/* * 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.graph.library; import org.apache.flink.api.common.functions.MapFunction; import org.apache.flink.api.java.ExecutionEnvironment; import org.apache.flink.graph.Graph; import org.apache.flink.graph.Vertex; import org.apache.flink.graph.examples.data.PageRankData; import org.apache.flink.test.util.MultipleProgramsTestBase; import org.junit.Assert; import org.junit.Test; import org.junit.runner.RunWith; import org.junit.runners.Parameterized; import java.util.Arrays; import java.util.List; @RunWith(Parameterized.class) public class PageRankITCase extends MultipleProgramsTestBase { public PageRankITCase(TestExecutionMode mode){ super(mode); } @Test public void testPageRankWithThreeIterations() throws Exception { final ExecutionEnvironment env = ExecutionEnvironment.getExecutionEnvironment(); Graph<Long, Double, Double> inputGraph = Graph.fromDataSet( PageRankData.getDefaultEdgeDataSet(env), new InitMapper(), env); List<Vertex<Long, Double>> result = inputGraph.run(new PageRank<Long>(0.85, 3)) .collect(); compareWithDelta(result, 0.01); } @Test public void testGSAPageRankWithThreeIterations() throws Exception { final ExecutionEnvironment env = ExecutionEnvironment.getExecutionEnvironment(); Graph<Long, Double, Double> inputGraph = Graph.fromDataSet( PageRankData.getDefaultEdgeDataSet(env), new InitMapper(), env); List<Vertex<Long, Double>> result = inputGraph.run(new GSAPageRank<Long>(0.85, 3)) .collect(); compareWithDelta(result, 0.01); } @Test public void testPageRankWithThreeIterationsAndNumOfVertices() throws Exception { final ExecutionEnvironment env = ExecutionEnvironment.getExecutionEnvironment(); Graph<Long, Double, Double> inputGraph = Graph.fromDataSet( PageRankData.getDefaultEdgeDataSet(env), new InitMapper(), env); List<Vertex<Long, Double>> result = inputGraph.run(new PageRank<Long>(0.85, 3)) .collect(); compareWithDelta(result, 0.01); } @Test public void testGSAPageRankWithThreeIterationsAndNumOfVertices() throws Exception { final ExecutionEnvironment env = ExecutionEnvironment.getExecutionEnvironment(); Graph<Long, Double, Double> inputGraph = Graph.fromDataSet( PageRankData.getDefaultEdgeDataSet(env), new InitMapper(), env); List<Vertex<Long, Double>> result = inputGraph.run(new GSAPageRank<Long>(0.85, 3)) .collect(); compareWithDelta(result, 0.01); } private void compareWithDelta(List<Vertex<Long, Double>> result, double delta) { String resultString = ""; for (Vertex<Long, Double> v : result) { resultString += v.f0.toString() + "," + v.f1.toString() +"\n"; } String expectedResult = PageRankData.RANKS_AFTER_3_ITERATIONS; String[] expected = expectedResult.isEmpty() ? new String[0] : expectedResult.split("\n"); String[] resultArray = resultString.isEmpty() ? new String[0] : resultString.split("\n"); Arrays.sort(expected); Arrays.sort(resultArray); for (int i = 0; i < expected.length; i++) { String[] expectedFields = expected[i].split(","); String[] resultFields = resultArray[i].split(","); double expectedPayLoad = Double.parseDouble(expectedFields[1]); double resultPayLoad = Double.parseDouble(resultFields[1]); Assert.assertTrue("Values differ by more than the permissible delta", Math.abs(expectedPayLoad - resultPayLoad) < delta); } } @SuppressWarnings("serial") private static final class InitMapper implements MapFunction<Long, Double> { public Double map(Long value) { return 1.0; } } }