hive自定义函数分为三类:

  • UDF(User-Defined-Function)普通函数, 一进一出

  • UDAF(User-Defined Aggregation Function)聚合函数,多进一出

  • UDTF(User-Defined Table-Generating Functions)表生成函数, 一进多出

UDF实例

  • 新建子模块hive_demo

  • 配置pom.xml文件

<?xml version="1.0" encoding="UTF-8"?>
<project xmlns="http://maven.apache.org/POM/4.0.0"
         xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
         xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
    <modelVersion>4.0.0</modelVersion>

    <groupId>cn.hive</groupId>
    <artifactId>hive-udf</artifactId>
    <version>1.0</version>
    <dependencies>
        <dependency>
            <groupId>org.apache.hive</groupId>
            <artifactId>hive-exec</artifactId>
            <version>1.2.1</version>
        </dependency>
        <dependency>
            <groupId>org.apache.hadoop</groupId>
            <artifactId>hadoop-common</artifactId>
            <version>2.7.4</version>
        </dependency>
    </dependencies>
    <build>
        <plugins>
            <plugin>
                <groupId>org.apache.maven.plugins</groupId>
                <artifactId>maven-shade-plugin</artifactId>
                <version>2.2</version>
                <executions>
                    <execution>
                        <phase>package</phase>
                        <goals>
                            <goal>shade</goal>
                        </goals>
                        <configuration>
                                <filters>
                                    <filter>
                                        <artifact>*:*</artifact>
                                        <excludes>
                                            <exclude>META-INF/*.SF</exclude>
                                            <exclude>META-INF/*.DSA</exclude>
                                            <exclude>META-INF/*.RSA</exclude>
                                        </excludes>
                                    </filter>
                                </filters>
                        </configuration>
                    </execution>
                </executions>
            </plugin>
        </plugins>
    </build>
</project>

编写一个java类,继承UDF,并重载evaluate方法。



import org.apache.hadoop.hive.ql.exec.UDF;
import org.apache.hadoop.io.Text;

public class Lower extends UDF{
    public Text   evaluate(Text s){
        if(s==null){
            return null;
        }
        return new Text(s.toString().toLowerCase());
    }
}   
  • 打成jar包上传到服务器

  • 将jar包添加到hive的classpath

hive>add JAR /home/hadoop/udf.jar;

  • 创建临时函数与开发好的java class关联

create temporary function tolowercase as 'cn.itcast.cloud.hive.demo.udf.CustomUDF';

  • 即可在hql中使用自定义的函数tolowercase ip

Select tolowercase(name),age from t_test;

 

 

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