Last active
March 8, 2016 12:48
-
-
Save sadedv/94b2c58f9deae4c4be14 to your computer and use it in GitHub Desktop.
MapReduce Hadoop Java
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
import org.apache.hadoop.conf.Configured; | |
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.TextInputFormat; | |
import org.apache.hadoop.mapreduce.lib.output.TextOutputFormat; | |
import org.apache.hadoop.util.Tool; | |
import org.apache.hadoop.util.ToolRunner; | |
import java.io.IOException; | |
import java.util.StringTokenizer; | |
public class WordCountJob extends Configured implements Tool { | |
static public class WordCountMapper extends Mapper<LongWritable, Text, Text, IntWritable> { | |
private final static IntWritable one = new IntWritable(1); | |
private final Text text = new Text(); | |
@Override | |
protected void map(LongWritable key, Text value, Context context) | |
throws IOException, InterruptedException { | |
StringTokenizer tokenizer = new StringTokenizer(value.toString()); | |
while (tokenizer.hasMoreTokens()) { | |
text.set(tokenizer.nextToken()); | |
context.write(text, one); | |
} | |
} | |
} | |
static public class WordCountReducer | |
extends Reducer<Text, IntWritable, Text, IntWritable> { | |
@Override | |
protected void reduce(Text key, Iterable<IntWritable> values, Context context) | |
throws IOException, InterruptedException { | |
int sum = 0; | |
for (IntWritable value : values) { | |
sum += value.get(); | |
} | |
context.write(key, new IntWritable(sum)); | |
} | |
} | |
@Override | |
public int run(String[] args) throws Exception { | |
Job job = Job.getInstance(getConf(), "WordCount"); | |
job.setJarByClass(getClass()); | |
TextInputFormat.addInputPath(job, new Path(args[0])); | |
job.setInputFormatClass(TextInputFormat.class); | |
job.setMapperClass(WordCountMapper.class); | |
job.setReducerClass(WordCountReducer.class); | |
job.setCombinerClass(WordCountReducer.class); | |
TextOutputFormat.setOutputPath(job, new Path(args[1])); | |
job.setOutputFormatClass(TextOutputFormat.class); | |
job.setOutputKeyClass(Text.class); | |
job.setOutputValueClass(IntWritable.class); | |
return job.waitForCompletion(true) ? 0 : 1; | |
} | |
public static void main(String[] args) throws Exception { | |
int exitCode = ToolRunner.run( | |
new WordCountJob(), args); | |
System.exit(exitCode); | |
} | |
} |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment