giraph-examples/src/test/java/org/apache/giraph/examples/RandomWalkWithRestartVertexTest.java

/*
 * 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
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 * Unless required by applicable law or agreed to in writing, software
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 * See the License for the specific language governing permissions and
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 */

package org.apache.giraph.examples;

import org.apache.giraph.conf.GiraphConfiguration;
import org.apache.giraph.edge.ByteArrayEdges;
import org.apache.giraph.utils.InternalVertexRunner;
import org.junit.Test;

import java.util.Map;

import static org.junit.Assert.assertEquals;

/**
 * Tests for {@link RandomWalkWithRestartVertex}
 */
public class RandomWalkWithRestartVertexTest {

  /**
   * A local integration test on toy data
   */
  @Test
  public void testToyData() throws Exception {
    // A small graph
    String[] graph = new String[] { "12 34 56", "34 78", "56 34 78", "78 34" };

    GiraphConfiguration conf = new GiraphConfiguration();
    conf.setInt(RandomWalkWithRestartVertex.SOURCE_VERTEX, 12);
    conf.setInt(RandomWalkWithRestartVertex.MAX_SUPERSTEPS, 30);
    conf.setFloat(RandomWalkWithRestartVertex.TELEPORTATION_PROBABILITY, 0.25f);
    conf.setVertexClass(RandomWalkWithRestartVertex.class);
    conf.setVertexEdgesClass(ByteArrayEdges.class);
    conf.setVertexInputFormatClass(LongDoubleDoubleTextInputFormat.class);
    conf.setVertexOutputFormatClass(
        VertexWithDoubleValueDoubleEdgeTextOutputFormat.class);
    conf.setWorkerContextClass(RandomWalkWorkerContext.class);
    conf.setMasterComputeClass(RandomWalkVertexMasterCompute.class);
    // Run internally
    Iterable<String> results = InternalVertexRunner.run(conf, graph);

    Map<Long, Double> steadyStateProbabilities =
        RandomWalkTestUtils.parseSteadyStateProbabilities(results);
    // values computed with external software
    // 0.25, 0.354872, 0.09375, 0.301377
    assertEquals(0.25, steadyStateProbabilities.get(12L), RandomWalkTestUtils.EPSILON);
    assertEquals(0.354872, steadyStateProbabilities.get(34L),
        RandomWalkTestUtils.EPSILON);
    assertEquals(0.09375, steadyStateProbabilities.get(56L), RandomWalkTestUtils.EPSILON);
    assertEquals(0.301377, steadyStateProbabilities.get(78L),
        RandomWalkTestUtils.EPSILON);
  }

  /**
   * A local integration test on toy data
   */
  @Test
  public void testWeightedGraph() throws Exception {
    // A small graph
    String[] graph =
        new String[] { "12 34:0.1 56:0.9", "34 78:0.9 56:0.1",
          "56 12:0.1 34:0.8 78:0.1", "78 34:1.0" };

    GiraphConfiguration conf = new GiraphConfiguration();
    conf.setInt(RandomWalkWithRestartVertex.SOURCE_VERTEX, 12);
    conf.setInt(RandomWalkWithRestartVertex.MAX_SUPERSTEPS, 30);
    conf.setFloat(RandomWalkWithRestartVertex.TELEPORTATION_PROBABILITY, 0.15f);
    conf.setVertexClass(RandomWalkWithRestartVertex.class);
    conf.setVertexEdgesClass(ByteArrayEdges.class);
    conf.setVertexInputFormatClass(
        NormalizingLongDoubleDoubleTextInputFormat.class);
    conf.setVertexOutputFormatClass(
        VertexWithDoubleValueDoubleEdgeTextOutputFormat.class);
    conf.setWorkerContextClass(RandomWalkWorkerContext.class);
    conf.setMasterComputeClass(RandomWalkVertexMasterCompute.class);
    // Run internally
    Iterable<String> results = InternalVertexRunner.run(conf, graph);

    Map<Long, Double> steadyStateProbabilities =
        RandomWalkTestUtils.parseSteadyStateProbabilities(results);
    // values computed with external software
    // 0.163365, 0.378932, 0.156886, 0.300816
    assertEquals(0.163365, steadyStateProbabilities.get(12L),
        RandomWalkTestUtils.EPSILON);
    assertEquals(0.378932, steadyStateProbabilities.get(34L),
        RandomWalkTestUtils.EPSILON);
    assertEquals(0.156886, steadyStateProbabilities.get(56L),
        RandomWalkTestUtils.EPSILON);
    assertEquals(0.300816, steadyStateProbabilities.get(78L),
        RandomWalkTestUtils.EPSILON);
  }


}