| /* |
| * 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(); |
| } |
| |
| } |