MAPREDUCE

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What is MapReduce?

MapReduce is the processing layer of Hadoop. MapReduce programming model is designed for processing large volumes of data in parallel by dividing the work into a set of independent tasks.You need to put business logic in the way MapReduce works and rest things will be taken care by the framework. Work  which is submitted by the user to master is divided into small works (tasks) and assigned to slaves. MapReduce programs are written in a particular style influenced by functional programming constructs, specifical idioms for processing lists of data. Here in MapReduce, we get inputs from a list and it converts it into output which is again a list. It is the heart of Hadoop. Hadoop is so much powerful and efficient due to MapRreduce as here parallel processing is done.
This is what MapReduce is in Big Data. Map-Reduce divides the work into small parts, each of which can be done in parallel on the cluster of servers. A problem is divided into a large number of smaller problems each of which is processed to give individual outputs. These individual outputs are further processed to give final output. Hadoop Map-Reduce is scalable and can also be used across many computers. Many small machines can be used to process jobs that could not be processed by a large machine.

 

MAPREDUCE ALGORITHM

Generally MapReduce paradigm is based on sending the computer to where the data resides. MapReduce program executes in three stages, namely map stage, shuffle stage, and reduce stage.

Map Stage

It Process the input data. Input for map stage is a <key value> pair and it produces the <key,value> pair as the output.

Shuffle and sort Stage

Shuffle phase in Hadoop transfers the map output from Mapper to a Reducer in MapReduce. Sort phase in MapReduce covers the merging and sorting of map outputs.

Reduce Stage

The Reducer’s job is to process the data that comes from the mapper.All intermediate values belongs to the same intermediate keys, are processed and a new set of key value pair is generated as output and it is stored in the HDFS.

Partitioner

A partitioner partitions the key-value pairs of intermediate Map-outputs. It partitions the data using a user-defined condition, which works like a hash function.

Combiner

The Combiner class is used in between the Map class and the Reduce class to reduce the volume of data transfer between Map and Reduce.

 

 

 

Lets take one example and see the working of MapReduce(Word Count Example)

 

Now Let’s See the Word Count Program in Java

 

package DataHut;

import java.io.IOException;
import java.util.StringTokenizer;

import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.fs.Path;
import org.apache.hadoop.io.IntWritable;
import org.apache.hadoop.io.LongWritable;
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.input.TextInputFormat;
import org.apache.hadoop.mapreduce.lib.output.FileOutputFormat;
import org.apache.hadoop.mapreduce.lib.output.TextOutputFormat;

public class WordCount {
public static class Map extends Mapper<LongWritable, Text, Text, IntWritable> {
private final static IntWritable one = new IntWritable(1);
private Text word = new Text();
@Override
protected void map(LongWritable key, Text value, Context context) throws IOException, InterruptedException {
String line = value.toString();
StringTokenizer tokenizer = new StringTokenizer(line);
while (tokenizer.hasMoreTokens()) {
word.set(tokenizer.nextToken());
context.write(word, one);
}
}
}

public static class Reduce extends Reducer<Text, IntWritable, Text, IntWritable> {
private IntWritable value = new IntWritable(0);
@Override
protected void reduce(Text key, Iterable<IntWritable> values, Context context) throws IOException, InterruptedException {
int sum = 0;
for (IntWritable value : values)
sum += value.get();
value.set(sum);
context.write(key, value);
}
}

public static void main(String[] args) throws Exception {
Configuration conf = new Configuration();
Job job = new Job(conf, “wordcount”);
job.setJarByClass(WordCount.class);
job.setOutputKeyClass(Text.class);
job.setOutputValueClass(IntWritable.class);
job.setMapperClass(Map.class);
job.setReducerClass(Reduce.class);
job.setInputFormatClass(TextInputFormat.class);
job.setOutputFormatClass(TextOutputFormat.class);
job.setNumReduceTasks(1);

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

boolean success = job.waitForCompletion(true);
System.out.println(success);
}
}

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