Tuesday, 30 April 2013

Hadoop: Map Reduce Example: Calculate mean in Map Reduce


Following Map Reduce job will calculate mean of all the values of a column of a file placed on HDFS 

package com.impetus;

import java.io.IOException;

import org.apache.hadoop.conf.Configuration;

import org.apache.hadoop.fs.Path;

import org.apache.hadoop.io.IntWritable;

import org.apache.hadoop.io.NullWritable;

import org.apache.hadoop.io.Text;

import org.apache.hadoop.mapreduce.Job;

import org.apache.hadoop.mapreduce.Mapper;

import org.apache.hadoop.mapreduce.Reducer;

import org.apache.hadoop.mapreduce.lib.input.FileInputFormat;

import org.apache.hadoop.mapreduce.lib.output.FileOutputFormat;

public class MeanDriver {
    public static class MeanMapper extends
            Mapper<Object, Text, Text, IntWritable> {
        Text word = new Text("key");
        IntWritable val = new IntWritable();
        public void map(Object key, Text value, Context context)
                throws InterruptedException, IOException {
            String columns[] = value.toString().split("\t");
            val.set(Integer.parseInt(columns[0]));
            context.write(word, val);
        }
    }
    public static class MeanReducer extends
            Reducer<Text, IntWritable, NullWritable, IntWritable> {
        NullWritable out = NullWritable.get();
        IntWritable result = new IntWritable();
        int count = 0;
        public void reduce(Text key, Iterable<IntWritable> values,
                Context context) throws IOException, InterruptedException {
            int sum = 0;
            for (IntWritable val : values) {
                sum += val.get();
                count += 1;
            }
            sum = sum / count;
            result.set(sum);
            context.write(out, result);
        }
    }
    public static void main(String args[]) throws IOException,
            InterruptedException, ClassNotFoundException {
        Configuration conf = new Configuration();
        if (args.length != 2) {
            System.err.println("Usage: Wordcount <in> <out>");
            System.exit(2);
        }
        Job job = new Job(conf, "calculate mean");
        job.setJarByClass(MeanDriver.class);
        job.setMapperClass(MeanMapper.class);
        job.setReducerClass(MeanReducer.class);
        job.setMapOutputKeyClass(Text.class);
        job.setMapOutputValueClass(IntWritable.class);
        job.setOutputKeyClass(NullWritable.class);
        job.setOutputValueClass(IntWritable.class);
        FileInputFormat.addInputPath(job, new Path(args[0]));
        FileOutputFormat.setOutputPath(job, new Path(args[1]));
        System.exit(job.waitForCompletion(true) ? 0 : 1);
    }
}

No comments:

Post a Comment