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  • 用Mapreduce求共同好友

    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);
    
    	}
    
    }
    

      

    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/zmoumou/p/9975484.html
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