange operands);
void notifyOperationRemoved(Operation *op) override;
void notifyRootReplaced(Operation *op) override;
void eraseOp(Operation *op) override;
LogicalResult
notifyMatchFailure(Location loc,
function_ref<void(Diagnostic &)> reasonCallback) override;
PatternApplicator matcher;
std::vector<Operation *> worklist;
DenseMap<Operation *, unsigned> worklistMap;
OperationFolder folder;
private:
GreedyRewriteConfig config;
#ifndef NDEBUG
llvm::ScopedPrinter logger{llvm::dbgs()};
#endif
};
}
GreedyPatternRewriteDriver::GreedyPatternRewriteDriver(
MLIRContext *ctx, const FrozenRewritePatternSet &patterns,
const GreedyRewriteConfig &config)
: PatternRewriter(ctx), matcher(patterns), folder(ctx), config(config) {
worklist.reserve(64);
matcher.applyDefaultCostModel();
}
bool GreedyPatternRewriteDriver::simplify(MutableArrayRef<Region> regions) {
#ifndef NDEBUG
const char *logLineComment =
"//===-------------------------------------------===//\n";
auto logResult = [&](StringRef result, const llvm::Twine &msg = {}) {
logger.unindent();
logger.startLine() << "} -> " << result;
if (!msg.isTriviallyEmpty())
logger.getOStream() << " : " << msg;
logger.getOStream() << "\n";
};
auto logResultWithLine = [&](StringRef result, const llvm::Twine &msg = {}) {
logResult(result, msg);
logger.startLine() << logLineComment;
};
#endif
auto insertKnownConstant = [&](Operation *op) {
Attribute constValue;
if (matchPattern(op, m_Constant(&constValue)))
if (!folder.insertKnownConstant(op, constValue))
return true;
return false;
};
bool changed = false;
unsigned iteration = 0;
do {
worklist.clear();
worklistMap.clear();
if (!config.useTopDownTraversal) {
for (auto ®ion : regions) {
region.walk([&](Operation *op) {
if (!insertKnownConstant(op))
addToWorklist(op);
});
}
} else {
for (auto ®ion : regions) {
region.walk<WalkOrder::PreOrder>([&](Operation *op) {
if (!insertKnownConstant(op)) {
worklist.push_back(op);
return WalkResult::advance();
}
return WalkResult::skip();
});
}
std::reverse(worklist.begin(), worklist.end());
for (size_t i = 0, e = worklist.size(); i != e; ++i)
worklistMap[worklist[i]] = i;
}
SmallVector<Value, 8> originalOperands, resultValues;
changed = false;
while (!worklist.empty()) {
auto *op = popFromWorklist();
if (op == nullptr)
continue;
LLVM_DEBUG({
logger.getOStream() << "\n";
logger.startLine() << logLineComment;
logger.startLine() << "Processing operation : '" << op->getName()
<< "'(" << op << ") {\n";
logger.indent();
if (op->getNumRegions() == 0) {
op->print(
logger.startLine(),
OpPrintingFlags().printGenericOpForm().elideLargeElementsAttrs());
logger.getOStream() << "\n\n";
}
});
if (isOpTriviallyDead(op)) {
notifyOperationRemoved(op);
op->erase();
changed = true;
LLVM_DEBUG(logResultWithLine("success", "operation is trivially dead"));
continue;
}
originalOperands.assign(op->operand_begin(), op->operand_end());
auto preReplaceAction = [&](Operation *op) {
addOperandsToWorklist(originalOperands);
for (auto result : op->getResults())
for (auto *userOp : result.getUsers())
addToWorklist(userOp);
notifyOperationRemoved(op);
};
auto collectOps = [this](Operation *op) { addToWorklist(op); };
bool inPlaceUpdate;
if ((succeeded(folder.tryToFold(op, collectOps, preReplaceAction,
&inPlaceUpdate)))) {
LLVM_DEBUG(logResultWithLine("success", "operation was folded"));
changed = true;
if (!inPlaceUpdate)
continue;
}
#ifndef NDEBUG
auto canApply = [&](const Pattern &pattern) {
LLVM_DEBUG({
logger.getOStream() << "\n";
logger.startLine() << "* Pattern " << pattern.getDebugName() << " : '"
<< op->getName() << " -> (";
llvm::interleaveComma(pattern.getGeneratedOps(), logger.getOStream());
logger.getOStream() << ")' {\n";
logger.indent();
});
return true;
};
auto onFailure = [&](const Pattern &pattern) {
LLVM_DEBUG(logResult("failure", "pattern failed to match"));
};
auto onSuccess = [&](const Pattern &pattern) {
LLVM_DEBUG(logResult("success", "pattern applied successfully"));
return success();
};
LogicalResult matchResult =
matcher.matchAndRewrite(op, *this, canApply, onFailure, onSuccess);
if (succeeded(matchResult))
LLVM_DEBUG(logResultWithLine("success", "pattern matched"));
else
LLVM_DEBUG(logResultWithLine("failure", "pattern failed to match"));
#else
LogicalResult matchResult = matcher.matchAndRewrite(op, *this);
#endif
changed |= succeeded(matchResult);
}
if (config.enableRegionSimplification)
changed |= succeeded(simplifyRegions(*this, regions));
} while (changed &&
(iteration++ < config.maxIterations ||
config.maxIterations == GreedyRewriteConfig::kNoIterationLimit));
return !changed;
}
void GreedyPatternRewriteDriver::addToWorklist(Operation *op) {
if (worklistMap.count(op))
return;
worklistMap[op] = worklist.size();
worklist.push_back(op);
}
Operation *GreedyPatternRewriteDriver::popFromWorklist() {
auto *op = worklist.back();
worklist.pop_back();
if (op)
worklistMap.erase(op);
return op;
}
void GreedyPatternRewriteDriver::removeFromWorklist(Operation *op) {
auto it = worklistMap.find(op);
if (it != worklistMap.end()) {
assert(worklist[it->second] == op && "malformed worklist data structure");
worklist[it->second] = nullptr;
worklistMap.erase(it);
}
}
void GreedyPatternRewriteDriver::notifyOperationInserted(Operation *op) {
LLVM_DEBUG({
logger.startLine() << "** Insert : '" << op->getName() << "'(" << op
<< ")\n";
});
addToWorklist(op);
}
void GreedyPatternRewriteDriver::addOperandsToWorklist(ValueRange operands) {
for (Value operand : operands) {
if (!operand || (!operand.use_empty() && !operand.hasOneUse()))
continue;
if (auto *defOp = operand.getDefiningOp())
addToWorklist(defOp);
}
}
void GreedyPatternRewriteDriver::notifyOperationRemoved(Operation *op) {
addOperandsToWorklist(op->getOperands());
op->walk([this](Operation *operation) {
removeFromWorklist(operation);
folder.notifyRemoval(operation);
});
}
void GreedyPatternRewriteDriver::notifyRootReplaced(Operation *op) {
LLVM_DEBUG({
logger.startLine() << "** Replace : '" << op->getName() << "'(" << op
<< ")\n";
});
for (auto result : op->getResults())
for (auto *user : result.getUsers())
addToWorklist(user);
}
void GreedyPatternRewriteDriver::eraseOp(Operation *op) {
LLVM_DEBUG({
logger.startLine() << "** Erase : '" << op->getName() << "'(" << op
<< ")\n";
});
PatternRewriter::eraseOp(op);
}
LogicalResult GreedyPatternRewriteDriver::notifyMatchFailure(
Location loc, function_ref<void(Diagnostic &)> reasonCallback) {
LLVM_DEBUG({
Diagnostic diag(loc, DiagnosticSeverity::Remark);
reasonCallback(diag);
logger.startLine() << "** Failure : " << diag.str() << "\n";
});
return failure();
}
LogicalResult
mlir::applyPatternsAndFoldGreedily(MutableArrayRef<Region> regions,
const FrozenRewritePatternSet &patterns,
GreedyRewriteConfig config) {
if (regions.empty())
return success();
auto regionIsIsolated = [](Region ®ion) {
return region.getParentOp()->hasTrait<OpTrait::IsIsolatedFromAbove>();
};
(void)regionIsIsolated;
assert(llvm::all_of(regions, regionIsIsolated) &&
"patterns can only be applied to operations IsolatedFromAbove");
GreedyPatternRewriteDriver driver(regions[0].getContext(), patterns, config);
bool converged = driver.simplify(regions);
LLVM_DEBUG(if (!converged) {
llvm::dbgs() << "The pattern rewrite doesn't converge after scanning "
<< config.maxIterations << " times\n";
});
return success(converged);
}
namespace {
class OpPatternRewriteDriver : public PatternRewriter {
public:
explicit OpPatternRewriteDriver(MLIRContext *ctx,
const FrozenRewritePatternSet &patterns)
: PatternRewriter(ctx), matcher(patterns), folder(ctx) {
matcher.applyDefaultCostModel();
}
LogicalResult simplifyLocally(Operation *op, int maxIterations, bool &erased);
protected:
void notifyOperationRemoved(Operation *op) override {
opErasedViaPatternRewrites = true;
}
void notifyRootReplaced(Operation *op) override {}
private:
PatternApplicator matcher;
OperationFolder folder;
bool opErasedViaPatternRewrites = false;
};
}
LogicalResult OpPatternRewriteDriver::simplifyLocally(Operation *op,
int maxIterations,
bool &erased) {
bool changed = false;
erased = false;
opErasedViaPatternRewrites = false;
int iterations = 0;
do {
changed = false;
if (isOpTriviallyDead(op)) {
op->erase();
erased = true;
return success();
}
bool inPlaceUpdate;
if (succeeded(folder.tryToFold(op, nullptr,
nullptr,
&inPlaceUpdate))) {
changed = true;
if (!inPlaceUpdate) {
erased = true;
return success();
}
}
changed |= succeeded(matcher.matchAndRewrite(op, *this));
if ((erased = opErasedViaPatternRewrites))
return success();
} while (changed &&
(++iterations < maxIterations ||
maxIterations == GreedyRewriteConfig::kNoIterationLimit));
return failure(changed);
}
namespace {
class MultiOpPatternRewriteDriver : public GreedyPatternRewriteDriver {
public:
explicit MultiOpPatternRewriteDriver(MLIRContext *ctx,
const FrozenRewritePatternSet &patterns,
bool strict)
: GreedyPatternRewriteDriver(ctx, patterns, GreedyRewriteConfig()),
strictMode(strict) {}
bool simplifyLocally(ArrayRef<Operation *> op);
void addToWorklist(Operation *op) override {
if (!strictMode || strictModeFilteredOps.contains(op))
GreedyPatternRewriteDriver::addToWorklist(op);
}
private:
void notifyOperationInserted(Operation *op) override {
GreedyPatternRewriteDriver::notifyOperationInserted(op);
if (strictMode)
strictModeFilteredOps.insert(op);
}
void notifyOperationRemoved(Operation *op) override {
GreedyPatternRewriteDriver::notifyOperationRemoved(op);
if (strictMode)
strictModeFilteredOps.erase(op);
}
bool strictMode = false;
llvm::SmallDenseSet<Operation *, 4> strictModeFilteredOps;
};
}
bool MultiOpPatternRewriteDriver::simplifyLocally(ArrayRef<Operation *> ops) {
if (strictMode) {
strictModeFilteredOps.clear();
strictModeFilteredOps.insert(ops.begin(), ops.end());
}
bool changed = false;
worklist.clear();
worklistMap.clear();
for (Operation *op : ops)
addToWorklist(op);
SmallVector<Value, 8> originalOperands, resultValues;
while (!worklist.empty()) {
Operation *op = popFromWorklist();
if (op == nullptr)
continue;
assert((!strictMode || strictModeFilteredOps.contains(op)) &&
"unexpected op was inserted under strict mode");
if (isOpTriviallyDead(op)) {
notifyOperationRemoved(op);
op->erase();
changed = true;
continue;
}
originalOperands.assign(op->operand_begin(), op->operand_end());
auto preReplaceAction = [&](Operation *op) {
addOperandsToWorklist(originalOperands);
for (Value result : op->getResults()) {
for (Operation *userOp : result.getUsers())
addToWorklist(userOp);
}
notifyOperationRemoved(op);
};
auto processGeneratedConstants = [this](Operation *op) {
notifyOperationInserted(op);
};
bool inPlaceUpdate;
if (succeeded(folder.tryToFold(op, processGeneratedConstants,
preReplaceAction, &inPlaceUpdate))) {
changed = true;
if (!inPlaceUpdate) {
continue;
}
}
changed |= succeeded(matcher.matchAndRewrite(op, *this));
}
return changed;
}
LogicalResult mlir::applyOpPatternsAndFold(
Operation *op, const FrozenRewritePatternSet &patterns, bool *erased) {
GreedyRewriteConfig config;
OpPatternRewriteDriver driver(op->getContext(), patterns);
bool opErased;
LogicalResult converged =
driver.simplifyLocally(op, config.maxIterations, opErased);
if (erased)
*erased = opErased;
LLVM_DEBUG(if (failed(converged)) {
llvm::dbgs() << "The pattern rewrite doesn't converge after scanning "
<< config.maxIterations << " times";
});
return converged;
}
bool mlir::applyOpPatternsAndFold(ArrayRef<Operation *> ops,
const FrozenRewritePatternSet &patterns,
bool strict) {
if (ops.empty())
return false;
MultiOpPatternRewriteDriver driver(ops.front()->getContext(), patterns,
strict);
return driver.simplifyLocally(ops);
}