-
Notifications
You must be signed in to change notification settings - Fork 0
/
Average.java
60 lines (54 loc) · 2.15 KB
/
Average.java
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
import java.io.IOException;
import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.fs.Path;
import org.apache.hadoop.io.FloatWritable;
import org.apache.hadoop.io.IntWritable;
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 Average {
public static class AverageMapper extends Mapper<Object, Text, Text, IntWritable> {
private IntWritable rate = new IntWritable();
private Text movie = new Text();
public void map(Object key, Text value, Context context) throws IOException, InterruptedException {
String[] lines = value.toString().split(System.getProperty("line.separator"));
for (String line: lines) {
String[] tokens = line.split(",");
movie.set(tokens[3]);
rate.set(Integer.parseInt(tokens[1]));
try {
context.write(movie, rate);
}
catch (IOException | InterruptedException e) {
e.printStackTrace();
}
}
}
}
public static class AverageReducer extends Reducer<Text, IntWritable, Text, FloatWritable> {
public void reduce(Text key, Iterable<IntWritable> values, Context context) throws IOException, InterruptedException {
int sum = 0, count = 0;
for (IntWritable val : values) {
sum += val.get();
count++;
}
Float avg = (float) sum / count;
context.write(key, new FloatWritable(avg));
}
}
public static void main(String[] args) throws Exception {
Configuration conf = new Configuration();
Job job = Job.getInstance(conf, "average");
job.setJarByClass(Average.class);
job.setMapperClass(AverageMapper.class);
job.setReducerClass(AverageReducer.class);
job.setOutputKeyClass(Text.class);
job.setOutputValueClass(IntWritable.class);
FileInputFormat.addInputPath(job, new Path(args[0]));
FileOutputFormat.setOutputPath(job, new Path(args[1]));
System.exit(job.waitForCompletion(true) ? 0 : 1);
}
}