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TSAverage.java
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80 lines (60 loc) · 2.24 KB
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package gov.llnl.aims;
import java.io.IOException;
import java.util.*;
import org.apache.hadoop.fs.Path;
import org.apache.hadoop.conf.*;
import org.apache.hadoop.io.*;
import org.apache.hadoop.mapred.*;
import org.apache.hadoop.util.*;
public class TSAverage {
public static class Map extends MapReduceBase implements Mapper<LongWritable, Text, IntWritable, FloatWritable> {
/**
Mapper averages all values across the line
*/
public void map(LongWritable key, Text value, OutputCollector<IntWritable, FloatWritable> output, Reporter reporter) throws IOException {
String line = value.toString();
StringTokenizer tokenizer = new StringTokenizer(line);
int count =-1 ;
int int_key =0;
float total =0;
while (tokenizer.hasMoreTokens()) {
if(count == -1)
int_key = Integer.parseInt(tokenizer.nextToken());
else
total += Float.parseFloat(tokenizer.nextToken());
count++;
}
IntWritable key_out = new IntWritable(int_key);
FloatWritable val = new FloatWritable(total /count );
output.collect(key_out, val);
}
}
public static class Reduce extends MapReduceBase implements Reducer<IntWritable, FloatWritable, IntWritable, FloatWritable> {
/**
reducer averages all keys
*/
public void reduce(IntWritable key, Iterator<FloatWritable> values, OutputCollector<IntWritable, FloatWritable> output, Reporter reporter) throws IOException {
float sum = 0;
int count = 0;
while (values.hasNext()) {
sum += values.next().get();
count++;
}
output.collect(key, new FloatWritable(sum / count));
}
}
public static void main(String[] args) throws Exception {
JobConf conf = new JobConf(TSAverage.class);
conf.setJobName("time-splice-avergae");
conf.setOutputKeyClass(IntWritable.class);
conf.setOutputValueClass(FloatWritable.class);
conf.setMapperClass(Map.class);
conf.setCombinerClass(Reduce.class);
conf.setReducerClass(Reduce.class);
conf.setInputFormat(TextInputFormat.class);
conf.setOutputFormat(TextOutputFormat.class);
FileInputFormat.setInputPaths(conf, new Path(args[0]));
FileOutputFormat.setOutputPath(conf, new Path(args[1]));
JobClient.runJob(conf);
}
}