hadoop word count
This commit is contained in:
74
code/src/main/java/com/raorao/hadoop/WordCount.java
Normal file
74
code/src/main/java/com/raorao/hadoop/WordCount.java
Normal file
@ -0,0 +1,74 @@
|
||||
package com.raorao.hadoop;
|
||||
|
||||
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.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;
|
||||
import org.apache.hadoop.util.GenericOptionsParser;
|
||||
|
||||
/**
|
||||
* 使用map reduce实现计数操作.
|
||||
*
|
||||
* @author Xiong Raorao
|
||||
* @since 2018-07-31-10:22
|
||||
*/
|
||||
public class WordCount {
|
||||
public static class TokenizerMapper
|
||||
extends Mapper<Object, Text, Text, IntWritable>{
|
||||
|
||||
private final static IntWritable one = new IntWritable(1);
|
||||
private Text word = new Text();
|
||||
|
||||
public void map(Object key, Text value, Context context
|
||||
) throws IOException, InterruptedException {
|
||||
StringTokenizer itr = new StringTokenizer(value.toString());
|
||||
while (itr.hasMoreTokens()) {
|
||||
word.set(itr.nextToken());
|
||||
context.write(word, one);
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
public static class IntSumReducer
|
||||
extends Reducer<Text,IntWritable,Text,IntWritable> {
|
||||
private IntWritable result = new IntWritable();
|
||||
|
||||
public void reduce(Text key, Iterable<IntWritable> values,
|
||||
Context context
|
||||
) throws IOException, InterruptedException {
|
||||
int sum = 0;
|
||||
for (IntWritable val : values) {
|
||||
sum += val.get();
|
||||
}
|
||||
result.set(sum);
|
||||
context.write(key, result);
|
||||
}
|
||||
}
|
||||
|
||||
public static void main(String[] args) throws Exception {
|
||||
Configuration conf = new Configuration();
|
||||
String[] otherArgs = new GenericOptionsParser(conf, args).getRemainingArgs();
|
||||
if (otherArgs.length != 2) {
|
||||
System.err.println("Usage: wordcount <in> <out>");
|
||||
System.exit(2);
|
||||
}
|
||||
Job job = new Job(conf, "word count");
|
||||
job.setJarByClass(WordCount.class);
|
||||
job.setMapperClass(TokenizerMapper.class);
|
||||
job.setCombinerClass(IntSumReducer.class);
|
||||
job.setReducerClass(IntSumReducer.class);
|
||||
job.setOutputKeyClass(Text.class);
|
||||
job.setOutputValueClass(IntWritable.class);
|
||||
FileInputFormat.addInputPath(job, new Path(otherArgs[0]));
|
||||
FileOutputFormat.setOutputPath(job, new Path(otherArgs[1]));
|
||||
System.exit(job.waitForCompletion(true) ? 0 : 1);
|
||||
}
|
||||
}
|
Reference in New Issue
Block a user