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@fukata
Created May 4, 2011 11:07
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ApacheLogHadoopExample
package org.fukata.hadoop;
import java.io.IOException;
import java.util.regex.Matcher;
import java.util.regex.Pattern;
import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.fs.Path;
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;
import org.apache.hadoop.util.GenericOptionsParser;
public class RefererCount {
/**
* @see http://www.java2s.com/Code/Java/Development-Class/ParseanApachelogfilewithRegularExpressions.htm
*/
public static class RefererMapper extends
Mapper<Object, Text, Text, IntWritable> {
private static final IntWritable ONE = new IntWritable(1);
private Text keyReferer = new Text();
private static final int LOG_GROUPS = 9;
private static String LOG_REGEX = "^([\\d.]+) (\\S+) (\\S+) \\[([\\w:/]+\\s[+\\-]\\d{4})\\] \"(.+?)\" (\\d{3}) (\\d+) \"([^\"]+)\" \"([^\"]+)\"";
private static Pattern LOG_PATTERN = Pattern.compile(LOG_REGEX);
protected void map(
Object key,
Text value,
org.apache.hadoop.mapreduce.Mapper<Object, Text, Text, IntWritable>.Context context)
throws java.io.IOException, InterruptedException {
Matcher matcher = LOG_PATTERN.matcher(value.toString());
if (!matcher.matches() || LOG_GROUPS != matcher.groupCount()) {
return;
}
String referer = matcher.group(8);
keyReferer.set(referer);
context.write(keyReferer, ONE);
};
}
public static class IntSumReducer extends
Reducer<Text, IntWritable, Text, IntWritable> {
private IntWritable result = new IntWritable();
public void reduce(Text key, Iterable<IntWritable> values,
Context context) throws IOException, InterruptedException {
int sum = 0;
for (IntWritable val : values) {
sum += val.get();
}
result.set(sum);
context.write(key, result);
}
}
public static void main(String[] args) throws Exception {
Configuration conf = new Configuration();
String[] otherArgs = new GenericOptionsParser(conf, args)
.getRemainingArgs();
if (otherArgs.length != 2) {
System.err.println("Usage: org.fukata.hadoop.RefererCount <in> <out>");
System.exit(2);
}
Job job = new Job(conf, "RefererCount");
job.setJarByClass(RefererCount.class);
job.setMapperClass(RefererMapper.class);
job.setCombinerClass(IntSumReducer.class);
job.setReducerClass(IntSumReducer.class);
job.setOutputKeyClass(Text.class);
job.setOutputValueClass(IntWritable.class);
FileInputFormat.addInputPath(job, new Path(otherArgs[0]));
FileOutputFormat.setOutputPath(job, new Path(otherArgs[1]));
System.exit(job.waitForCompletion(true) ? 0 : 1);
}
}
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