org.apache.mahout.clustering.conversion.meanshift.InputDriver.java Source code

Introduction

Here is the source code for org.apache.mahout.clustering.conversion.meanshift.InputDriver.java

Source

/**
 * 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.mahout.clustering.conversion.meanshift;

import java.io.IOException;

import org.apache.commons.cli2.CommandLine;
import org.apache.commons.cli2.Group;
import org.apache.commons.cli2.Option;
import org.apache.commons.cli2.OptionException;
import org.apache.commons.cli2.builder.GroupBuilder;
import org.apache.commons.cli2.commandline.Parser;
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.Reducer;
import org.apache.hadoop.mapreduce.lib.input.FileInputFormat;
import org.apache.hadoop.mapreduce.lib.output.FileOutputFormat;
import org.apache.hadoop.mapreduce.lib.output.SequenceFileOutputFormat;
import org.apache.mahout.clustering.iterator.ClusterWritable;
import org.apache.mahout.common.CommandLineUtil;
import org.apache.mahout.common.commandline.DefaultOptionCreator;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;

/**
 * This class converts text files containing space-delimited floating point numbers into
 * Mahout sequence files of MeanShiftCanopy suitable for input to the MeanShift clustering job.
 *
 */
public final class InputDriver {

    private static final Logger log = LoggerFactory.getLogger(InputDriver.class);

    private InputDriver() {
    }

    public static void main(String[] args) throws IOException, InterruptedException, ClassNotFoundException {
        GroupBuilder gbuilder = new GroupBuilder();

        Option inputOpt = DefaultOptionCreator.inputOption().withRequired(false).create();
        Option outputOpt = DefaultOptionCreator.outputOption().withRequired(false).create();
        Option helpOpt = DefaultOptionCreator.helpOption();
        Group group = gbuilder.withName("Options").withOption(inputOpt).withOption(outputOpt).withOption(helpOpt)
                .create();

        try {
            Parser parser = new Parser();
            parser.setGroup(group);
            CommandLine cmdLine = parser.parse(args);
            if (cmdLine.hasOption(helpOpt)) {
                CommandLineUtil.printHelp(group);
                return;
            }

            Path input = new Path(cmdLine.getValue(inputOpt, "testdata").toString());
            Path output = new Path(cmdLine.getValue(outputOpt, "output").toString());
            runJob(input, output);
        } catch (OptionException e) {
            log.error("Exception parsing command line: ", e);
            CommandLineUtil.printHelp(group);
        }
    }

    public static void runJob(Path input, Path output)
            throws IOException, InterruptedException, ClassNotFoundException {
        Configuration conf = new Configuration();

        Job job = new Job(conf, "Mean Shift Input Driver running over input: " + input);
        job.setOutputKeyClass(Text.class);
        job.setOutputValueClass(ClusterWritable.class);
        job.setOutputFormatClass(SequenceFileOutputFormat.class);
        job.setMapperClass(org.apache.mahout.clustering.conversion.meanshift.InputMapper.class);
        job.setReducerClass(Reducer.class);
        job.setNumReduceTasks(0);
        job.setJarByClass(InputDriver.class);

        FileInputFormat.setInputPaths(job, input);
        FileOutputFormat.setOutputPath(job, output);

        boolean succeeded = job.waitForCompletion(true);
        if (!succeeded) {
            throw new IllegalStateException("Job failed!");
        }
    }
}