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@nagataka
Created December 8, 2014 21:38
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Example of calculating the average object size from apache like log file.
import java.io.IOException;
import org.apache.hadoop.conf.Configured;
import org.apache.hadoop.fs.Path;
import org.apache.hadoop.io.IntWritable;
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.Reducer.Context;
import org.apache.hadoop.mapreduce.lib.input.FileInputFormat;
import org.apache.hadoop.mapreduce.lib.output.FileOutputFormat;
import org.apache.hadoop.util.Tool;
import org.apache.hadoop.util.ToolRunner;
class KeyMapper extends Mapper<LongWritable, Text, Text, IntWritable> {
@Override
protected void map(LongWritable key, Text value, Context context) throws IOException, InterruptedException {
String line = value.toString();
String[] records = line.split(" ");
context.write(new Text(records[0]), new IntWritable(Integer.parseInt(records[3])));
}
}
class KeyReducer extends Reducer<Text, IntWritable, Text, IntWritable>{
@Override
protected void reduce(Text key, Iterable<IntWritable> values, Context context) throws IOException, InterruptedException {
int count = 0;
int sum = 0;
int result = 0;
for(IntWritable value : values){
sum += value.get();
count += 1;
}
result = sum / count;
context.write(key, new IntWritable(result));
}
}
class Combine extends Reducer<Text, IntWritable, Text, IntWritable>{
@Override
protected void reduce(Text key, Iterable<IntWritable> values, Context context) throws IOException, InterruptedException{
int count = 0;
int sum = 0;
int inter_result = 0;
for (IntWritable value : values){
sum += value.get();
count += 1;
}
inter_result = sum / count;
context.write(key, new IntWritable(inter_result));
}
}
public class KeyCountDriver extends Configured implements Tool {
@Override
public int run(String[] args) throws Exception{
if(args.length != 2){
System.out.printf("Usage: %s [generic options] <indir> <outdir>\n", getClass().getSimpleName());
return -1;
}
Job job = new Job(getConf(), "KeyCount");
job.setJarByClass(KeyCountDriver.class);
job.setJarByClass(KeyMapper.class);
job.setJarByClass(KeyReducer.class);
FileInputFormat.addInputPath(job, new Path(args[0]));
FileOutputFormat.setOutputPath(job, new Path(args[1]));
job.setMapperClass(KeyMapper.class);
job.setReducerClass(KeyReducer.class);
job.setMapOutputKeyClass(Text.class);
job.setMapOutputValueClass(IntWritable.class);
job.setOutputKeyClass(Text.class);
job.setOutputValueClass(IntWritable.class);
return job.waitForCompletion(true) ? 0 : -1;
}
public static void main(String[] args) throws Exception {
System.exit(ToolRunner.run(new KeyCountDriver(), args));
}
}
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