/***********************************************************************************************************************
* Copyright (C) 2010-2013 by the Stratosphere project (http://stratosphere.eu)
*
* Licensed 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 eu.stratosphere.spargel.java.examples;
import eu.stratosphere.api.java.DataSet;
import eu.stratosphere.api.java.ExecutionEnvironment;
import eu.stratosphere.api.java.functions.MapFunction;
import eu.stratosphere.api.java.tuple.Tuple2;
import eu.stratosphere.spargel.java.MessageIterator;
import eu.stratosphere.spargel.java.MessagingFunction;
import eu.stratosphere.spargel.java.VertexCentricIteration;
import eu.stratosphere.spargel.java.VertexUpdateFunction;
import eu.stratosphere.types.NullValue;
@SuppressWarnings({"serial", "unchecked"})
public class SpargelConnectedComponents {
public static void main(String[] args) throws Exception {
ExecutionEnvironment env = ExecutionEnvironment.getExecutionEnvironment();
DataSet<Long> vertexIds = env.generateSequence(0, 10);
DataSet<Tuple2<Long, Long>> edges = env.fromElements(new Tuple2<Long, Long>(0L, 2L), new Tuple2<Long, Long>(2L, 4L), new Tuple2<Long, Long>(4L, 8L),
new Tuple2<Long, Long>(1L, 5L), new Tuple2<Long, Long>(3L, 7L), new Tuple2<Long, Long>(3L, 9L));
DataSet<Tuple2<Long, Long>> initialVertices = vertexIds.map(new IdAssigner());
DataSet<Tuple2<Long, Long>> result = initialVertices.runOperation(VertexCentricIteration.withPlainEdges(edges, new CCUpdater(), new CCMessager(), 100));
result.print();
env.execute("Spargel Connected Components");
}
public static final class CCUpdater extends VertexUpdateFunction<Long, Long, Long> {
@Override
public void updateVertex(Long vertexKey, Long vertexValue, MessageIterator<Long> inMessages) {
long min = Long.MAX_VALUE;
for (long msg : inMessages) {
min = Math.min(min, msg);
}
if (min < vertexValue) {
setNewVertexValue(min);
}
}
}
public static final class CCMessager extends MessagingFunction<Long, Long, Long, NullValue> {
@Override
public void sendMessages(Long vertexId, Long componentId) {
sendMessageToAllNeighbors(componentId);
}
}
/**
* A map function that takes a Long value and creates a 2-tuple out of it:
* <pre>(Long value) -> (value, value)</pre>
*/
public static final class IdAssigner extends MapFunction<Long, Tuple2<Long, Long>> {
@Override
public Tuple2<Long, Long> map(Long value) {
return new Tuple2<Long, Long>(value, value);
}
}
}