/*
* This file is part of Gradoop.
*
* Gradoop is free software: you can redistribute it and/or modify
* it under the terms of the GNU General Public License as published by
* the Free Software Foundation, either version 3 of the License, or
* (at your option) any later version.
*
* Gradoop is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
* GNU General Public License for more details.
*
* You should have received a copy of the GNU General Public License
* along with Gradoop. If not, see <http://www.gnu.org/licenses/>.
*/
package org.gradoop.flink.algorithms.labelpropagation;
import org.apache.flink.api.java.DataSet;
import org.apache.flink.graph.Graph;
import org.apache.flink.types.NullValue;
import org.gradoop.flink.algorithms.labelpropagation.functions.EdgeToGellyEdgeMapper;
import org.gradoop.flink.algorithms.labelpropagation.functions.LPVertexJoin;
import org.gradoop.flink.algorithms.labelpropagation.functions.VertexToGellyVertexMapper;
import org.gradoop.common.model.impl.id.GradoopId;
import org.gradoop.common.model.impl.pojo.Vertex;
import org.gradoop.common.model.impl.properties.PropertyValue;
import org.gradoop.flink.model.api.operators.UnaryGraphToGraphOperator;
import org.gradoop.flink.model.impl.LogicalGraph;
import org.gradoop.flink.model.impl.functions.epgm.Id;
import static com.google.common.base.Preconditions.checkNotNull;
/**
* Wraps {@link LabelPropagation} into the EPGM model.
*
* During vertex centric iteration (Label Propagation Algorithm):
*
* In each super step each vertex will adopt the value sent by the majority of
* their neighbors or the smallest one if there is just one neighbor. If
* multiple labels occur with the same frequency, the minimum of them will be
* selected as new label. If a vertex changes its value in a super step, the new
* value will be propagated to the neighbours.
*
* The computation will terminate if no new values are assigned.
*/
public abstract class LabelPropagation implements UnaryGraphToGraphOperator {
/**
* Counter to define maximum number of iterations for the algorithm
*/
private final int maxIterations;
/**
* Property key to access the label value which will be propagated
*/
private final String propertyKey;
/**
* Constructor
*
* @param maxIterations Counter to define maximal iteration for the algorithm
* @param propertyKey Property key to access the label value
*/
protected LabelPropagation(int maxIterations, String propertyKey) {
this.maxIterations = maxIterations;
this.propertyKey = checkNotNull(propertyKey);
}
/**
* {@inheritDoc}
*/
@Override
public LogicalGraph execute(LogicalGraph logicalGraph) {
// prepare vertex set for Gelly vertex centric iteration
DataSet<org.apache.flink.graph.Vertex<GradoopId, PropertyValue>> vertices =
logicalGraph.getVertices()
.map(new VertexToGellyVertexMapper(propertyKey));
// prepare edge set for Gelly vertex centric iteration
DataSet<org.apache.flink.graph.Edge<GradoopId, NullValue>> edges =
logicalGraph.getEdges().map(new EdgeToGellyEdgeMapper());
// create Gelly graph
Graph<GradoopId, PropertyValue, NullValue> gellyGraph = Graph.fromDataSet(
vertices, edges, logicalGraph.getConfig().getExecutionEnvironment());
DataSet<Vertex> labeledVertices = executeInternal(gellyGraph)
.join(logicalGraph.getVertices())
.where(0).equalTo(new Id<Vertex>())
.with(new LPVertexJoin(propertyKey));
// return labeled graph
return LogicalGraph.fromDataSets(
labeledVertices, logicalGraph.getEdges(), logicalGraph.getConfig());
}
/**
* Executes the label propagation and returns the updated vertex dataset.
*
* @param gellyGraph gelly graph with initialized vertices
* @return updated vertex set
*/
protected abstract
DataSet<org.apache.flink.graph.Vertex<GradoopId, PropertyValue>>
executeInternal(Graph<GradoopId, PropertyValue, NullValue> gellyGraph);
/**
* Returns the maximum number of iterations the algorithm is executed.
*
* @return maximum number of iterations
*/
protected int getMaxIterations() {
return maxIterations;
}
/**
* {@inheritDoc}
*/
@Override
public String getName() {
return LabelPropagation.class.getName();
}
}