| Version 2 (modified by waue, 17 years ago) (diff) |
|---|
/*
* map reduce sample code
*/
import java.io.IOException;
import java.util.Iterator;
import java.util.StringTokenizer;
import org.apache.hadoop.fs.FileSystem;
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.mapred.JobClient;
import org.apache.hadoop.mapred.JobConf;
import org.apache.hadoop.mapred.MapReduceBase;
import org.apache.hadoop.mapred.Mapper;
import org.apache.hadoop.mapred.OutputCollector;
import org.apache.hadoop.mapred.Reducer;
import org.apache.hadoop.mapred.Reporter;
public class WordCount {
// mapper: emits (token, 1) for every word occurrence
private static class MapClass extends MapReduceBase implements
Mapper<LongWritable, Text, Text, IntWritable> {
// reuse objects to save overhead of object creation
private final static IntWritable one = new IntWritable(1);
private Text word = new Text();
public void map(LongWritable key, Text value,
OutputCollector<Text, IntWritable> output, Reporter reporter)
throws IOException {
String line = ((Text) value).toString();
StringTokenizer itr = new StringTokenizer(line);
while (itr.hasMoreTokens()) {
word.set(itr.nextToken());
output.collect(word, one);
}
}
}
// reducer: sums up all the counts
private static class ReduceClass extends MapReduceBase implements
Reducer<Text, IntWritable, Text, IntWritable> {
// reuse objects
private final static IntWritable SumValue = new IntWritable();
public void reduce(Text key, Iterator<IntWritable> values,
OutputCollector<Text, IntWritable> output, Reporter reporter)
throws IOException {
// sum up values
int sum = 0;
while (values.hasNext()) {
sum += values.next().get();
}
SumValue.set(sum);
output.collect(key, SumValue);
}
}
/**
* Runs the demo.
*/
public static void main(String[] args) throws IOException {
String filename = "/user/waue/test/132.txt";
String outputPath = "sample-counts";
int mapTasks = 20;
int reduceTasks = 1;
JobConf conf = new JobConf(WordCount.class);
conf.setJobName("wordcount");
conf.setNumMapTasks(mapTasks);
conf.setNumReduceTasks(reduceTasks);
conf.setInputPath(new Path(filename));
conf.setOutputKeyClass(Text.class);
conf.setOutputValueClass(IntWritable.class);
conf.setOutputPath(new Path(outputPath));
conf.setMapperClass(MapClass.class);
conf.setCombinerClass(ReduceClass.class);
conf.setReducerClass(ReduceClass.class);
// Delete the output directory if it exists already
Path outputDir = new Path(outputPath);
FileSystem.get(conf).delete(outputDir);
JobClient.runJob(conf);
}
}
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- WordCount.java (2.7 KB) - added by waue 17 years ago.
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