UDTF: 一进多出
UDTF(User-Defined Table-Generating Function)支持一个输入多个输出,
一般用于解析工作,比如说解析url,然后获取url中的信息
编码:继承GenericUDTF,实现方法:initializa(返回返回值的参数类型)、process具体的处理方法,
一般在这个方法中会调用父类的forward方法进行数据的写出、最终调用close方法和MR程序中的cleanUp关闭资源
简单示例,将一列数据分成两列输出,name--> name,name+email
package com.hive.udtf; import java.util.ArrayList; import org.apache.hadoop.hive.ql.exec.UDFArgumentException;
import org.apache.hadoop.hive.ql.metadata.HiveException;
import org.apache.hadoop.hive.ql.udf.generic.GenericUDTF;
import org.apache.hadoop.hive.serde2.objectinspector.ObjectInspector;
import org.apache.hadoop.hive.serde2.objectinspector.ObjectInspectorFactory;
import org.apache.hadoop.hive.serde2.objectinspector.StructObjectInspector;
import org.apache.hadoop.hive.serde2.objectinspector.primitive.PrimitiveObjectInspectorFactory; public class myudtf extends GenericUDTF{ @Override
public StructObjectInspector initialize(StructObjectInspector argOIs) throws UDFArgumentException { if(argOIs.getAllStructFieldRefs().size() != 1){
throw new UDFArgumentException("Argument Only one");
} ArrayList<String> fieldname = new ArrayList<String>();
fieldname.add("name");
fieldname.add("email");
ArrayList<ObjectInspector> fieldoi = new ArrayList<ObjectInspector>();
fieldoi.add(PrimitiveObjectInspectorFactory.javaStringObjectInspector);
fieldoi.add(PrimitiveObjectInspectorFactory.javaStringObjectInspector);
return ObjectInspectorFactory.getStandardStructObjectInspector(fieldname, fieldoi);
} @Override
public void process(Object[] args) throws HiveException { if(args.length == 1){
String name = args[0].toString();
String email = name+"@foxmail.com";
super.forward(new String[]{name,email});
}
} @Override
public void close() throws HiveException { super.forward(new String[] {"complete","finish"});
}
}
测试
hive (workdb)> add jar /home/liuwl/opt/datas/myudtf.jar;
hive (workdb)> create temporary function myudtf as 'com.hive.udtf.myudtf';
hive (workdb)> select myudtf(ename) as (name,email) from emp;
结果: name email
SMITH SMITH@foxmail.com
ALLEN ALLEN@foxmail.com
WARD WARD@foxmail.com
JONES JONES@foxmail.com
MARTIN MARTIN@foxmail.com
BLAKE BLAKE@foxmail.com
CLARK CLARK@foxmail.com
SCOTT SCOTT@foxmail.com
KING KING@foxmail.com
TURNER TURNER@foxmail.com
ADAMS ADAMS@foxmail.com
JAMES JAMES@foxmail.com
FORD FORD@foxmail.com
MILLER MILLER@foxmail.com
complete finish