AnnotateWeaklyConnectedComponents.java
/*
* Copyright © 2014 - 2021 Leipzig University (Database Research Group)
*
* 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.
*/
package org.gradoop.flink.algorithms.gelly.connectedcomponents;
import org.apache.flink.api.java.DataSet;
import org.apache.flink.graph.Graph;
import org.apache.flink.types.NullValue;
import org.gradoop.common.model.api.entities.Edge;
import org.gradoop.common.model.api.entities.GraphHead;
import org.gradoop.common.model.api.entities.Vertex;
import org.gradoop.common.model.impl.id.GradoopId;
import org.gradoop.flink.algorithms.gelly.GradoopGellyAlgorithm;
import org.gradoop.flink.algorithms.gelly.connectedcomponents.functions.GellyVertexValueToVertexPropertyJoin;
import org.gradoop.flink.algorithms.gelly.connectedcomponents.functions.VertexPropertyToEdgePropertyJoin;
import org.gradoop.flink.algorithms.gelly.functions.EdgeToGellyEdgeWithNullValue;
import org.gradoop.flink.algorithms.gelly.functions.VertexToGellyVertexWithGradoopId;
import org.gradoop.flink.model.api.epgm.BaseGraph;
import org.gradoop.flink.model.api.epgm.BaseGraphCollection;
import org.gradoop.flink.model.impl.functions.epgm.Id;
import org.gradoop.flink.model.impl.functions.epgm.SourceId;
import org.gradoop.flink.model.impl.functions.epgm.TargetId;
/**
* A gradoop operator wrapping Flinks ScatterGatherIteration-Algorithm for ConnectedComponents
* {@link org.apache.flink.graph.library.ConnectedComponents}.
* The result will be the same {@link BaseGraph} with a component id assigned to each vertex as a property.
* If {@link #annotateEdges} is set to {@code true}, the component id is assigned to each edge as a property,
* too.
*
* @param <G> Gradoop graph head type.
* @param <V> Gradoop vertex type.
* @param <E> Gradoop edge type.
* @param <LG> Gradoop type of the graph.
* @param <GC> Gradoop type of the graph collection.
*/
public class AnnotateWeaklyConnectedComponents<
G extends GraphHead,
V extends Vertex,
E extends Edge,
LG extends BaseGraph<G, V, E, LG, GC>,
GC extends BaseGraphCollection<G, V, E, LG, GC>>
extends GradoopGellyAlgorithm<G, V, E, LG, GC, GradoopId, NullValue> {
/**
* Property key to store the component id in.
*/
private final String propertyKey;
/**
* Maximum number of iterations.
*/
private final int maxIterations;
/**
* Whether to write the component property to the edges
*/
private final boolean annotateEdges;
/**
* Constructor for connected components with property key and a maximum number of iterations.
*
* @param propertyKey Property key to store the component id in.
* @param maxIterations The maximum number of iterations.
*/
public AnnotateWeaklyConnectedComponents(String propertyKey, int maxIterations) {
super(new VertexToGellyVertexWithGradoopId<>(), new EdgeToGellyEdgeWithNullValue<>());
this.propertyKey = propertyKey;
this.maxIterations = maxIterations;
this.annotateEdges = false;
}
/**
* Constructor for connected components with property key and a maximum number of iterations
* and a boolean to determine, if the component property is written to edges, too.
*
* @param propertyKey Property key to store the component id in.
* @param maxIterations The maximum number of iterations.
* @param annotateEdges Whether to write the component property to the edges
*/
public AnnotateWeaklyConnectedComponents(String propertyKey, int maxIterations, boolean annotateEdges) {
super(new VertexToGellyVertexWithGradoopId<>(), new EdgeToGellyEdgeWithNullValue<>());
this.propertyKey = propertyKey;
this.maxIterations = maxIterations;
this.annotateEdges = annotateEdges;
}
@Override
public LG executeInGelly(Graph<GradoopId, GradoopId, NullValue> gellyGraph) throws Exception {
DataSet<V> annotatedVertices =
new org.apache.flink.graph.library.ConnectedComponents<GradoopId, GradoopId, NullValue>(maxIterations)
.run(gellyGraph)
.join(currentGraph.getVertices())
.where(0).equalTo(new Id<>())
.with(new GellyVertexValueToVertexPropertyJoin<>(propertyKey));
DataSet<E> edges = currentGraph.getEdges();
if (annotateEdges) {
edges = edges.join(annotatedVertices)
.where(new SourceId<>()).equalTo(new Id<>())
.with(new VertexPropertyToEdgePropertyJoin<>(propertyKey))
.join(annotatedVertices)
.where(new TargetId<>()).equalTo(new Id<>())
.with(new VertexPropertyToEdgePropertyJoin<>(propertyKey));
}
return currentGraph.getFactory().fromDataSets(
currentGraph.getGraphHead(), annotatedVertices, edges);
}
}