
org.apache.flink.graph.example.ConnectedComponents Maven / Gradle / Ivy
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* 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
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package org.apache.flink.graph.example;
import org.apache.flink.api.common.ProgramDescription;
import org.apache.flink.api.common.functions.MapFunction;
import org.apache.flink.api.java.DataSet;
import org.apache.flink.api.java.ExecutionEnvironment;
import org.apache.flink.api.java.tuple.Tuple2;
import org.apache.flink.graph.Edge;
import org.apache.flink.graph.Graph;
import org.apache.flink.graph.Vertex;
import org.apache.flink.graph.example.utils.ConnectedComponentsDefaultData;
import org.apache.flink.graph.library.ConnectedComponentsAlgorithm;
import org.apache.flink.types.NullValue;
/**
* This example shows how to use the {@link org.apache.flink.graph.library.ConnectedComponentsAlgorithm}
* library method:
*
* - with the edge data set given as a parameter
*
- with default data
*
*
* The input file is a plain text file and must be formatted as follows:
* Edges are represented by tuples of srcVertexId, trgVertexId which are
* separated by tabs. Edges themselves are separated by newlines.
* For example: 1\t2\n1\t3\n
defines two edges,
* 1-2 with and 1-3.
*
* Usage ConnectedComponents <edge path> <result path>
* <number of iterations>
* If no parameters are provided, the program is run with default data from
* {@link org.apache.flink.graph.example.utils.ConnectedComponentsDefaultData}
*/
public class ConnectedComponents implements ProgramDescription {
@SuppressWarnings("serial")
public static void main(String [] args) throws Exception {
if(!parseParameters(args)) {
return;
}
ExecutionEnvironment env = ExecutionEnvironment.getExecutionEnvironment();
DataSet> edges = getEdgesDataSet(env);
Graph graph = Graph.fromDataSet(edges, new MapFunction() {
@Override
public Long map(Long value) throws Exception {
return value;
}
}, env);
DataSet> verticesWithMinIds = graph
.run(new ConnectedComponentsAlgorithm(maxIterations)).getVertices();
// emit result
if (fileOutput) {
verticesWithMinIds.writeAsCsv(outputPath, "\n", ",");
// since file sinks are lazy, we trigger the execution explicitly
env.execute("Connected Components Example");
} else {
verticesWithMinIds.print();
}
}
@Override
public String getDescription() {
return "Connected Components Example";
}
// *************************************************************************
// UTIL METHODS
// *************************************************************************
private static boolean fileOutput = false;
private static String edgeInputPath = null;
private static String outputPath = null;
private static Integer maxIterations = ConnectedComponentsDefaultData.MAX_ITERATIONS;
private static boolean parseParameters(String [] args) {
if(args.length > 0) {
if(args.length != 3) {
System.err.println("Usage ConnectedComponents
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