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/*
* Licensed to the Apache Software Foundation (ASF) under one
* or more contributor license agreements. See the NOTICE file
* distributed with this work for additional information
* regarding copyright ownership. The ASF licenses this file
* to you 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.apache.giraph.examples;
import org.apache.giraph.graph.IntIntNullIntVertex;
import org.apache.hadoop.io.IntWritable;
import java.io.IOException;
import java.util.Iterator;
/**
* Implementation of the HCC algorithm that identifies connected components and assigns each
* vertex its "component identifier" (the smallest vertex id in the component)
*
* The idea behind the algorithm is very simple: propagate the smallest vertex id along the
* edges to all vertices of a connected component. The number of supersteps necessary is
* equal to the length of the maximum diameter of all components + 1
*
* The original Hadoop-based variant of this algorithm was proposed by Kang, Charalampos
* Tsourakakis and Faloutsos in "PEGASUS: Mining Peta-Scale Graphs", 2010
*
* http://www.cs.cmu.edu/~ukang/papers/PegasusKAIS.pdf
*/
public class ConnectedComponentsVertex extends IntIntNullIntVertex {
/**
* Propagates the smallest vertex id to all neighbors. Will always choose to halt and only
* reactivate if a smaller id has been sent to it.
*
* @param messages
* @throws IOException
*/
@Override
public void compute(Iterator<IntWritable> messages) throws IOException {
int currentComponent = getVertexValue().get();
// first superstep is special, because we can simply look at the neighbors
if (getSuperstep() == 0) {
for (Iterator<IntWritable> edges = iterator(); edges.hasNext();) {
int neighbor = edges.next().get();
if (neighbor < currentComponent) {
currentComponent = neighbor;
}
}
// only need to send value if it is not the own id
if (currentComponent != getVertexValue().get()) {
setVertexValue(new IntWritable(currentComponent));
for (Iterator<IntWritable> edges = iterator();
edges.hasNext();) {
int neighbor = edges.next().get();
if (neighbor > currentComponent) {
sendMsg(new IntWritable(neighbor), getVertexValue());
}
}
}
voteToHalt();
return;
}
boolean changed = false;
// did we get a smaller id ?
while (messages.hasNext()) {
int candidateComponent = messages.next().get();
if (candidateComponent < currentComponent) {
currentComponent = candidateComponent;
changed = true;
}
}
// propagate new component id to the neighbors
if (changed) {
setVertexValue(new IntWritable(currentComponent));
sendMsgToAllEdges(getVertexValue());
}
voteToHalt();
}
}