//////////////////////////////////////////////////////////////////////////////// /// DISCLAIMER /// /// Copyright 2016 ArangoDB GmbH, Cologne, Germany /// /// Licensed under the Apache License, Version 2.0 (the "License"); /// you may not use this file except in compliance with the License. /// You may obtain a copy of the License at /// /// http://www.apache.org/licenses/LICENSE-2.0 /// /// Unless required by applicable law or agreed to in writing, software /// distributed under the License is distributed on an "AS IS" BASIS, /// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. /// See the License for the specific language governing permissions and /// limitations under the License. /// /// Copyright holder is ArangoDB GmbH, Cologne, Germany /// /// @author Simon Grätzer //////////////////////////////////////////////////////////////////////////////// #include "LineRank.h" #include "Pregel/Aggregator.h" #include "Pregel/GraphFormat.h" #include "Pregel/Iterators.h" #include "Pregel/MasterContext.h" #include "Pregel/Utils.h" #include "Pregel/VertexComputation.h" #include "Pregel/WorkerContext.h" using namespace arangodb; using namespace arangodb::pregel; using namespace arangodb::pregel::algos; static std::string const kMoreIterations = "more"; static const float RESTART_PROB = 0.15f; static const float EPS = 0.0000001f; LineRank::LineRank(arangodb::velocypack::Slice params) : SimpleAlgorithm("LineRank", params) { // VPackSlice t = params.get("convergenceThreshold"); //_threshold = t.isNumber() ? t.getNumber() : 0.000002f; } struct LRWorkerContext : WorkerContext { float startAtNodeProb = 0; void preApplication() override { startAtNodeProb = 1.0f / edgeCount(); }; }; WorkerContext* LineRank::workerContext(VPackSlice params) const { return new LRWorkerContext(); } // github.com/JananiC/NetworkCentralities/blob/master/src/main/java/linerank/LineRank.java struct LRComputation : public VertexComputation { LRComputation() {} void compute(MessageIterator const& messages) override { LRWorkerContext const* ctx = static_cast(context()); float* vertexValue = mutableVertexData(); if (*vertexValue < 0.0f) { *vertexValue = ctx->startAtNodeProb; aggregate(kMoreIterations, true); } else { float newScore = 0.0f; for (const float* msg : messages) { newScore += *msg; } bool const* moreIterations = getAggregatedValue(kMoreIterations); if (*moreIterations == false) { *vertexValue = *vertexValue * getEdgeCount() + newScore; voteHalt(); } else { if (getEdgeCount() == 0) { newScore = 0; } else { newScore /= getEdgeCount(); newScore = ctx->startAtNodeProb * RESTART_PROB + newScore * (1.0f - RESTART_PROB); } float diff = fabsf(newScore - *vertexValue); *vertexValue = newScore; if (diff > EPS) { aggregate(kMoreIterations, true); } } } sendMessageToAllNeighbours(*vertexValue); } }; VertexComputation* LineRank::createComputation( WorkerConfig const* config) const { return new LRComputation(); } IAggregator* LineRank::aggregator(std::string const& name) const { if (name == kMoreIterations) { return new BoolOrAggregator(false); // non perm } return nullptr; }