编写Java代码,用hive自定义函数实现,读取MySQL数据并写入hive表
时间: 2023-08-15 08:27:31 浏览: 206
好的,以下是Java代码示例(假设已经导入了相关的MySQL和Hive依赖):
```
import java.sql.*;
import org.apache.hadoop.hive.ql.exec.UDFArgumentException;
import org.apache.hadoop.hive.ql.exec.UDFArgumentLengthException;
import org.apache.hadoop.hive.ql.exec.UDFArgumentTypeException;
import org.apache.hadoop.hive.ql.exec.UDFReturnType;
import org.apache.hadoop.hive.ql.metadata.HiveException;
import org.apache.hadoop.hive.ql.udf.generic.GenericUDF;
import org.apache.hadoop.hive.serde2.objectinspector.ObjectInspector;
import org.apache.hadoop.hive.serde2.objectinspector.ObjectInspectorFactory;
import org.apache.hadoop.hive.serde2.objectinspector.primitive.PrimitiveObjectInspectorFactory;
import org.apache.hadoop.io.IntWritable;
import org.apache.hadoop.io.Text;
public class MySQLToHive extends GenericUDF {
private Connection conn;
@Override
public ObjectInspector initialize(ObjectInspector[] arguments) throws UDFArgumentException {
if (arguments.length != 3) {
throw new UDFArgumentLengthException("The function MySQLToHive requires three arguments: jdbcUrl, username, and password");
}
for (ObjectInspector argument : arguments) {
if (!argument.getTypeName().equals("string")) {
throw new UDFArgumentTypeException(0, "The arguments to MySQLToHive must all be strings");
}
}
return ObjectInspectorFactory.getStandardListObjectInspector(
PrimitiveObjectInspectorFactory.writableStringObjectInspector);
}
@Override
public Object evaluate(DeferredObject[] arguments) throws HiveException {
String jdbcUrl = arguments[0].get().toString();
String username = arguments[1].get().toString();
String password = arguments[2].get().toString();
try {
if (conn == null || conn.isClosed()) {
Class.forName("com.mysql.jdbc.Driver");
conn = DriverManager.getConnection(jdbcUrl, username, password);
}
Statement stmt = conn.createStatement();
ResultSet rs = stmt.executeQuery("SELECT * FROM my_table");
List<Text> values = new ArrayList<Text>();
while (rs.next()) {
Text value = new Text(rs.getString("col1") + "\t" + rs.getString("col2") + "\t" + rs.getString("col3"));
values.add(value);
}
return values;
} catch (Exception e) {
throw new HiveException(e);
}
}
@Override
public String getDisplayString(String[] children) {
return "MySQLToHive(jdbcUrl, username, password)";
}
@Override
public ObjectInspector getObjectInspector() throws UDFArgumentException {
return ObjectInspectorFactory.getStandardListObjectInspector(
PrimitiveObjectInspectorFactory.writableStringObjectInspector);
}
@Override
public UDFReturnType getReturnType() {
return UDFReturnType.LIST;
}
}
```
这是一个自定义Hive函数,它将从MySQL中读取数据并将其写入Hive表。它需要三个参数:MySQL数据库的JDBC URL,用户名和密码。它将返回一个包含所有MySQL行数据的列表。修改SQL查询语句以适应你的表格结构。
在编译和打包Java代码后,将JAR文件上传到Hive服务器上,并在Hive中注册该函数:
```
ADD JAR /path/to/my_jar.jar;
CREATE TEMPORARY FUNCTION mysql_to_hive AS 'MySQLToHive';
```
现在你可以在Hive中使用该函数:
```
INSERT INTO my_hive_table SELECT * FROM TABLE(mysql_to_hive('jdbc:mysql://localhost:3306/my_database', 'my_username', 'my_password'));
```
这将从MySQL中读取所有行并将它们插入到名为 my_hive_table 的Hive表中。
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