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* Licensed to the Apache Software Foundation (ASF) under one
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* 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,
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* See the License for the specific language governing permissions and
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package org.apache.flink.test.iterative;
import java.io.BufferedReader;
import java.util.Collection;
import org.apache.flink.api.common.functions.FlatJoinFunction;
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.aggregation.Aggregations;
import org.apache.flink.api.java.operators.DeltaIteration;
import org.apache.flink.api.java.tuple.Tuple1;
import org.apache.flink.api.java.tuple.Tuple2;
import org.apache.flink.configuration.Configuration;
import org.apache.flink.examples.java.graph.ConnectedComponents;
import org.apache.flink.test.testdata.ConnectedComponentsData;
import org.apache.flink.test.util.JavaProgramTestBase;
import org.apache.flink.util.Collector;
import org.junit.runner.RunWith;
import org.junit.runners.Parameterized;
import org.junit.runners.Parameterized.Parameters;
@RunWith(Parameterized.class)
public class ConnectedComponentsWithDeferredUpdateITCase extends JavaProgramTestBase {
private static final long SEED = 0xBADC0FFEEBEEFL;
private static final int NUM_VERTICES = 1000;
private static final int NUM_EDGES = 10000;
protected String verticesPath;
protected String edgesPath;
protected String resultPath;
public ConnectedComponentsWithDeferredUpdateITCase(Configuration config) {
super(config);
}
@Override
protected void preSubmit() throws Exception {
verticesPath = createTempFile("vertices.txt", ConnectedComponentsData.getEnumeratingVertices(NUM_VERTICES));
edgesPath = createTempFile("edges.txt", ConnectedComponentsData.getRandomOddEvenEdges(NUM_EDGES, NUM_VERTICES, SEED));
resultPath = getTempFilePath("results");
}
@Override
protected void testProgram() throws Exception {
boolean extraMapper = config.getBoolean("ExtraMapper", false);
// set up execution environment
ExecutionEnvironment env = ExecutionEnvironment.getExecutionEnvironment();
// read vertex and edge data
DataSet<Tuple1<Long>> vertices = env.readCsvFile(verticesPath).types(Long.class);
DataSet<Tuple2<Long, Long>> edges = env.readCsvFile(edgesPath).fieldDelimiter(" ").types(Long.class, Long.class)
.flatMap(new ConnectedComponents.UndirectEdge());
// assign the initial components (equal to the vertex id)
DataSet<Tuple2<Long, Long>> verticesWithInitialId = vertices.map(new ConnectedComponentsITCase.DuplicateValue<Long>());
// open a delta iteration
DeltaIteration<Tuple2<Long, Long>, Tuple2<Long, Long>> iteration =
verticesWithInitialId.iterateDelta(verticesWithInitialId, 100, 0);
// apply the step logic: join with the edges, select the minimum neighbor, update if the component of the candidate is smaller
DataSet<Tuple2<Long, Long>> changes = iteration.getWorkset()
.join(edges).where(0).equalTo(0).with(new ConnectedComponents.NeighborWithComponentIDJoin())
.groupBy(0).aggregate(Aggregations.MIN, 1)
.join(iteration.getSolutionSet()).where(0).equalTo(0)
.with(new UpdateComponentIdMatchNonPreserving());
DataSet<Tuple2<Long,Long>> delta;
if(extraMapper) {
delta = changes.map(
// ID Mapper
new MapFunction<Tuple2<Long, Long>, Tuple2<Long, Long>>() {
@Override
public Tuple2<Long, Long> map(Tuple2<Long, Long> v) throws Exception {
return v;
}
});
}
else {
delta = changes;
}
// close the delta iteration (delta and new workset are identical)
DataSet<Tuple2<Long, Long>> result = iteration.closeWith(delta, changes);
result.writeAsCsv(resultPath, "\n", " ");
// execute program
env.execute("Connected Components Example");
}
@Override
protected void postSubmit() throws Exception {
for (BufferedReader reader : getResultReader(resultPath)) {
ConnectedComponentsData.checkOddEvenResult(reader);
}
}
@Parameters
public static Collection<Object[]> getConfigurations() {
Configuration config1 = new Configuration();
config1.setBoolean("ExtraMapper", false);
Configuration config2 = new Configuration();
config2.setBoolean("ExtraMapper", true);
return toParameterList(config1, config2);
}
public static final class UpdateComponentIdMatchNonPreserving
implements FlatJoinFunction<Tuple2<Long, Long>, Tuple2<Long, Long>, Tuple2<Long, Long>> {
private static final long serialVersionUID = 1L;
@Override
public void join(
Tuple2<Long, Long> candidate,
Tuple2<Long, Long> current,
Collector<Tuple2<Long, Long>> out) throws Exception {
if(candidate.f1 < current.f1) {
out.collect(candidate);
}
}
}
}