| //===- ReductionNode.cpp - Reduction Node Implementation -----------------===// | |
| // | |
| // 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 defines the reduction nodes which are used to track of the | |
| // metadata for a specific generated variant within a reduction pass and are the | |
| // building blocks of the reduction tree structure. A reduction tree is used to | |
| // keep track of the different generated variants throughout a reduction pass in | |
| // the MLIR Reduce tool. | |
| // | |
| //===----------------------------------------------------------------------===// | |
| #include "mlir/Reducer/ReductionNode.h" | |
| #include "mlir/IR/IRMapping.h" | |
| #include "llvm/ADT/STLExtras.h" | |
| #include <limits> | |
| using namespace mlir; | |
| ReductionNode::ReductionNode( | |
| ReductionNode *parentNode, const std::vector<Range> &ranges, | |
| llvm::SpecificBumpPtrAllocator<ReductionNode> &allocator) | |
| /// Root node will have the parent pointer point to themselves. | |
| : parent(parentNode == nullptr ? this : parentNode), | |
| size(std::numeric_limits<size_t>::max()), ranges(ranges), | |
| startRanges(ranges), allocator(allocator) { | |
| if (parent != this) | |
| if (failed(initialize(parent->getModule(), parent->getRegion()))) | |
| llvm_unreachable("unexpected initialization failure"); | |
| } | |
| LogicalResult ReductionNode::initialize(ModuleOp parentModule, | |
| Region &targetRegion) { | |
| // Use the mapper help us find the corresponding region after module clone. | |
| IRMapping mapper; | |
| module = cast<ModuleOp>(parentModule->clone(mapper)); | |
| // Use the first block of targetRegion to locate the cloned region. | |
| Block *block = mapper.lookup(&*targetRegion.begin()); | |
| region = block->getParent(); | |
| return success(); | |
| } | |
| /// If we haven't explored any variants from this node, we will create N | |
| /// variants, N is the length of `ranges` if N > 1. Otherwise, we will split the | |
| /// max element in `ranges` and create 2 new variants for each call. | |
| ArrayRef<ReductionNode *> ReductionNode::generateNewVariants() { | |
| int oldNumVariant = getVariants().size(); | |
| auto createNewNode = [this](const std::vector<Range> &ranges) { | |
| return new (allocator.Allocate()) ReductionNode(this, ranges, allocator); | |
| }; | |
| // If we haven't created new variant, then we can create varients by removing | |
| // each of them respectively. For example, given {{1, 3}, {4, 9}}, we can | |
| // produce variants with range {{1, 3}} and {{4, 9}}. | |
| if (variants.empty() && getRanges().size() > 1) { | |
| for (const Range &range : getRanges()) { | |
| std::vector<Range> subRanges = getRanges(); | |
| llvm::erase(subRanges, range); | |
| variants.push_back(createNewNode(subRanges)); | |
| } | |
| return getVariants().drop_front(oldNumVariant); | |
| } | |
| // At here, we have created the type of variants mentioned above. We would | |
| // like to split the max range into 2 to create 2 new variants. Continue on | |
| // the above example, we split the range {4, 9} into {4, 6}, {6, 9}, and | |
| // create two variants with range {{1, 3}, {4, 6}} and {{1, 3}, {6, 9}}. The | |
| // final ranges vector will be {{1, 3}, {4, 6}, {6, 9}}. | |
| auto maxElement = | |
| llvm::max_element(ranges, [](const Range &lhs, const Range &rhs) { | |
| return (lhs.second - lhs.first) < (rhs.second - rhs.first); | |
| }); | |
| // The length of range is less than 1, we can't split it to create new | |
| // variant. | |
| if (maxElement->second - maxElement->first <= 1) | |
| return {}; | |
| Range maxRange = *maxElement; | |
| std::vector<Range> subRanges = getRanges(); | |
| auto subRangesIter = subRanges.begin() + (maxElement - ranges.begin()); | |
| int half = (maxRange.first + maxRange.second) / 2; | |
| *subRangesIter = std::make_pair(maxRange.first, half); | |
| variants.push_back(createNewNode(subRanges)); | |
| *subRangesIter = std::make_pair(half, maxRange.second); | |
| variants.push_back(createNewNode(subRanges)); | |
| auto it = ranges.insert(maxElement, std::make_pair(half, maxRange.second)); | |
| it = ranges.insert(it, std::make_pair(maxRange.first, half)); | |
| // Remove the range that has been split. | |
| ranges.erase(it + 2); | |
| return getVariants().drop_front(oldNumVariant); | |
| } | |
| void ReductionNode::update(std::pair<Tester::Interestingness, size_t> result) { | |
| std::tie(interesting, size) = result; | |
| // After applying reduction, the number of operation in the region may have | |
| // changed. Non-interesting case won't be explored thus it's safe to keep it | |
| // in a stale status. | |
| if (interesting == Tester::Interestingness::True) { | |
| // This module may has been updated. Reset the range. | |
| ranges.clear(); | |
| ranges.emplace_back(0, std::distance(region->op_begin(), region->op_end())); | |
| } else { | |
| // Release the uninteresting module to save some memory. | |
| module.release()->erase(); | |
| } | |
| } | |
| ArrayRef<ReductionNode *> | |
| ReductionNode::iterator<SinglePath>::getNeighbors(ReductionNode *node) { | |
| // Single Path: Traverses the smallest successful variant at each level until | |
| // no new successful variants can be created at that level. | |
| ArrayRef<ReductionNode *> variantsFromParent = | |
| node->getParent()->getVariants(); | |
| // The parent node created several variants and they may be waiting for | |
| // examing interestingness. In Single Path approach, we will select the | |
| // smallest variant to continue our exploration. Thus we should wait until the | |
| // last variant to be examed then do the following traversal decision. | |
| if (!llvm::all_of(variantsFromParent, [](ReductionNode *node) { | |
| return node->isInteresting() != Tester::Interestingness::Untested; | |
| })) { | |
| return {}; | |
| } | |
| ReductionNode *smallest = nullptr; | |
| for (ReductionNode *node : variantsFromParent) { | |
| if (node->isInteresting() != Tester::Interestingness::True) | |
| continue; | |
| if (smallest == nullptr || node->getSize() < smallest->getSize()) | |
| smallest = node; | |
| } | |
| if (smallest != nullptr && | |
| smallest->getSize() < node->getParent()->getSize()) { | |
| // We got a smallest one, keep traversing from this node. | |
| node = smallest; | |
| } else { | |
| // None of these variants is interesting, let the parent node to generate | |
| // more variants. | |
| node = node->getParent(); | |
| } | |
| return node->generateNewVariants(); | |
| } |