需求:
现有一份QQ好友数据,其中数据第一列代表用户QQ昵称,第二列代表好友QQ昵称。要求编写MapReduce程序实现QQ好友推荐,例如A的好友是B,B的好友是C,即A与C有共同的好友B,则可以向A推荐C,向C推荐A。通过MapReduce完成推荐后,会发现存在给A推B,也给B推A的重复情况,请继续完成处理,避免这个重复操作。
数据:
A,B
A,C
A,E
B,D
B,A
B,F
C,E
C,A
共同好友依次为A,B,C
即要求运行结果为:A -> C,A -> D…
代码如下:
import org.apache.hadoop.io.LongWritable; import org.apache.hadoop.io.Text; import org.apache.hadoop.mapreduce.Mapper; import java.io.IOException; public class QqFriendsMapper extends Mapper{ private String spliter=""; @Override protected void setup(Mapper .Context context) throws IOException, InterruptedException { spliter = context.getConfiguration().get(spliter); } @Override protected void map(LongWritable key, Text value, Mapper .Context context) throws IOException, InterruptedException { String line = value.toString(); String[] split = line.split(","); context.write(new Text(split[0]),new Text(split[1])); context.write(new Text(split[1]),new Text(split[0])); } }
import org.apache.hadoop.io.Text; import org.apache.hadoop.mapreduce.Reducer; import java.io.IOException; import java.util.HashSet; import java.util.Iterator; public class QqFriendsReducer extends Reducer{ private Text outkey = new Text(); private Text outvalue = new Text(); @Override protected void reduce(Text key, Iterable values, Reducer .Context context) throws IOException, InterruptedException { HashSet set = new HashSet<>(); for (Text value : values) { set.add(value.toString()); } Iterator i = set.iterator(); Iterator j = set.iterator(); if (set.size() > 1) { while (i.hasNext()) { String qqname = i.next(); while (j.hasNext()) { String otherqqname = j.next(); if (!qqname.equals(otherqqname)) { outkey.set(qqname); outvalue.set(otherqqname); context.write(outkey, outvalue); } } } } } }
import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.fs.Path;
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;
public class QqFriendsDriver {
public static void main(String[] args) throws IOException, InterruptedException, ClassNotFoundException {
Configuration conf = new Configuration();
Job job = Job.getInstance(conf);
job.setJarByClass(QqFriendsDriver.class);
job.setMapperClass(QqFriendsMapper.class);
job.setReducerClass(QqFriendsReducer.class);
job.setMapOutputKeyClass(Text.class);
job.setMapOutputValueClass(Text.class);
job.setOutputKeyClass(Text.class);
job.setOutputValueClass(Text.class);
FileInputFormat.setInputPaths(job, new Path("C:\Users\xR\Desktop\大数据开发\hadoop\作业\qqfriends.txt"));
FileOutputFormat.setOutputPath(job, new Path("C:\Users\xR\Desktop\大数据开发\hadoop\作业\qqresult1"));
boolean b = job.waitForCompletion(true);
System.exit(b ? 0 : 1);
}
}
输出·结果·为:
B C
B E
A D
A F
A E
A C



