使用DataPump的Sample參數來進行資料抽樣

使用DataPump的Sample參數來進行資料抽樣

資料泵Datapump是Oracle推出的一項非常方便的資料邏輯備份還原工具。同傳統的Exp/Imp相比，Datapump無論在效能、功能上都提供了很多優勢進步。在實際工作中，大資料抽樣是一個經常出現的業務需求。對一個海量資料表，也許抽取有代表性的資料量就可以完成相應工作。

在select語句中，我們的確可以使用sample語句去實現對應的一些功能。藉助Datapump，我們也可以實現採樣方式的資料表備份處理。

1、環境說明

我們選擇Oracle 11gR2進行測試實驗，具體版本為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

建立資料表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、測試實驗

對Expdp的Sample參數，官方的解釋是很少的。

SAMPLE

Percentage of data to be exported.

Datapump是可以工作在三個模式下，全庫模式、Schema模式和表模式。針對三種模式，我們都可以使用Sample參數來進行設定。下面通過最簡單的比例值指定來設定採樣比例。

[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

指定匯出的資料表名稱的表模式中，我們通過sample的百分比參數，來確定特定表的內容。從匯出資料6萬左右的情況，正好是13萬總資料的50%，是合理的結果。

如果運行在schema工作模式下，直接指定比例份額，結果如何呢？

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

採樣比例在Schema下所有資料表範圍內生效，所有資料表基本上以50%的比例進行採樣處理。

最後，如果我們匯出多張資料表，只對某些資料表進行採樣處理，那麼如何指定sample參數呢？

[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

從上面實驗中，如果只是針對特定資料表進行採樣處理，需要通過資料表名:採樣比例方式來指定。

3、結論

根據筆者的猜測，sample參數在expdp中主要是傳導到select語句的sample語句來實現。