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【大数据系列】MapReduce示例好友推荐

2017-07-18 23:30 495 查看
package org.slp;

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

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

/**
* Created by sanglp on 2017/7/17.
*/
public class Test2Mapper extends Mapper<LongWritable ,Text,Text,Text> {
@Override
protected void map(LongWritable key, Text value, Context context) throws IOException, InterruptedException {
//super.map(key, value, context);
String line = value.toString();//一行数据代表一组好友关系
String[] ss = line.split("\t");
context.write(new Text(ss[0]),new Text(ss[1]));//主从分成两行输出
context.write(new Text(ss[1]),new Text(ss[0]));

}
}


package org.slp;

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

import java.io.IOException;
import java.util.HashSet;
import java.util.Iterator;
import java.util.Set;

/**
* Created by sanglp on 2017/7/17.
*/
public class Test2Reduce extends Reducer<Text,Text,Text,Text> {
@Override
protected void reduce(Text key, Iterable<Text> values, Context context) throws IOException, InterruptedException {
//super.reduce(key, values, context);
Set<String> set = new HashSet<String>();
for(Text t :values ){
set.add(t.toString());
}
if (set.size()>1){
for(Iterator j = set.iterator();j.hasNext();){
String name = (String)j.next();
for(Iterator k = set.iterator();k.hasNext();){
String other = (String)k.next();
if(!name.equals(other)){
context.write(new Text(name),new Text(other));
}
}
}
}
}
}


package org.slp;

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

import java.io.IOException;

/**
* Created by sanglp on 2017/7/17.
*/
public class JobRun2 {

public static void main(String[] args){
Configuration conf = new Configuration();
conf.set("mapred.job.tracker","node1:9001");
conf.set("mapred.job.tracker","node1:9001");
conf.set("mapred.jar","C:\\Users\\sanglp\\qq.jar");
try {
Job job = new Job(conf);
job.setJobName("qq");
job.setJarByClass(JobRun2.class);
job.setMapperClass(Test2Mapper.class);
job.setReducerClass(Test2Reduce.class);
job.setMapOutputKeyClass(Text.class);
job.setMapOutputValueClass(Text.class);

job.setNumReduceTasks(1);//设置reduce任务的个数
//mapreduce输入数据所在目录或文件
FileInputFormat.addInputPath(job,new Path("/usr/input/qq"));
//mr执行之后的输出数据的目录
FileOutputFormat.setOutputPath(job,new Path("/usr/out/qq"));
try {
System.exit(job.waitForCompletion(true)?0:1);
} catch (InterruptedException e) {
e.printStackTrace();
} catch (ClassNotFoundException e) {
e.printStackTrace();
}
} catch (IOException e) {
e.printStackTrace();
}
}
}


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