MapReduce关系代数运算——交
关系沿用上一个选择运算的关系R,并仿照R,再创建一个文件S。求R与S的交。StudentR类也是一致的,本博文中就不赘述了。
MapReduce程序设计
- IntersectionMap
import org.apache.hadoop.io.IntWritable;
import org.apache.hadoop.io.LongWritable;
import org.apache.hadoop.io.Text;
import org.apache.hadoop.mapreduce.Mapper;
public class IntersectionMap extends Mapper<LongWritable, Text, Person, IntWritable> {
private static final IntWritable ONE = new IntWritable(1);
protected void map(LongWritable key, Text value, Context context) throws java.io.IOException, InterruptedException {
Person person = new Person(value.toString());
context.write(person, ONE);
};
}
- IntersectionReduce
import org.apache.hadoop.io.IntWritable;
import org.apache.hadoop.io.NullWritable;
import org.apache.hadoop.mapreduce.Reducer;
public class IntersectionReduce extends Reducer<Person, IntWritable, Person, NullWritable> {
protected void reduce(Person key, Iterable<IntWritable> values, Context context) throws java.io.IOException, InterruptedException {
int count = 0;
for (IntWritable val : values) {
count += val.get();
}
if (count == 2) {
context.write(key, NullWritable.get());
}
};
}
- Intersection
import java.io.IOException;
import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.fs.Path;
import org.apache.hadoop.io.IntWritable;
import org.apache.hadoop.io.NullWritable;
import org.apache.hadoop.mapreduce.Job;
import org.apache.hadoop.mapreduce.lib.input.FileInputFormat;
import org.apache.hadoop.mapreduce.lib.output.FileOutputFormat;
public class Intersection {
public static void main(String[] args) throws IOException, ClassNotFoundException, InterruptedException {
if (args == null || args.length != 2) {
throw new RuntimeException("请输入输入路径、输出路径");
}
Configuration conf = new Configuration();
Job job = Job.getInstance(conf);
job.setJobName("Intersection");
job.setJarByClass(Intersection.class);
job.setMapperClass(IntersectionMap.class);
job.setMapOutputKeyClass(Person.class);
job.setMapOutputValueClass(IntWritable.class);
job.setReducerClass(IntersectionReduce.class);
job.setOutputKeyClass(Person.class);
job.setOutputValueClass(NullWritable.class);
FileInputFormat.addInputPaths(job, args[0]);
FileOutputFormat.setOutputPath(job, new Path(args[1]));
System.exit(job.waitForCompletion(true) ? 0 : 1);
}
}
运行
hadoop jar intersection.jar com.hadoop.mapreduce.Intersection /input /output
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