/* * Licensed to the Apache Software Foundation (ASF) under one * or more contributor license agreements. See the NOTICE file * 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, * 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 org.apache.flink.test.iterative; import java.io.BufferedReader; 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.examples.java.graph.ConnectedComponents; import org.apache.flink.test.testdata.ConnectedComponentsData; import org.apache.flink.test.util.JavaProgramTestBase; public class ConnectedComponentsITCase 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; @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 { // 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 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 ConnectedComponents.ComponentIdFilter()); // close the delta iteration (delta and new workset are identical) DataSet<Tuple2<Long, Long>> result = iteration.closeWith(changes, 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); } } public static final class DuplicateValue<T> implements MapFunction<Tuple1<T>, Tuple2<T, T>> { @Override public Tuple2<T, T> map(Tuple1<T> vertex) { return new Tuple2<>(vertex.f0, vertex.f0); } } }