org.apache.flink.graph.library.ConnectedComponentsAlgorithm Maven / Gradle / Ivy
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* to you under the Apache License, Version 2.0 (the
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* http://www.apache.org/licenses/LICENSE-2.0
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package org.apache.flink.graph.library;
import org.apache.flink.graph.Graph;
import org.apache.flink.graph.GraphAlgorithm;
import org.apache.flink.graph.Vertex;
import org.apache.flink.graph.spargel.MessageIterator;
import org.apache.flink.graph.spargel.MessagingFunction;
import org.apache.flink.graph.spargel.VertexUpdateFunction;
import org.apache.flink.types.NullValue;
/**
* Connected components algorithm.
*
* Initially, each vertex will have its own ID as a value(is its own component). The vertices propagate their
* current component ID in iterations, each time adopting a new value from the received neighbor IDs,
* provided that the value is less than the current minimum.
*
* The algorithm converges when vertices no longer update their value or when the maximum number of iterations
* is reached.
*/
@SuppressWarnings("serial")
public class ConnectedComponentsAlgorithm implements GraphAlgorithm{
private Integer maxIterations;
public ConnectedComponentsAlgorithm(Integer maxIterations) {
this.maxIterations = maxIterations;
}
@Override
public Graph run(Graph graph) throws Exception {
Graph undirectedGraph = graph.getUndirected();
// initialize vertex values and run the Vertex Centric Iteration
return undirectedGraph.runVertexCentricIteration(new CCUpdater(),
new CCMessenger(), maxIterations);
}
/**
* Updates the value of a vertex by picking the minimum neighbor ID out of all the incoming messages.
*/
public static final class CCUpdater extends VertexUpdateFunction {
@Override
public void updateVertex(Vertex vertex, MessageIterator messages) throws Exception {
long min = Long.MAX_VALUE;
for (long msg : messages) {
min = Math.min(min, msg);
}
// update vertex value, if new minimum
if (min < vertex.getValue()) {
setNewVertexValue(min);
}
}
}
/**
* Distributes the minimum ID associated with a given vertex among all the target vertices.
*/
public static final class CCMessenger extends MessagingFunction {
@Override
public void sendMessages(Vertex vertex) throws Exception {
// send current minimum to neighbors
sendMessageToAllNeighbors(vertex.getValue());
}
}
}
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