org.apache.flink.graph.example.GSAConnectedComponents 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
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*
* 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.FlatMapFunction;
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.gsa.ApplyFunction;
import org.apache.flink.graph.gsa.GatherFunction;
import org.apache.flink.graph.gsa.SumFunction;
import org.apache.flink.graph.gsa.Neighbor;
import org.apache.flink.types.NullValue;
import org.apache.flink.util.Collector;
/**
* This is an implementation of the Connected Components algorithm, using a gather-sum-apply iteration
*/
public class GSAConnectedComponents implements ProgramDescription {
// --------------------------------------------------------------------------------------------
// Program
// --------------------------------------------------------------------------------------------
public static void main(String[] args) throws Exception {
if (!parseParameters(args)) {
return;
}
ExecutionEnvironment env = ExecutionEnvironment.getExecutionEnvironment();
DataSet> edges = getEdgeDataSet(env);
Graph graph = Graph.fromDataSet(edges, new InitVertices(), env);
// Execute the GSA iteration
Graph result =
graph.runGatherSumApplyIteration(new GatherNeighborIds(), new SelectMinId(),
new UpdateComponentId(), maxIterations);
// Extract the vertices as the result
DataSet> connectedComponents = result.getVertices();
// emit result
if (fileOutput) {
connectedComponents.writeAsCsv(outputPath, "\n", " ");
// since file sinks are lazy, we trigger the execution explicitly
env.execute("GSA Connected Components");
} else {
connectedComponents.print();
}
}
@SuppressWarnings("serial")
private static final class InitVertices implements MapFunction {
public Long map(Long vertexId) {
return vertexId;
}
}
// --------------------------------------------------------------------------------------------
// Connected Components UDFs
// --------------------------------------------------------------------------------------------
@SuppressWarnings("serial")
private static final class GatherNeighborIds extends GatherFunction {
public Long gather(Neighbor neighbor) {
return neighbor.getNeighborValue();
}
};
@SuppressWarnings("serial")
private static final class SelectMinId extends SumFunction {
public Long sum(Long newValue, Long currentValue) {
return Math.min(newValue, currentValue);
}
};
@SuppressWarnings("serial")
private static final class UpdateComponentId extends ApplyFunction {
public void apply(Long summedValue, Long origValue) {
if (summedValue < origValue) {
setResult(summedValue);
}
}
}
// --------------------------------------------------------------------------------------------
// Util methods
// --------------------------------------------------------------------------------------------
private static boolean fileOutput = false;
private static String edgeInputPath = null;
private static String outputPath = null;
private static int maxIterations = 16;
private static boolean parseParameters(String[] args) {
if (args.length > 0) {
// parse input arguments
fileOutput = true;
if (args.length != 3) {
System.err.println("Usage: GSAConnectedComponents " +
" ");
return false;
}
edgeInputPath = args[0];
outputPath = args[1];
maxIterations = Integer.parseInt(args[2]);
} else {
System.out.println("Executing GSA Connected Components example with built-in default data.");
System.out.println(" Provide parameters to read input data from files.");
System.out.println(" See the documentation for the correct format of input files.");
System.out.println(" Usage: GSAConnectedComponents ");
}
return true;
}
@SuppressWarnings("serial")
private static DataSet> getEdgeDataSet(ExecutionEnvironment env) {
if (fileOutput) {
return env.readCsvFile(edgeInputPath)
.fieldDelimiter("\t")
.lineDelimiter("\n")
.types(Long.class, Long.class)
.map(new MapFunction, Edge>() {
public Edge map(Tuple2 value) throws Exception {
return new Edge(value.f0, value.f1, NullValue.getInstance());
}
});
}
// Generates 3 components of size 2
return env.generateSequence(0, 2).flatMap(new FlatMapFunction>() {
@Override
public void flatMap(Long value, Collector> out) throws Exception {
out.collect(new Edge(value, value + 3, NullValue.getInstance()));
}
});
}
@Override
public String getDescription() {
return "GSA Connected Components";
}
}
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