MapredColorCount.java

/**
 * 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 example;

import java.io.IOException;

import org.apache.avro.*;
import org.apache.avro.Schema.Type;
import org.apache.avro.mapred.*;
import org.apache.hadoop.conf.*;
import org.apache.hadoop.fs.Path;
import org.apache.hadoop.mapred.*;
import org.apache.hadoop.util.*;

import example.avro.User;

public class MapredColorCount extends Configured implements Tool {

  public static class ColorCountMapper extends AvroMapper<User, Pair<CharSequence, Integer>> {
    @Override
    public void map(User user, AvroCollector<Pair<CharSequence, Integer>> collector, Reporter reporter)
        throws IOException {
      CharSequence color = user.getFavoriteColor();
      // We need this check because the User.favorite_color field has type ["string", "null"]
      if (color == null) {
        color = "none";
      }
      collector.collect(new Pair<CharSequence, Integer>(color, 1));
    }
  }

  public static class ColorCountReducer extends AvroReducer<CharSequence, Integer,
                                                            Pair<CharSequence, Integer>> {
    @Override
    public void reduce(CharSequence key, Iterable<Integer> values,
                       AvroCollector<Pair<CharSequence, Integer>> collector,
                       Reporter reporter)
        throws IOException {
      int sum = 0;
      for (Integer value : values) {
        sum += value;
      }
      collector.collect(new Pair<CharSequence, Integer>(key, sum));
    }
  }

  public int run(String[] args) throws Exception {
    if (args.length != 2) {
      System.err.println("Usage: MapredColorCount <input path> <output path>");
      return -1;
    }

    JobConf conf = new JobConf(getConf(), MapredColorCount.class);
    conf.setJobName("colorcount");

    FileInputFormat.setInputPaths(conf, new Path(args[0]));
    FileOutputFormat.setOutputPath(conf, new Path(args[1]));

    AvroJob.setMapperClass(conf, ColorCountMapper.class);
    AvroJob.setReducerClass(conf, ColorCountReducer.class);

    // Note that AvroJob.setInputSchema and AvroJob.setOutputSchema set
    // relevant config options such as input/output format, map output
    // classes, and output key class.
    AvroJob.setInputSchema(conf, User.getClassSchema());
    AvroJob.setOutputSchema(conf, Pair.getPairSchema(Schema.create(Type.STRING),
        Schema.create(Type.INT)));

    JobClient.runJob(conf);
    return 0;
  }

  public static void main(String[] args) throws Exception {
    int res = ToolRunner.run(new Configuration(), new MapredColorCount(), args);
    System.exit(res);
  }
}