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mapreduce中最简单的wordcount程序

2016-11-20 16:39 495 查看
1.首先建一个WCMapper 类:

package com.zhichao.wan.mr.wordcount1;

import java.io.IOException;

import org.apache.commons.lang.StringUtils;
import org.apache.hadoop.io.LongWritable;
import org.apache.hadoop.io.Text;
import org.apache.hadoop.mapreduce.Mapper;

public class WCMapper extends Mapper<LongWritable, Text, Text, LongWritable>{

@Override
protected void map(LongWritable key, Text value,Context context)
throws IOException, InterruptedException {
//1.获取每一行的字符串
String sting = value.toString();

//2.开始切割字符串,成为一个个的单词
String[] words = StringUtils.split(sting, " ");

for (String word : words) {

context.write(new Text(word), new LongWritable(1));
}

}

}


2.然后建一个WCReducer 类:

package com.zhichao.wan.mr.wordcount1;

import java.io.IOException;

import org.apache.hadoop.io.LongWritable;
import org.apache.hadoop.io.Text;
import org.apache.hadoop.mapreduce.Reducer;

public class WCReducer extends Reducer<Text, LongWritable, Text, LongWritable>{

@Override
protected void reduce(Text key, Iterable<LongWritable> values,Context context)
throws IOException, InterruptedException {

long count=0;

for (LongWritable value : values) {

count+=value.get();
}

context.write(key, new LongWritable(count));

}

}


3.最后

package com.zhichao.wan.mr.wordcount1;

import java.io
4000
.IOException;

import org.apache.hadoop.fs.Path;
import org.apache.hadoop.io.LongWritable;
import org.apache.hadoop.io.Text;
import org.apache.hadoop.mapreduce.Job;
import org.apache.hadoop.mapreduce.lib.input.FileInputFormat;
import org.apache.hadoop.mapreduce.lib.output.FileOutputFormat;

public class WCRunner {

/**
* @param args
* @throws Exception
*/
public static void main(String[] args) throws Exception {

Job job=Job.getInstance();

job.setJarByClass(WCRunner.class);

job.setMapperClass(WCMapper.class);
job.setReducerClass(WCReducer.class);

job.setMapOutputKeyClass(Text.class);
job.setMapOutputValueClass(LongWritable.class);

job.setOutputKeyClass(Text.class);
job.setOutputValueClass(LongWritable.class);

FileInputFormat.setInputPaths(job, new Path("/wc/srcdata/"));

FileOutputFormat.setOutputPath(job, new Path("/wc/output"));

job.waitForCompletion(true);

}

}


5.将程序打成jar包,并拷贝到linux中。

6.建一个测试文件



7.运行jar包,指定主程序的地址



8.运行结果:

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