本文介绍如何使用JindoTable MoveTo命令将Hive表和分区数据迁移至OSS-HDFS服务。
前提条件
已创建EMR-3.36.0及以上版本(除3.39.x版本以外)或EMR-5.2.0(除5.5.x版本以外)及以上版本的集群。具体步骤,请参见创建集群。
已通过Hive命令创建分区表,且表中已写入数据。本教程以创建名为test_table的表,分区名称为dt,分区值为value为例。
已开通并授权访问OSS-HDFS服务。具体步骤,请参见非EMR集群接入OSS-HDFS服务快速入门。
背景信息
MoveTo命令可以在拷贝底层数据结束后,自动更新元数据,使表和分区的数据完整地迁移到新路径;可以通过条件筛选,一次拷贝大量分区。在数据迁移过程中,还使用了多种措施保护数据的完整性,确保数据安全。
操作步骤
集群上每次仅允许运行一个MoveTo进程。如果集群上有正在运行的MoveTo进程,启动新的MoveTo进程时会因为获取不到配置锁而退出,并告知正在运行的MoveTo进程。此时,您可以终止掉正在运行的MoveTo进程,启动新的MoveTo进程,或者等待正在运行的MoveTo进程结束。
- 通过SSH方式登录集群,详情请参见登录集群。
执行以下命令,获取帮助信息。
sudo jindo table -help moveTo
帮助信息如下所示。
<dbName.tableName> The table to move. <destination path> The destination base directory which is always at the same level of a 'table location', where the moved partitions or un-partitioned data would located in. <condition>/-fullTable A filter condition to determine which partitions should be moved, supporting common operators (like '>') and built-in UDFs (like to_date) (UDFs not supported yet...), while -fullTable means that all partitions (or a whole un-partitioned table) should be moved. One but only one option must be specified among -c "<condition>" and -fullTable. <before days> Optional, saying that table/partitions should be moved only when they are created (not updated or modified) more than some days before from now. <parallelism> The maximum concurrency when copying partitions, 1 by default. <OSS storage policy> Storage policy for OSS destination, which can be Standard (by default), IA, Archive, or ColdArchive. Not applicable for destinations other than OSS. NOTE: if you are willing to use ColdArchive storage policy, please make sure that Cold Archive has been enabled for your OSS bucket. -o/-overWrite Overwriting the final paths where the data would be moved. For partitioned tables this overwrites partitions locations which are subdirectories of <destination path>; for un-partitioned table this overwrites the <destination path> itself. -r/-removeSource Let the source data be removed when the corresponding table/partition is successfully moved to the new destination. Otherwise (by default), the source data would be left as it was. -skipTrash Applicable only when [-r/-removeSource] is enabled. If present, source data would be immediately deleted from the file system, bypassing the trash. -e/-explain If present, the command would not really move data, but only prints the table/partitions that would be moved for given conditions. <log directory> A directory to locate log files, '/tmp/<current user>/' by default.
命令格式
sudo jindo table -moveTo \ -t <dbName.tableName> \ -d <destination path> \ [-c "<condition>" | -fullTable] \ [-b/-before <before days>] \ [-p/-parallel <parallelism>] \ [-s/-storagePolicy <OSS storage policy>] \ [-o/-overWrite] \ [-r/-removeSource] \ [-skipTrash] \ [-e/-explain] \ [-l/-logDir <log directory>]
命令说明
参数
是否必选
描述
-t <dbName.tableName>
是
待移动的表名称,格式为
数据库名.表名
。数据库和表名之前以半角句号(.)分隔。表可以是分区表或非分区表。
-d <destination path>
是
待移动的目标位置。无论是移动分区还是移动非分区表的整表,该位置都对应 "表" 一级的位置。如果移动的是分区,则分区的完整路径是该路径+分区名。例如
<destination path>/p1=v1/p2=v2/
。-c "<condition>" | -fullTable
否
两者必须指定其中一个。即您可以指定
-c "<condition>"
,或者指定-fullTable
。- 指定
-fullTable
时,则为移动整表,既可以是非分区表也可以是分区表。 - 指定
-c "<condition>"
时,则提供了一个过滤条件,用来选择希望移动的分区,支持常见运算符,例如大于号(>)。例如,数据类型为String的分区ds,希望分区名大于 'd',则代码为
-c " ds > 'd' "
。
-b/before <before days>
否
仅创建时间距离当前时间超过一定天数的表或者分区才会被移动。
-p/-parallel <parallelism>
否
迁移操作的并行度。
-s/-storagePolicy <OSS storage policy>
否
OSS-HDFS服务不支持该选项。
-o/-overWrite
否
是否强制覆盖目标写入路径。如果是分区表,则只会清空待移动分区的分区路径,不会清空整个表路径。
-r/-removeSource
否
移动完成,元数据也同步更新后,是否清理源路径。如果是分区表,则只会清理成功移动的分区的源路径。
-skipTrash
否
清理源路径时是否跳过Trash。
说明该选项需与-r/-removeSource选项同时使用。
-e/-explain
否
如果出现该选项,则为解释(explain )模式,只会显示待移动的分区列表,而不会真正移动数据。
-l/-logDir <log directory>
否
指定Log文件目录。
默认值:/tmp/<current user>/
- 指定
将分区数据迁移至OSS-HDFS服务。
查看待迁移的分区是否符合预期。
结合-e 选项仅列举待迁移的分区,但不会真正执行迁移任务。
sudo jindotable -moveTo -t tdb.test_table -d oss://examplebucket.cn-hangzhou.oss-dls.aliyuncs.com/data/tdb.test_table -c " dt > 'v' " -e
返回结果如下:
Found 1 partitions to move: dt=value-2 MoveTo finished for table tdb.test_table to destination oss://examplebucket.cn-hangzhou.oss-dls.aliyuncs.com/data/tdb.test_table with condition " dt > 'v' " (explain only).
将分区迁移至OSS-HDFS服务。
sudo jindotable -moveTo -t tdb.test_table -d oss://examplebucket.cn-hangzhou.oss-dls.aliyuncs.com/data/tdb.test_table -c " dt > 'v' "
返回结果如下:
Found 1 partitions in total, and all are successfully moved. Successfully moved partitions: dt=value-2 No failed partition. MoveTo finished for table tdb.test_table to destination oss://examplebucket.cn-hangzhou.oss-dls.aliyuncs.com/data/tdb.test_table with condition " dt > 'v' ".
通过查看Location属性,验证分区是否成功迁移。
sudo hive> desc formatted test_table partition (dt='value-2');
返回结果如下:
OK # col_name data_type comment id int content string # Partition Information # col_name data_type comment dt string # Detailed Partition Information Partition Value: [value-2] Database: tdb Table: test_table CreateTime: UNKNOWN LastAccessTime: UNKNOWN Location: oss://examplebucket.cn-hangzhou.oss-dls.aliyuncs.com/data/tdb.test_table/dt=value-2
可选:将分区从OSS-HDFS迁移至HDFS。
sudo jindotable -moveTo -t tdb.test_table -d hdfs://<hdfs-path>/user/hive/warehouse/tdb.db/test_table -c " dt > 'v' "
返回结果如下:
No successfully moved partition. Failed partitions: dt=value-2 New location is not empty but -overWrite is not enabled. MoveTo finished for table tdb.test_table to destination hdfs://<hdfs-path>/user/hive/warehouse/tdb.db/test_table with condition -c " dt > 'v' ".
返回结果提示No successfully moved partition.,原因是HDFS目标目录非空。如果确认目标目录可以丢弃,您可以使用-overWrite选项强制覆盖目标目录,确保将分区从OSS-HDFS迁移至HDFS。
sudo jindotable -moveTo -t tdb.test_table -d hdfs://<hdfs-path>/user/hive/warehouse/tdb.db/test_table -c " dt > 'v' "
迁移成功后,返回结果如下:
Found 1 partitions in total, and all are successfully moved. Successfully moved partitions: dt=value-2 No failed partition. MoveTo finished for table tdb.test_table to destination hdfs:///user/hive/warehouse/tdb.db/test_table with condition " dt > 'v' ", overwriting new locations.
异常处理
如果迁移表或分区时迁移失败并提示Conflicts found,请通过以下方法处理该问题。
确保同一时间不存在其他命令向相同的目标路径迁移数据,例如DistCp、JindoDistCp等分布式拷贝命令。
删除目标目录。对于非分区表,删除表一级目录。对于分区表,删除存在冲突的分区级目录。
请勿删除源目录。