org.apache.mahout.classifier.bayes.mapreduce.common.BayesFeatureDriver.java Source code

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/**
 * 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.classifier.bayes.mapreduce.common;

import java.io.IOException;

import org.apache.hadoop.conf.Configurable;
import org.apache.hadoop.fs.Path;
import org.apache.hadoop.io.DoubleWritable;
import org.apache.hadoop.mapred.FileInputFormat;
import org.apache.hadoop.mapred.FileOutputFormat;
import org.apache.hadoop.mapred.JobClient;
import org.apache.hadoop.mapred.JobConf;
import org.apache.hadoop.mapred.KeyValueTextInputFormat;
import org.apache.mahout.classifier.bayes.common.BayesParameters;
import org.apache.mahout.common.HadoopUtil;
import org.apache.mahout.common.StringTuple;

/** Create and run the Bayes Feature Reader Step. */
public class BayesFeatureDriver implements BayesJob {

    @Override
    public void runJob(Path input, Path output, BayesParameters params) throws IOException {
        Configurable client = new JobClient();
        JobConf conf = new JobConf(BayesFeatureDriver.class);
        conf.setJobName("Bayes Feature Driver running over input: " + input);
        conf.setOutputKeyClass(StringTuple.class);
        conf.setOutputValueClass(DoubleWritable.class);
        conf.setPartitionerClass(FeaturePartitioner.class);
        conf.setOutputKeyComparatorClass(FeatureLabelComparator.class);
        FileInputFormat.setInputPaths(conf, input);
        FileOutputFormat.setOutputPath(conf, output);

        conf.setMapperClass(BayesFeatureMapper.class);

        conf.setInputFormat(KeyValueTextInputFormat.class);
        conf.setCombinerClass(BayesFeatureCombiner.class);
        conf.setReducerClass(BayesFeatureReducer.class);
        conf.setOutputFormat(BayesFeatureOutputFormat.class);
        conf.set("io.serializations",
                "org.apache.hadoop.io.serializer.JavaSerialization,org.apache.hadoop.io.serializer.WritableSerialization");
        // this conf parameter needs to be set enable serialisation of conf values

        HadoopUtil.overwriteOutput(output);
        conf.set("bayes.parameters", params.toString());

        client.setConf(conf);
        JobClient.runJob(conf);

    }

    public static void main(String[] args) throws IOException {
        // test harness, delete me
        BayesFeatureDriver driver = new BayesFeatureDriver();
        BayesParameters p = new BayesParameters(1);
        Path input = new Path("/home/drew/mahout/bayes/20news-input");
        Path output = new Path("/home/drew/mahout/bayes/20-news-features");
        driver.runJob(input, output, p);
    }
}