forked from kiran0541/Map-Reduce
-
Notifications
You must be signed in to change notification settings - Fork 0
/
Finding rating of each video in youtube data
81 lines (65 loc) · 2.7 KB
/
Finding rating of each video in youtube data
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
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
import java.io.IOException;
import org.apache.hadoop.fs.Path;
import org.apache.hadoop.conf.*;
import org.apache.hadoop.io.*;
import org.apache.hadoop.mapreduce.*;
import org.apache.hadoop.mapreduce.lib.input.FileInputFormat;
import org.apache.hadoop.mapreduce.lib.input.TextInputFormat;
import org.apache.hadoop.mapreduce.lib.output.FileOutputFormat;
import org.apache.hadoop.mapreduce.lib.output.TextOutputFormat;
public class Video_rating {
public static class Map extends Mapper<LongWritable, Text, Text,
FloatWritable> {
private Text video_name = new Text();
private FloatWritable rating = new FloatWritable();
public void map(LongWritable key, Text value, Context context )
throws IOException, InterruptedException {
String line = value.toString();
String str[]=line.split("\t");
if(str.length > 7){
video_name.set(str[0]);
if(str[6].matches("\\d+.+")){ //this regular expression
specifies that the string should contain only floating values
float f=Float.parseFloat(str[6]); //typecasting string to float
rating.set(f);
}
}
context.write(video_name, rating);
}
}
public static class Reduce extends Reducer<Text, FloatWritable,
Text, FloatWritable> {
public void reduce(Text key, Iterable<FloatWritable> values,
Context context)
throws IOException, InterruptedException {
float sum = 0;
int l=0;
for (FloatWritable val : values) {
l+=1; //counts number of values are there for that key
sum += val.get();
}
sum=sum/l; //takes the average of the sum
context.write(key, new FloatWritable(sum));
}
}
public static void main(String[] args) throws Exception {
Configuration conf = new Configuration();
@SuppressWarnings("deprecation")
Job job = new Job(conf, "videorating");
job.setJarByClass(Video_rating.class);
job.setMapOutputKeyClass(Text.class);
job.setMapOutputValueClass(FloatWritable.class);
//job.setNumReduceTasks(0);
job.setOutputKeyClass(Text.class);
job.setOutputValueClass(FloatWritable.class);
job.setMapperClass(Map.class);
job.setReducerClass(Reduce.class);
job.setInputFormatClass(TextInputFormat.class);
job.setOutputFormatClass(TextOutputFormat.class);
FileInputFormat.addInputPath(job, new Path(args[0]));
FileOutputFormat.setOutputPath(job, new Path(args[1]));
Path out=new Path(args[1]);
out.getFileSystem(conf).delete(out);
job.waitForCompletion(true);
}
}