root.hap.responsibility.HierarchicalResponsibilityDriver.java Source code

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Here is the source code for root.hap.responsibility.HierarchicalResponsibilityDriver.java

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/**
 * Copyright 2013 AMALTHEA REU; Dillon Rose; Michel Rouly
 * 
 * Licensed 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 root.hap.responsibility;

import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.fs.Path;
import org.apache.hadoop.io.Text;
import org.apache.hadoop.mapreduce.Job;
import org.apache.hadoop.mapreduce.lib.input.FileInputFormat;
import org.apache.hadoop.mapreduce.lib.input.SequenceFileInputFormat;
import org.apache.hadoop.mapreduce.lib.output.FileOutputFormat;
import org.apache.hadoop.mapreduce.lib.output.SequenceFileOutputFormat;
import org.apache.hadoop.util.ToolRunner;
import org.apache.mahout.common.AbstractJob;
import org.apache.mahout.math.VectorWritable;

/**
 * <p>
 * This is a driver for running the Responsibility Update step of the 
 * Hierarchical Affinity Propagation job.
 * </p>
 * 
 * <p>
 * This algorithm does not care about its original input format; only that it 
 * receives an appropriately formatted Mahout Similarity Matrix.
 * </p>
 * 
 * <p>
 * The exact breakdown of the MapReduce implementation is discussed in the 
 * appropriate {@link ResponsibilityMapper} and {@link ResponsibilityReducer}.
 * </p>
 * 
 * @author Dillon Rose
 * @author Michel Rouly
 * 
 * @since 2013.06.25
 * 
 * @see ResponsibilityMapper
 * @see ResponsibilityReducer
 * 
 */
public class HierarchicalResponsibilityDriver extends AbstractJob {

    private static String inputDirectory;
    private static String outputDirectory;
    private static String matrixN;
    private static String lambda;
    private static String numLevels;
    private static String numIteration;

    /*
     * Construct arguments list.
     */
    private void addArguments() {

        addOption("input", "i", "Input Directory", true);
        addOption("out", "o", "Output Directory", true);
        addOption("N", "n", "Size of Matrix (NxN)", true);
        addOption("lambda", "lambda", "Dampening Factor", true);
        addOption("numLevels", "l", "Number of Levels", true);
        addOption("numIter", "iter", "Number of Iterations", true);

    }

    /*
     * Grab arguments from the user.
     */
    private void initArguments() {

        inputDirectory = getOption("input");
        outputDirectory = getOption("out");
        matrixN = getOption("N");
        lambda = getOption("lambda");
        numLevels = getOption("numLevels");
        numIteration = getOption("numIter");

    }

    /**
     * This method allows {@link HierarchicalResponsibilityDriver} to act as a 
     * {@link ToolRunner} and interface properly with any Driver.
     * 
     * @param args Configuration arguments
     * @return Exit status
     * @see ToolRunner
     */
    @Override
    public int run(String[] args) throws Exception {

        Configuration conf = getConf();

        addArguments();

        if (parseArguments(args) == null) {
            return -1;
        }

        initArguments();

        conf.setInt("matrixN", Integer.valueOf(matrixN));
        conf.setFloat("lambda", Float.valueOf(lambda));
        conf.setInt("numLevels", Integer.valueOf(numLevels));
        conf.setInt("numIteration", Integer.valueOf(numIteration));

        Job job = new Job(conf, "HierarchicalResponsibility");
        job.setJarByClass(HierarchicalResponsibilityDriver.class);

        job.setMapperClass(ResponsibilityMapper.class);
        job.setReducerClass(ResponsibilityReducer.class);

        job.setInputFormatClass(SequenceFileInputFormat.class);
        job.setOutputFormatClass(SequenceFileOutputFormat.class);

        job.setMapOutputKeyClass(Text.class);
        job.setMapOutputValueClass(Text.class);

        job.setOutputKeyClass(Text.class);
        job.setOutputValueClass(VectorWritable.class);

        FileInputFormat.addInputPath(job, new Path(inputDirectory));
        FileOutputFormat.setOutputPath(job, new Path(outputDirectory));

        return job.waitForCompletion(true) ? 0 : 1;

    }

    /**
     * Redirects user input to be parsed and used as configuration values.
     * 
     * @param args User arguments
     */
    public static void main(String[] args) throws Exception {
        int res = ToolRunner.run(new Configuration(), new HierarchicalResponsibilityDriver(), args);
        System.exit(res);
    }
}