数据泵Datapump是Oracle推出的一项非常方便的数据逻辑备份还原工具。同传统的Exp/Imp相比,Datapump无论在性能、功能上都提供了很多优势进步。在实际工作中,大数据抽样是一个经常出现的业务需求。对一个海量数据表,也许抽取有代表性的数据量就可以完成相应工作。
在select语句中,我们的确可以使用sample语句去实现对应的一些功能。借助Datapump,我们也可以实现采样方式的数据表备份处理。
1、环境说明
我们选择Oracle 11gR2进行测试实验,具体版本为11.2.0.4。
SQL> select * from v$version;
BANNER
--------------------------------------------------------------------------------
Oracle Database 11g Enterprise Edition Release 11.2.0.4.0 - 64bit Production
PL/SQL Release 11.2.0.4.0 - Production
CORE 11.2.0.4.0 Production
TNS for Linux: Version 11.2.0.4.0 - Production
NLSRTL Version 11.2.0.4.0 – Production
创建数据表SM_TEST。
SQL> create table scott.sm_test as select * from dba_objects;
Table created
SQL> select count(*) from scott.sm_test;
COUNT(*)
----------
133391
2、测试实验
对Expdp的Sample参数,官方的解释是很少的。
SAMPLE
Percentage of data to be exported.
Datapump是可以工作在三个模式下,全库模式、Schema模式和表模式。针对三种模式,我们都可以使用Sample参数来进行设置。下面通过最简单的比例值指定来设置采样比例。
[oracle@localhost ~]$ expdp \"/ as sysdba\" dumpfile=TEST_1.dmp tables=scott.sm_test sample=50
Export: Release 11.2.0.4.0 - Production on Mon Nov 23 13:50:02 2015
Copyright (c) 1982, 2011, Oracle and/or its affiliates. All rights reserved.
Connected to: Oracle Database 11g Enterprise Edition Release 11.2.0.4.0 - 64bit Production
With the Partitioning, OLAP, Data Mining and Real Application Testing options
Starting "SYS"."SYS_EXPORT_TABLE_01": "/******** AS SYSDBA" dumpfile=TEST_1.dmp tables=scott.sm_test sample=50
Estimate in progress using BLOCKS method...
Processing object type TABLE_EXPORT/TABLE/TABLE_DATA
Total estimation using BLOCKS method: 8 MB
Processing object type TABLE_EXPORT/TABLE/TABLE
. . exported "SCOTT"."SM_TEST" 6.402 MB 66587 rows
Master table "SYS"."SYS_EXPORT_TABLE_01" successfully loaded/unloaded
******************************************************************************
Dump file set for SYS.SYS_EXPORT_TABLE_01 is:
/u01/app/admin/sicsdb/dpdump/TEST_1.dmp
Job "SYS"."SYS_EXPORT_TABLE_01" successfully completed at Mon Nov 23 13:50:11 2015 elapsed 0 00:00:07
指定导出的数据表名称的表模式中,我们通过sample的百分比参数,来确定特定表的内容。从导出数据6万左右的情况,正好是13万总数据的50%,是合理的结果。
如果运行在schema工作模式下,直接指定比例份额,结果如何呢?
SQL> select count(*) from scott.emp;
COUNT(*)
----------
14
[oracle@localhost ~]$ expdp \"/ as sysdba\" dumpfile=TEST_2.dmp schemas=scott sample=50
Export: Release 11.2.0.4.0 - Production on Mon Nov 23 13:51:31 2015
Copyright (c) 1982, 2011, Oracle and/or its affiliates. All rights reserved.
Connected to: Oracle Database 11g Enterprise Edition Release 11.2.0.4.0 - 64bit Production
With the Partitioning, OLAP, Data Mining and Real Application Testing options
Starting "SYS"."SYS_EXPORT_SCHEMA_01": "/******** AS SYSDBA" dumpfile=TEST_2.dmp schemas=scott sample=50
Estimate in progress using BLOCKS method...
Processing object type SCHEMA_EXPORT/TABLE/TABLE_DATA
Total estimation using BLOCKS method: 8.093 MB
Processing object type SCHEMA_EXPORT/USER
Processing object type SCHEMA_EXPORT/SYSTEM_GRANT
Processing object type SCHEMA_EXPORT/ROLE_GRANT
Processing object type SCHEMA_EXPORT/DEFAULT_ROLE
Processing object type SCHEMA_EXPORT/PRE_SCHEMA/PROCACT_SCHEMA
Processing object type SCHEMA_EXPORT/TABLE/TABLE
Processing object type SCHEMA_EXPORT/TABLE/GRANT/OWNER_GRANT/OBJECT_GRANT
Processing object type SCHEMA_EXPORT/TABLE/INDEX/INDEX
Processing object type SCHEMA_EXPORT/TABLE/CONSTRAINT/CONSTRAINT
Processing object type SCHEMA_EXPORT/TABLE/INDEX/STATISTICS/INDEX_STATISTICS
Processing object type SCHEMA_EXPORT/VIEW/VIEW
Processing object type SCHEMA_EXPORT/TABLE/CONSTRAINT/REF_CONSTRAINT
Processing object type SCHEMA_EXPORT/TABLE/STATISTICS/TABLE_STATISTICS
. . exported "SCOTT"."SM_TEST" 6.406 MB 66611 rows
. . exported "SCOTT"."DEPT" 5.859 KB 1 rows
. . exported "SCOTT"."EMP" 8.359 KB 9 rows
. . exported "SCOTT"."SALGRADE" 5.835 KB 3 rows
. . exported "SCOTT"."BONUS" 0 KB 0 rows
Master table "SYS"."SYS_EXPORT_SCHEMA_01" successfully loaded/unloaded
******************************************************************************
Dump file set for SYS.SYS_EXPORT_SCHEMA_01 is:
/u01/app/admin/sicsdb/dpdump/TEST_2.dmp
Job "SYS"."SYS_EXPORT_SCHEMA_01" successfully completed at Mon Nov 23 13:51:48 2015 elapsed 0 00:00:16
采样比例在Schema下所有数据表范围内生效,所有数据表基本上以50%的比例进行采样处理。
最后,如果我们导出多张数据表,只对某些数据表进行采样处理,那么如何指定sample参数呢?
[oracle@localhost ~]$ expdp \"/ as sysdba\" dumpfile=TEST_3.dmp schemas=scott sample=scott.sm_test:30
Export: Release 11.2.0.4.0 - Production on Mon Nov 23 13:52:50 2015
Copyright (c) 1982, 2011, Oracle and/or its affiliates. All rights reserved.
Connected to: Oracle Database 11g Enterprise Edition Release 11.2.0.4.0 - 64bit Production
With the Partitioning, OLAP, Data Mining and Real Application Testing options
Starting "SYS"."SYS_EXPORT_SCHEMA_01": "/******** AS SYSDBA" dumpfile=TEST_3.dmp schemas=scott sample=scott.sm_test:30
Estimate in progress using BLOCKS method...
Processing object type SCHEMA_EXPORT/TABLE/TABLE_DATA
Total estimation using BLOCKS method: 4.987 MB
Processing object type SCHEMA_EXPORT/USER
Processing object type SCHEMA_EXPORT/SYSTEM_GRANT
Processing object type SCHEMA_EXPORT/ROLE_GRANT
Processing object type SCHEMA_EXPORT/DEFAULT_ROLE
Processing object type SCHEMA_EXPORT/PRE_SCHEMA/PROCACT_SCHEMA
Processing object type SCHEMA_EXPORT/TABLE/TABLE
Processing object type SCHEMA_EXPORT/TABLE/GRANT/OWNER_GRANT/OBJECT_GRANT
Processing object type SCHEMA_EXPORT/TABLE/INDEX/INDEX
Processing object type SCHEMA_EXPORT/TABLE/CONSTRAINT/CONSTRAINT
Processing object type SCHEMA_EXPORT/TABLE/INDEX/STATISTICS/INDEX_STATISTICS
Processing object type SCHEMA_EXPORT/VIEW/VIEW
Processing object type SCHEMA_EXPORT/TABLE/CONSTRAINT/REF_CONSTRAINT
Processing object type SCHEMA_EXPORT/TABLE/STATISTICS/TABLE_STATISTICS
. . exported "SCOTT"."SM_TEST" 3.861 MB 40146 rows
. . exported "SCOTT"."DEPT" 5.960 KB 5 rows
. . exported "SCOTT"."EMP" 8.562 KB 14 rows
. . exported "SCOTT"."SALGRADE" 5.859 KB 5 rows
. . exported "SCOTT"."BONUS" 0 KB 0 rows
Master table "SYS"."SYS_EXPORT_SCHEMA_01" successfully loaded/unloaded
******************************************************************************
Dump file set for SYS.SYS_EXPORT_SCHEMA_01 is:
/u01/app/admin/sicsdb/dpdump/TEST_3.dmp
Job "SYS"."SYS_EXPORT_SCHEMA_01" successfully completed at Mon Nov 23 13:53:00 2015 elapsed 0 00:00:09
从上面实验中,如果只是针对特定数据表进行采样处理,需要通过数据表名:采样比例方式来指定。
3、结论
根据笔者的猜测,sample参数在expdp中主要是传导到select语句的sample语句来实现。