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//===- PatternApplicator.cpp - Pattern Application Engine -------*- C++ -*-===//
//
// Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions.
// See https://llvm.org/LICENSE.txt for license information.
// SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception
//
//===----------------------------------------------------------------------===//
//
// This file implements an applicator that applies pattern rewrites based upon a
// user defined cost model.
//
//===----------------------------------------------------------------------===//
#include "mlir/Rewrite/PatternApplicator.h"
#include "llvm/Support/Debug.h"
using namespace mlir;
#define DEBUG_TYPE "pattern-match"
void PatternApplicator::applyCostModel(CostModel model) {
// Separate patterns by root kind to simplify lookup later on.
patterns.clear();
anyOpPatterns.clear();
for (const auto &pat : frozenPatternList.getPatterns()) {
// If the pattern is always impossible to match, just ignore it.
if (pat.getBenefit().isImpossibleToMatch()) {
LLVM_DEBUG({
llvm::dbgs()
<< "Ignoring pattern '" << pat.getRootKind()
<< "' because it is impossible to match (by pattern benefit)\n";
});
continue;
}
if (Optional<OperationName> opName = pat.getRootKind())
patterns[*opName].push_back(&pat);
else
anyOpPatterns.push_back(&pat);
}
// Sort the patterns using the provided cost model.
llvm::SmallDenseMap<const Pattern *, PatternBenefit> benefits;
auto cmp = [&benefits](const Pattern *lhs, const Pattern *rhs) {
return benefits[lhs] > benefits[rhs];
};
auto processPatternList = [&](SmallVectorImpl<const RewritePattern *> &list) {
// Special case for one pattern in the list, which is the most common case.
if (list.size() == 1) {
if (model(*list.front()).isImpossibleToMatch()) {
LLVM_DEBUG({
llvm::dbgs() << "Ignoring pattern '" << list.front()->getRootKind()
<< "' because it is impossible to match or cannot lead "
"to legal IR (by cost model)\n";
});
list.clear();
}
return;
}
// Collect the dynamic benefits for the current pattern list.
benefits.clear();
for (const Pattern *pat : list)
benefits.try_emplace(pat, model(*pat));
// Sort patterns with highest benefit first, and remove those that are
// impossible to match.
std::stable_sort(list.begin(), list.end(), cmp);
while (!list.empty() && benefits[list.back()].isImpossibleToMatch()) {
LLVM_DEBUG({
llvm::dbgs() << "Ignoring pattern '" << list.back()->getRootKind()
<< "' because it is impossible to match or cannot lead to "
"legal IR (by cost model)\n";
});
list.pop_back();
}
};
for (auto &it : patterns)
processPatternList(it.second);
processPatternList(anyOpPatterns);
}
void PatternApplicator::walkAllPatterns(
function_ref<void(const Pattern &)> walk) {
for (auto &it : frozenPatternList.getPatterns())
walk(it);
}
LogicalResult PatternApplicator::matchAndRewrite(
Operation *op, PatternRewriter &rewriter,
function_ref<bool(const Pattern &)> canApply,
function_ref<void(const Pattern &)> onFailure,
function_ref<LogicalResult(const Pattern &)> onSuccess) {
// Check to see if there are patterns matching this specific operation type.
MutableArrayRef<const RewritePattern *> opPatterns;
auto patternIt = patterns.find(op->getName());
if (patternIt != patterns.end())
opPatterns = patternIt->second;
// Process the patterns for that match the specific operation type, and any
// operation type in an interleaved fashion.
// FIXME: It'd be nice to just write an llvm::make_merge_range utility
// and pass in a comparison function. That would make this code trivial.
auto opIt = opPatterns.begin(), opE = opPatterns.end();
auto anyIt = anyOpPatterns.begin(), anyE = anyOpPatterns.end();
while (opIt != opE && anyIt != anyE) {
// Try to match the pattern providing the most benefit.
const RewritePattern *pattern;
if ((*opIt)->getBenefit() >= (*anyIt)->getBenefit())
pattern = *(opIt++);
else
pattern = *(anyIt++);
// Otherwise, try to match the generic pattern.
if (succeeded(matchAndRewrite(op, *pattern, rewriter, canApply, onFailure,
onSuccess)))
return success();
}
// If we break from the loop, then only one of the ranges can still have
// elements. Loop over both without checking given that we don't need to
// interleave anymore.
for (const RewritePattern *pattern : llvm::concat<const RewritePattern *>(
llvm::make_range(opIt, opE), llvm::make_range(anyIt, anyE))) {
if (succeeded(matchAndRewrite(op, *pattern, rewriter, canApply, onFailure,
onSuccess)))
return success();
}
return failure();
}
LogicalResult PatternApplicator::matchAndRewrite(
Operation *op, const RewritePattern &pattern, PatternRewriter &rewriter,
function_ref<bool(const Pattern &)> canApply,
function_ref<void(const Pattern &)> onFailure,
function_ref<LogicalResult(const Pattern &)> onSuccess) {
// Check that the pattern can be applied.
if (canApply && !canApply(pattern))
return failure();
// Try to match and rewrite this pattern. The patterns are sorted by
// benefit, so if we match we can immediately rewrite.
rewriter.setInsertionPoint(op);
if (succeeded(pattern.matchAndRewrite(op, rewriter)))
return success(!onSuccess || succeeded(onSuccess(pattern)));
if (onFailure)
onFailure(pattern);
return failure();
}