02. MapReduce hands-on

docker-compose exec hive-server bash

root@956bee11e4ec:/my-data/java# hadoop fs -mkdir /user/lco
root@956bee11e4ec:/my-data/java# hadoop fs -mkdir /user/lco/wordcount/     
root@956bee11e4ec:/my-data/java# hadoop fs -mkdir /user/lco/wordcount/input

import java.io.IOException;
import java.util.StringTokenizer;

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;

public class WordCount {

  public static class TokenizerMapper
       extends Mapper<Object, Text, Text, IntWritable>{

    private final static IntWritable one = new IntWritable(1);
    private Text word = new Text();

    public void map(Object key, Text value, Context context
                    ) throws IOException, InterruptedException {
      StringTokenizer itr = new StringTokenizer(value.toString());
      while (itr.hasMoreTokens()) {
        word.set(itr.nextToken());
        context.write(word, 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();
    Job job = Job.getInstance(conf, "word count");
    job.setJarByClass(WordCount.class);
    job.setMapperClass(TokenizerMapper.class);
    job.setCombinerClass(IntSumReducer.class);
    job.setReducerClass(IntSumReducer.class);
    job.setOutputKeyClass(Text.class);
    job.setOutputValueClass(IntWritable.class);
    FileInputFormat.addInputPath(job, new Path(args[0]));
    FileOutputFormat.setOutputPath(job, new Path(args[1]));
    System.exit(job.waitForCompletion(true) ? 0 : 1);
  }
}

cd /my-data/java/
export HADOOP_CLASSPATH=${JAVA_HOME}/lib/tools.jar
hadoop com.sun.tools.javac.Main WordCount.java
jar cf wc.jar WordCount*.class

root@956bee11e4ec:/my-data/java/# hadoop fs -copyFromLocal /my-data/input/file01 /user/lco/wordcount/input/file01
root@956bee11e4ec:/my-data/java/# hadoop fs -copyFromLocal /my-data/input/file02 /user/lco/wordcount/input/file02
root@956bee11e4ec:/my-data/java/# hadoop fs -ls /user/lco/wordcount/input 
Found 2 items
-rw-r--r--   3 root supergroup         22 2024-01-01 16:49 /user/lco/wordcount/input/file01
-rw-r--r--   3 root supergroup         28 2024-01-01 16:49 /user/lco/wordcount/input/file02
root@956bee11e4ec:/my-data/java/# hadoop fs -cat /user/lco/wordcount/input/file01
Hello World Bye World

hadoop jar wc.jar WordCount /user/lco/wordcount/input /user/lco/wordcount/output
...
root@956bee11e4ec:/my-data/java/# hadoop fs -cat /user/lco/wordcount/output/part-r-00000
Bye	1
Goodbye	1
Hadoop	2
Hello	2
World	2