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//===- NumberOfExecutions.cpp - Number of executions analysis -------------===//
//
// 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
//
//===----------------------------------------------------------------------===//
//
// Implementation of the number of executions analysis.
//
//===----------------------------------------------------------------------===//
#include "mlir/Analysis/NumberOfExecutions.h"
#include "mlir/IR/Matchers.h"
#include "mlir/IR/RegionKindInterface.h"
#include "mlir/Interfaces/ControlFlowInterfaces.h"
#include "llvm/ADT/FunctionExtras.h"
#include "llvm/ADT/SmallSet.h"
#include "llvm/Support/raw_ostream.h"
#define DEBUG_TYPE "number-of-executions-analysis"
using namespace mlir;
//===----------------------------------------------------------------------===//
// NumberOfExecutions
//===----------------------------------------------------------------------===//
/// Computes blocks number of executions information for the given region.
static void computeRegionBlockNumberOfExecutions(
Region &region, DenseMap<Block *, BlockNumberOfExecutionsInfo> &blockInfo) {
Operation *parentOp = region.getParentOp();
int regionId = region.getRegionNumber();
auto regionKindInterface = dyn_cast<RegionKindInterface>(parentOp);
bool isGraphRegion =
regionKindInterface &&
regionKindInterface.getRegionKind(regionId) == RegionKind::Graph;
// CFG analysis does not make sense for Graph regions, set the number of
// executions for all blocks as unknown.
if (isGraphRegion) {
for (Block &block : region)
blockInfo.insert({&block, {&block, None, None}});
return;
}
// Number of region invocations for all attached regions.
SmallVector<int64_t, 4> numRegionsInvocations;
// Query RegionBranchOpInterface interface if it is available.
if (auto regionInterface = dyn_cast<RegionBranchOpInterface>(parentOp)) {
SmallVector<Attribute, 4> operands(parentOp->getNumOperands());
for (auto operandIt : llvm::enumerate(parentOp->getOperands()))
matchPattern(operandIt.value(), m_Constant(&operands[operandIt.index()]));
regionInterface.getNumRegionInvocations(operands, numRegionsInvocations);
}
// Number of region invocations *each time* parent operation is invoked.
Optional<int64_t> numRegionInvocations;
if (!numRegionsInvocations.empty() &&
numRegionsInvocations[regionId] != kUnknownNumRegionInvocations) {
numRegionInvocations = numRegionsInvocations[regionId];
}
// DFS traversal looking for loops in the CFG.
llvm::SmallSet<Block *, 4> loopStart;
llvm::unique_function<void(Block *, llvm::SmallSet<Block *, 4> &)> dfs =
[&](Block *block, llvm::SmallSet<Block *, 4> &visited) {
// Found a loop in the CFG that starts at the `block`.
if (visited.contains(block)) {
loopStart.insert(block);
return;
}
// Continue DFS traversal.
visited.insert(block);
for (Block *successor : block->getSuccessors())
dfs(successor, visited);
visited.erase(block);
};
llvm::SmallSet<Block *, 4> visited;
dfs(&region.front(), visited);
// Start from the entry block and follow only blocks with single succesor.
Block *block = &region.front();
while (block && !loopStart.contains(block)) {
// Block will be executed exactly once.
blockInfo.insert(
{block, BlockNumberOfExecutionsInfo(block, numRegionInvocations,
/*numberOfBlockExecutions=*/1)});
// We reached the exit block or block with multiple successors.
if (block->getNumSuccessors() != 1)
break;
// Continue traversal.
block = block->getSuccessor(0);
}
// For all blocks that we did not visit set the executions number to unknown.
for (Block &block : region)
if (blockInfo.count(&block) == 0)
blockInfo.insert({&block, BlockNumberOfExecutionsInfo(
&block, numRegionInvocations,
/*numberOfBlockExecutions=*/None)});
}
/// Creates a new NumberOfExecutions analysis that computes how many times a
/// block within a region is executed for all associated regions.
NumberOfExecutions::NumberOfExecutions(Operation *op) : operation(op) {
operation->walk<WalkOrder::PreOrder>([&](Region *region) {
computeRegionBlockNumberOfExecutions(*region, blockNumbersOfExecution);
});
}
Optional<int64_t>
NumberOfExecutions::getNumberOfExecutions(Operation *op,
Region *perEntryOfThisRegion) const {
// Assuming that all operations complete in a finite amount of time (do not
// abort and do not go into the infinite loop), the number of operation
// executions is equal to the number of block executions that contains the
// operation.
return getNumberOfExecutions(op->getBlock(), perEntryOfThisRegion);
}
Optional<int64_t>
NumberOfExecutions::getNumberOfExecutions(Block *block,
Region *perEntryOfThisRegion) const {
// Return None if the given `block` does not lie inside the
// `perEntryOfThisRegion` region.
if (!perEntryOfThisRegion->findAncestorBlockInRegion(*block))
return None;
// Find the block information for the given `block.
auto blockIt = blockNumbersOfExecution.find(block);
if (blockIt == blockNumbersOfExecution.end())
return None;
const auto &blockInfo = blockIt->getSecond();
// Override the number of region invocations with `1` if the
// `perEntryOfThisRegion` region owns the block.
auto getNumberOfExecutions = [&](const BlockNumberOfExecutionsInfo &info) {
if (info.getBlock()->getParent() == perEntryOfThisRegion)
return info.getNumberOfExecutions(/*numberOfRegionInvocations=*/1);
return info.getNumberOfExecutions();
};
// Immediately return None if we do not know the block number of executions.
auto blockExecutions = getNumberOfExecutions(blockInfo);
if (!blockExecutions.hasValue())
return None;
// Follow parent operations until we reach the operations that owns the
// `perEntryOfThisRegion`.
int64_t numberOfExecutions = *blockExecutions;
Operation *parentOp = block->getParentOp();
while (parentOp != perEntryOfThisRegion->getParentOp()) {
// Find how many times will be executed the block that owns the parent
// operation.
Block *parentBlock = parentOp->getBlock();
auto parentBlockIt = blockNumbersOfExecution.find(parentBlock);
if (parentBlockIt == blockNumbersOfExecution.end())
return None;
const auto &parentBlockInfo = parentBlockIt->getSecond();
auto parentBlockExecutions = getNumberOfExecutions(parentBlockInfo);
// We stumbled upon an operation with unknown number of executions.
if (!parentBlockExecutions.hasValue())
return None;
// Number of block executions is a product of all parent blocks executions.
numberOfExecutions *= *parentBlockExecutions;
parentOp = parentOp->getParentOp();
assert(parentOp != nullptr);
}
return numberOfExecutions;
}
void NumberOfExecutions::printBlockExecutions(
raw_ostream &os, Region *perEntryOfThisRegion) const {
unsigned blockId = 0;
operation->walk<WalkOrder::PreOrder>([&](Block *block) {
llvm::errs() << "Block: " << blockId++ << "\n";
llvm::errs() << "Number of executions: ";
if (auto n = getNumberOfExecutions(block, perEntryOfThisRegion))
llvm::errs() << *n << "\n";
else
llvm::errs() << "<unknown>\n";
});
}
void NumberOfExecutions::printOperationExecutions(
raw_ostream &os, Region *perEntryOfThisRegion) const {
operation->walk<WalkOrder::PreOrder>([&](Block *block) {
block->walk([&](Operation *operation) {
// Skip the operation that was used to build the analysis.
if (operation == this->operation)
return;
llvm::errs() << "Operation: " << operation->getName() << "\n";
llvm::errs() << "Number of executions: ";
if (auto n = getNumberOfExecutions(operation, perEntryOfThisRegion))
llvm::errs() << *n << "\n";
else
llvm::errs() << "<unknown>\n";
});
});
}
//===----------------------------------------------------------------------===//
// BlockNumberOfExecutionsInfo
//===----------------------------------------------------------------------===//
BlockNumberOfExecutionsInfo::BlockNumberOfExecutionsInfo(
Block *block, Optional<int64_t> numberOfRegionInvocations,
Optional<int64_t> numberOfBlockExecutions)
: block(block), numberOfRegionInvocations(numberOfRegionInvocations),
numberOfBlockExecutions(numberOfBlockExecutions) {}
Optional<int64_t> BlockNumberOfExecutionsInfo::getNumberOfExecutions() const {
if (numberOfRegionInvocations && numberOfBlockExecutions)
return *numberOfRegionInvocations * *numberOfBlockExecutions;
return None;
}
Optional<int64_t> BlockNumberOfExecutionsInfo::getNumberOfExecutions(
int64_t numberOfRegionInvocations) const {
if (numberOfBlockExecutions)
return numberOfRegionInvocations * *numberOfBlockExecutions;
return None;
}