全面解读:Sqoop中文手册详解与实战应用

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Sqoop中文手册是一份全面介绍Sqoop工具的文档,由作者针对实际工作中的应用需求整理而成。Sqoop是Apache Hadoop生态系统中的一个重要组件,主要用于在Hadoop和关系型数据库(RDBMS)之间进行数据迁移和交互。手册涵盖了以下几个关键知识点: 1. 概述: 文档以Cloudera官方文档为基础,用中文详细解释了Sqoop的各项参数和用途。它旨在帮助读者更好地理解和使用Sqoop,包括连接不同类型的数据库(如MySQL),设置用户名和密码,以及处理数据同步。 2. codegen: - 这个功能用于将数据库表结构映射为Java代码,生成Java类和相关jar文件。这有助于自动化数据访问,例如通过自动生成的Java类直接操作数据库表,提高开发效率。 - 基础命令如`sqoop codegen`,示例如下: ``` sqoop codegen --connect jdbc:mysql://localhost:3306/hive \ --username root --password 123456 \ --table TBLS2 ``` - 生成的类和jar会在Metastore(Hadoop元数据存储)中使用,支持更方便地管理数据迁移。 3. create-hive-table: - 用于创建Hive表,结构与源RDBMS表保持一致,便于后续的数据处理和分析。 - 使用`sqoop create-hive-table`命令,如: ``` sqoop create-hive-table --connect jdbc:mysql://localhost:3306/hive \ --username root --password 123456 \ --table TBLS \ --hive-table h_tbls24.eval ``` - 通过`eval`选项,可以直接在命令行执行SQL查询,查看导入数据前的预览效果,或者执行数据插入操作。 4. 数据操作: - Sqoop的`eval`选项支持直接在命令行执行SQL查询,这对于数据验证和预处理至关重要。例如查询前10行数据: ``` sqoop eval --connect jdbc:mysql://localhost:3306/hive \ --username root --password 123456 \ --query "SELECT * FROM tbls LIMIT 10" ``` - 数据插入操作也通过类似方式实现: ``` sqoop eval --connect jdbc:mysql://localhost:3306/hive \ --username root --password 123456 \ --exec "INSERT INTO TBLS2 VALUES (...)" ``` 总结起来,这份 Sqoop中文手册提供了实用的工具,使开发者能够轻松地在Hadoop和关系数据库之间转移数据,并且通过codegen和eval功能简化了数据映射和预处理过程。通过阅读和理解这些内容,用户可以更好地利用Sqoop进行大数据管理和迁移工作。

[root@zhaosai conf]# sqoop import --connect jdbc:mysql://zhaosai:3306/mydb --username root --password jqe6b6 --table news --target-dir /user/news --fields-terminated-by “;” --hive-import --hive-table news -m 1 Warning: /opt/programs/sqoop-1.4.7.bin__hadoop-2.6.0/../hbase does not exist! HBase imports will fail. Please set $HBASE_HOME to the root of your HBase installation. Warning: /opt/programs/sqoop-1.4.7.bin__hadoop-2.6.0/../hcatalog does not exist! HCatalog jobs will fail. Please set $HCAT_HOME to the root of your HCatalog installation. Warning: /opt/programs/sqoop-1.4.7.bin__hadoop-2.6.0/../accumulo does not exist! Accumulo imports will fail. Please set $ACCUMULO_HOME to the root of your Accumulo installation. Warning: /opt/programs/sqoop-1.4.7.bin__hadoop-2.6.0/../zookeeper does not exist! Accumulo imports will fail. Please set $ZOOKEEPER_HOME to the root of your Zookeeper installation. 23/06/10 16:07:14 INFO sqoop.Sqoop: Running Sqoop version: 1.4.7 23/06/10 16:07:15 WARN tool.BaseSqoopTool: Setting your password on the command-line is insecure. Consider using -P instead. 23/06/10 16:07:15 INFO manager.MySQLManager: Preparing to use a MySQL streaming resultset. 23/06/10 16:07:15 INFO tool.CodeGenTool: Beginning code generation 23/06/10 16:07:15 ERROR sqoop.Sqoop: Got exception running Sqoop: java.lang.RuntimeException: Could not load db driver class: com.mysql.jdbc.Driver java.lang.RuntimeException: Could not load db driver class: com.mysql.jdbc.Driver at org.apache.sqoop.manager.SqlManager.makeConnection(SqlManager.java:875) at org.apache.sqoop.manager.GenericJdbcManager.getConnection(GenericJdbcManager.java:59) at org.apache.sqoop.manager.SqlManager.execute(SqlManager.java:763) at org.apache.sqoop.manager.SqlManager.execute(SqlManager.java:786) at org.apache.sqoop.manager.SqlManager.getColumnInfoForRawQuery(SqlManager.java:289) at org.apache.sqoop.manager.SqlManager.getColumnTypesForRawQuery(SqlManager.java:260) at org.apache.sqoop.manager.SqlManager.getColumnTypes(SqlManager.java:246) at org.apache.sqoop.manager.ConnManager.getColumnTypes(ConnManager.java:327) at org.apache.sqoop.orm.ClassWriter.getColumnTypes(ClassWriter.java:1872) at org.apache.sqoop.orm.ClassWriter.generate(ClassWriter.java:1671) at org.apache.sqoop.tool.CodeGenTool.generateORM(CodeGenTool.java:106) at org.apache.sqoop.tool.ImportTool.importTable(ImportTool.java:501) at org.apache.sqoop.tool.ImportTool.run(ImportTool.java:628) at org.apache.sqoop.Sqoop.run(Sqoop.java:147) at org.apache.hadoop.util.ToolRunner.run(ToolRunner.java:70) at org.apache.sqoop.Sqoop.runSqoop(Sqoop.java:183) at org.apache.sqoop.Sqoop.runTool(Sqoop.java:234) at org.apache.sqoop.Sqoop.runTool(Sqoop.java:243) at org.apache.sqoop.Sqoop.main(Sqoop.java:252)

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