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@richievos
Created November 4, 2012 22:35
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Simple hadoop example
import java.io.IOException;
import java.util.*;
import java.util.regex.Pattern;
import org.apache.hadoop.fs.Path;
import org.apache.hadoop.conf.*;
import org.apache.hadoop.io.*;
import org.apache.hadoop.util.*;
import org.apache.hadoop.mapreduce.Mapper;
import org.apache.hadoop.mapreduce.Reducer;
import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.conf.Configured;
import org.apache.hadoop.mapreduce.Job;
import org.apache.hadoop.mapreduce.lib.input.FileInputFormat;
import org.apache.hadoop.mapreduce.lib.output.FileOutputFormat;
public class MyCounter {
public static class Map extends Mapper<LongWritable, Text, Text, IntWritable> {
private final static IntWritable one = new IntWritable(1);
private final static Pattern notALetter = Pattern.compile("[^a-zA-Z]*");
private Text word = new Text();
private char[] outChars = new char[1];
public void map(LongWritable key, Text value, Context context) throws IOException, InterruptedException {
charMap(key, value, context);
}
protected void charMap(LongWritable key, Text value, Context context) throws IOException, InterruptedException {
String cleanedString = notALetter.matcher(value.toString()).replaceAll("").toLowerCase();
for (int i = 0; i < cleanedString.length(); i++) {
char charAtLoc = cleanedString.charAt(i);
outChars[0] = charAtLoc;
word.set(new String(outChars));
context.write(word, one);
}
}
protected void wordMap(LongWritable key, Text value, Context context) throws IOException, InterruptedException {
String line = value.toString();
StringTokenizer tokenizer = new StringTokenizer(line);
while (tokenizer.hasMoreTokens()) {
// String cleanedString = tokenizer.nextToken();
String cleanedString = notALetter.matcher(tokenizer.nextToken()).replaceAll("").toLowerCase();
if (cleanedString.length() > 0) {
word.set(cleanedString);
context.write(word, one);
}
}
}
}
public static class Reduce extends Reducer<Text, IntWritable, Text, IntWritable> {
private IntWritable result = new IntWritable();
protected void reduce(Text key, Iterable<IntWritable> values, Context context) throws IOException, InterruptedException {
int sum = 0;
for (IntWritable value : values) {
sum += value.get();
}
result.set(sum);
context.write(key, result);
}
}
public static void main(String[] args) throws Exception {
Configuration conf = new Configuration();
Job job = new Job(conf, "mycounter");
job.setJarByClass(MyCounter.class);
job.setOutputKeyClass(Text.class);
job.setOutputValueClass(IntWritable.class);
job.setMapperClass(Map.class);
job.setCombinerClass(Reduce.class);
job.setReducerClass(Reduce.class);
FileInputFormat.addInputPath(job, new Path(args[0]));
FileOutputFormat.setOutputPath(job, new Path(args[1]));
job.waitForCompletion(true);
}
}
# initial setup
curl http://mirrors.xmission.com/gutenberg/1/3/4/1342/1342.txt | hadoop fs -put - /gutenberg/1342.txt
# run these when I change it
javac -classpath /usr/local/Cellar/hadoop/1.0.4/libexec/hadoop-core-1.0.4.jar -d class src/MyCounter.java && cd class && jar cvf ../mycounter.jar * && cd -
hadoop fs -rmr /gutenberg-word-out && hadoop jar mycounter.jar MyCounter /gutenberg /gutenberg-word-out
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