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* to you under the Apache License, Version 2.0 (the
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* http://www.apache.org/licenses/LICENSE-2.0
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* Unless required by applicable law or agreed to in writing, software
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package org.apache.flink.test.iterative;
import java.io.BufferedReader;
import java.io.Serializable;
import java.util.Collection;
import org.apache.flink.api.common.Plan;
import org.apache.flink.api.java.record.functions.JoinFunction;
import org.apache.flink.api.java.record.functions.MapFunction;
import org.apache.flink.api.java.record.io.CsvInputFormat;
import org.apache.flink.api.java.record.io.CsvOutputFormat;
import org.apache.flink.api.java.record.operators.DeltaIteration;
import org.apache.flink.api.java.record.operators.FileDataSink;
import org.apache.flink.api.java.record.operators.FileDataSource;
import org.apache.flink.api.java.record.operators.JoinOperator;
import org.apache.flink.api.java.record.operators.MapOperator;
import org.apache.flink.api.java.record.operators.ReduceOperator;
import org.apache.flink.configuration.Configuration;
import org.apache.flink.test.recordJobs.graph.WorksetConnectedComponents.DuplicateLongMap;
import org.apache.flink.test.recordJobs.graph.WorksetConnectedComponents.MinimumComponentIDReduce;
import org.apache.flink.test.recordJobs.graph.WorksetConnectedComponents.NeighborWithComponentIDJoin;
import org.apache.flink.test.testdata.ConnectedComponentsData;
import org.apache.flink.test.util.RecordAPITestBase;
import org.apache.flink.types.LongValue;
import org.apache.flink.types.Record;
import org.apache.flink.util.Collector;
import org.junit.runner.RunWith;
import org.junit.runners.Parameterized;
import org.junit.runners.Parameterized.Parameters;
@SuppressWarnings("deprecation")
@RunWith(Parameterized.class)
public class ConnectedComponentsWithDeferredUpdateITCase extends RecordAPITestBase {
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);
setTaskManagerNumSlots(DOP);
}
@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 Plan getTestJob() {
boolean extraMapper = config.getBoolean("ExtraMapper", false);
return getPlan(DOP, verticesPath, edgesPath, resultPath, 100, extraMapper);
}
@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);
}
@SuppressWarnings("unchecked")
public static Plan getPlan(int numSubTasks, String verticesInput, String edgeInput, String output, int maxIterations, boolean extraMap) {
// data source for initial vertices
FileDataSource initialVertices = new FileDataSource(new CsvInputFormat(' ', LongValue.class), verticesInput, "Vertices");
MapOperator verticesWithId = MapOperator.builder(DuplicateLongMap.class).input(initialVertices).name("Assign Vertex Ids").build();
// the loop takes the vertices as the solution set and changed vertices as the workset
// initially, all vertices are changed
DeltaIteration iteration = new DeltaIteration(0, "Connected Components Iteration");
iteration.setInitialSolutionSet(verticesWithId);
iteration.setInitialWorkset(verticesWithId);
iteration.setMaximumNumberOfIterations(maxIterations);
// data source for the edges
FileDataSource edges = new FileDataSource(new CsvInputFormat(' ', LongValue.class, LongValue.class), edgeInput, "Edges");
// join workset (changed vertices) with the edges to propagate changes to neighbors
JoinOperator joinWithNeighbors = JoinOperator.builder(new NeighborWithComponentIDJoin(), LongValue.class, 0, 0)
.input1(iteration.getWorkset())
.input2(edges)
.name("Join Candidate Id With Neighbor")
.build();
// find for each neighbor the smallest of all candidates
ReduceOperator minCandidateId = ReduceOperator.builder(new MinimumComponentIDReduce(), LongValue.class, 0)
.input(joinWithNeighbors)
.name("Find Minimum Candidate Id")
.build();
// join candidates with the solution set and update if the candidate component-id is smaller
JoinOperator updateComponentId = JoinOperator.builder(new UpdateComponentIdMatchNonPreserving(), LongValue.class, 0, 0)
.input1(minCandidateId)
.input2(iteration.getSolutionSet())
.name("Update Component Id")
.build();
if (extraMap) {
MapOperator mapper = MapOperator.builder(IdentityMap.class).input(updateComponentId).name("idmap").build();
iteration.setSolutionSetDelta(mapper);
} else {
iteration.setSolutionSetDelta(updateComponentId);
}
iteration.setNextWorkset(updateComponentId);
// sink is the iteration result
FileDataSink result = new FileDataSink(new CsvOutputFormat("\n", " ", LongValue.class, LongValue.class), output, iteration, "Result");
// return the PACT plan
Plan plan = new Plan(result, "Workset Connected Components");
plan.setDefaultParallelism(numSubTasks);
return plan;
}
public static final class UpdateComponentIdMatchNonPreserving extends JoinFunction implements Serializable {
private static final long serialVersionUID = 1L;
@Override
public void join(Record newVertexWithComponent, Record currentVertexWithComponent, Collector<Record> out){
long candidateComponentID = newVertexWithComponent.getField(1, LongValue.class).getValue();
long currentComponentID = currentVertexWithComponent.getField(1, LongValue.class).getValue();
if (candidateComponentID < currentComponentID) {
out.collect(newVertexWithComponent);
}
}
}
public static final class IdentityMap extends MapFunction {
private static final long serialVersionUID = 1L;
@Override
public void map(Record record, Collector<Record> out) throws Exception {
out.collect(record);
}
}
}