Hadoop WritableComparable接口

时间:2023-03-08 17:05:25
Hadoop WritableComparable接口

WritableComparable接口

Writable接口大家可能都知道,它是一个实现了序列化协议的序列化对象。在Hadoop中定义一个结构化对象都要实现Writable接口,使得该结构化对象可以序列化为字节流,字节流也可以反序列化为结构化对象。那WritableComparable接口是可序列化并且可比较的接口。MapReduce中所有的key值类型都必须实现这个接口,既然是可序列化的那就必须得实现readFiels()和write()这两个序列化和反序列化函数,既然也是可比较的那就必须得实现compareTo()函数,该函数即是比较和排序规则的实现。这样MR中的key值就既能可序列化又是可比较的。下面几符图是API中对WritableComparable接口的解释及其方法,还有一个实现了该接口的对象的列子:

public interface WritableComparable<T>
extends
Writable,
Comparable<T>

A Writable which is alsoComparable.

WritableComparables can be compared to each other, typically via Comparators. Any type which is to be used as a key in the Hadoop Map-Reduce framework should implement this interface.

Example:

     public class MyWritableComparable implements WritableComparable {
// Some data
private int counter;
private long timestamp; public void write(DataOutput out) throws IOException {
out.writeInt(counter);
out.writeLong(timestamp);
} public void readFields(DataInput in) throws IOException {
counter = in.readInt();
timestamp = in.readLong();
} public int compareTo(MyWritableComparable w) {
int thisValue = this.value;
int thatValue = ((IntWritable)o).value;
return (thisValue < thatValue ? -1 : (thisValue==thatValue ? 0 : 1));
}
}