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  • mapreduce实现社交中共同好友

    测试数据中给了一个单向的一个用户有哪些好友,

    A:B,C,D,F,E,O
    B:A,C,E,K
    C:F,A,D,I
    D:A,E,F,L
    E:B,C,D,M,L
    F:A,B,C,D,E,O,M
    G:A,C,D,E,F
    H:A,C,D,E,O
    I:A,O
    J:B,O
    K:A,C,D
    L:D,E,F
    M:E,F,G
    O:A,H,I,J

    //先求 单向的 哪些人加了该用户为好友

    package cn.itcast.bigdata.mr.fensi;
    
    import java.io.IOException;
    
    import org.apache.hadoop.conf.Configuration;
    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.Mapper;
    import org.apache.hadoop.mapreduce.Reducer;
    import org.apache.hadoop.mapreduce.lib.input.FileInputFormat;
    import org.apache.hadoop.mapreduce.lib.output.FileOutputFormat;
    
    public class SharedFriendsStepOne {
    
        static class SharedFriendsStepOneMapper extends Mapper<LongWritable, Text, Text, Text> {
    
            @Override
            protected void map(LongWritable key, Text value, Context context) throws IOException, InterruptedException {
                // A:B,C,D,F,E,O
                String line = value.toString();
                String[] person_friends = line.split(":");
                String person = person_friends[0];
                String friends = person_friends[1];
    
                for (String friend : friends.split(",")) {
    
                    // 输出<好友,人>
                    context.write(new Text(friend), new Text(person));
                }
    
            }
    
        }
    
        static class SharedFriendsStepOneReducer extends Reducer<Text, Text, Text, Text> {
    
            @Override
            protected void reduce(Text friend, Iterable<Text> persons, Context context) throws IOException, InterruptedException {
    
                StringBuffer sb = new StringBuffer();
    
                for (Text person : persons) {
                    sb.append(person).append(",");
    
                }
                context.write(friend, new Text(sb.toString()));
            }
    
        }
    
        public static void main(String[] args) throws Exception {
    
            Configuration conf = new Configuration();
    
            Job job = Job.getInstance(conf);
            job.setJarByClass(SharedFriendsStepOne.class);
    
            job.setOutputKeyClass(Text.class);
            job.setOutputValueClass(Text.class);
            
            job.setMapperClass(SharedFriendsStepOneMapper.class);
            job.setReducerClass(SharedFriendsStepOneReducer.class);
    
            FileInputFormat.setInputPaths(job, new Path("D:/srcdata/friends"));
            FileOutputFormat.setOutputPath(job, new Path("D:/temp/out"));
    
            job.waitForCompletion(true);
    
        }
    
    }

    //求共同好友

    package cn.itcast.bigdata.mr.fensi;
    
    import java.io.IOException;
    import java.util.Arrays;
    
    import org.apache.hadoop.conf.Configuration;
    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.Mapper;
    import org.apache.hadoop.mapreduce.Reducer;
    import org.apache.hadoop.mapreduce.lib.input.FileInputFormat;
    import org.apache.hadoop.mapreduce.lib.output.FileOutputFormat;
    
    public class SharedFriendsStepTwo {
    
        static class SharedFriendsStepTwoMapper extends Mapper<LongWritable, Text, Text, Text> {
    
            // 拿到的数据是上一个步骤的输出结果
            // A I,K,C,B,G,F,H,O,D,
            // 友 人,人,人
            @Override
            protected void map(LongWritable key, Text value, Context context) throws IOException, InterruptedException {
    
                String line = value.toString();
                String[] friend_persons = line.split("	");
    
                String friend = friend_persons[0];
                String[] persons = friend_persons[1].split(",");
    
                Arrays.sort(persons);
    
                for (int i = 0; i < persons.length - 1; i++) {
                    for (int j = i + 1; j < persons.length; j++) {
                        // 发出 <人-人,好友> ,这样,相同的“人-人”对的所有好友就会到同1个reduce中去
                        context.write(new Text(persons[i] + "-" + persons[j]), new Text(friend));
                    }
    
                }
    
            }
    
        }
    
        static class SharedFriendsStepTwoReducer extends Reducer<Text, Text, Text, Text> {
    
            @Override
            protected void reduce(Text person_person, Iterable<Text> friends, Context context) throws IOException, InterruptedException {
    
                StringBuffer sb = new StringBuffer();
    
                for (Text friend : friends) {
                    sb.append(friend).append(" ");
    
                }
                context.write(person_person, new Text(sb.toString()));
            }
    
        }
    
        public static void main(String[] args) throws Exception {
    
            Configuration conf = new Configuration();
    
            Job job = Job.getInstance(conf);
            job.setJarByClass(SharedFriendsStepTwo.class);
    
            job.setOutputKeyClass(Text.class);
            job.setOutputValueClass(Text.class);
    
            job.setMapperClass(SharedFriendsStepTwoMapper.class);
            job.setReducerClass(SharedFriendsStepTwoReducer.class);
    
            FileInputFormat.setInputPaths(job, new Path("D:/temp/out/part-r-00000"));
            FileOutputFormat.setOutputPath(job, new Path("D:/temp/out2"));
    
            job.waitForCompletion(true);
    
        }
    
    }
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  • 原文地址:https://www.cnblogs.com/huodaihao/p/8997364.html
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