标签:pre 物理 循环 sort 嵌套循环连接 cart ora src 计划
Oracle表连接方法有四种:
排序合并连接(Sort Merge Join)
嵌套循环连接(Nested Loops Join)
哈希连接(Hash Join)
笛卡尔积(Cartesian Product)
排序合并连接是将连接的两个表使用连接列排序后,对排序后的结果集进行合并后再得到匹配记录。如果连接列上面有索引,可以避免排序,那么优化器就有可能会选择排序合并连接。可以用于=,>,>=,<,<=连接条件,不适用于<>,like连接条件。对应执行计划为SORT JOIN和MERGE JOIN 。
SQL> select e.employee_id,e.last_name,d.department_name from employees e,departments d where e.department_id=d.department_id;
106 rows selected.
Execution Plan
----------------------------------------------------------
Plan hash value: 1343509718
--------------------------------------------------------------------------------------------
| Id | Operation | Name | Rows | Bytes | Cost (%CPU)| Time |
--------------------------------------------------------------------------------------------
| 0 | SELECT STATEMENT | | 106 | 3286 | 6 (17)| 00:00:01 |
| 1 | MERGE JOIN | | 106 | 3286 | 6 (17)| 00:00:01 |
| 2 | TABLE ACCESS BY INDEX ROWID| DEPARTMENTS | 27 | 432 | 2 (0)| 00:00:01 |
| 3 | INDEX FULL SCAN | DEPT_ID_PK | 27 | | 1 (0)| 00:00:01 |
|* 4 | SORT JOIN | | 107 | 1605 | 4 (25)| 00:00:01 |
| 5 | TABLE ACCESS FULL | EMPLOYEES | 107 | 1605 | 3 (0)| 00:00:01 |
--------------------------------------------------------------------------------------------
--如果没有索引,则会选择哈希连接:
SQL> create table emp as select * from employees;
Table created.
SQL> create table dept as select * from departments;
Table created.
SQL> select e.employee_id,d.department_name from emp e,dept d where e.department_id=d.department_id;
106 rows selected.
Execution Plan
----------------------------------------------------------
Plan hash value: 615168685
---------------------------------------------------------------------------
| Id | Operation | Name | Rows | Bytes | Cost (%CPU)| Time |
---------------------------------------------------------------------------
| 0 | SELECT STATEMENT | | 106 | 5936 | 6 (0)| 00:00:01 |
|* 1 | HASH JOIN | | 106 | 5936 | 6 (0)| 00:00:01 |
| 2 | TABLE ACCESS FULL| DEPT | 27 | 810 | 3 (0)| 00:00:01 |
| 3 | TABLE ACCESS FULL| EMP | 107 | 2782 | 3 (0)| 00:00:01 |
---------------------------------------------------------------------------
--如果使用不等连接条件,则会选择嵌套循环连接:
SQL> select e.employee_id,d.department_name from employees e,departments d where e.department_id!=d.department_id;
2756 rows selected.
Execution Plan
----------------------------------------------------------
Plan hash value: 2968905875
----------------------------------------------------------------------------------
| Id | Operation | Name | Rows | Bytes | Cost (%CPU)| Time |
----------------------------------------------------------------------------------
| 0 | SELECT STATEMENT | | 2757 | 63411 | 41 (0)| 00:00:01 |
| 1 | NESTED LOOPS | | 2757 | 63411 | 41 (0)| 00:00:01 |
| 2 | TABLE ACCESS FULL| DEPARTMENTS | 27 | 432 | 3 (0)| 00:00:01 |
|* 3 | TABLE ACCESS FULL| EMPLOYEES | 102 | 714 | 1 (0)| 00:00:01 |
----------------------------------------------------------------------------------
嵌套循环连接是Oracle将连接的两个表根据结果集的大小,决定出驱动表和被驱动表。结果集小的作为驱动表,结果集大的作为被驱动表。对于驱动表的每一行,都要与被驱动表的所有行使用连接条件进行匹配。适用于驱动表结果集很小,被驱动表在连接列上有高效索引的表连接。可以用于所有连接条件。对应的执行计划为NESTED LOOPS。
SQL> select e.employee_id,e.last_name,d.department_name from employees e,departments d where e.department_id=d.department_id and d.department_id=80;
34 rows selected.
Execution Plan
----------------------------------------------------------
Plan hash value: 1492013603
--------------------------------------------------------------------------------------------
| Id | Operation | Name | Rows | Bytes | Cost (%CPU)| Time |
--------------------------------------------------------------------------------------------
| 0 | SELECT STATEMENT | | 34 | 1054 | 4 (0)| 00:00:01 |
| 1 | NESTED LOOPS | | 34 | 1054 | 4 (0)| 00:00:01 |
| 2 | TABLE ACCESS BY INDEX ROWID| DEPARTMENTS | 1 | 16 | 1 (0)| 00:00:01 |
|* 3 | INDEX UNIQUE SCAN | DEPT_ID_PK | 1 | | 0 (0)| 00:00:01 |
|* 4 | TABLE ACCESS FULL | EMPLOYEES | 34 | 510 | 3 (0)| 00:00:01 |
--------------------------------------------------------------------------------------------
--这里DEPARTMENTS表加了条件过滤后结果集只有1行,所以被选为驱动表。
SQL> select e.first_name,e.last_name,e.salary,d.department_name from employees e,departments d where d.department_name IN (‘Marketing‘, ‘Sales‘) and e.department_id = d.department_id;
36 rows selected.
Execution Plan
----------------------------------------------------------
Plan hash value: 1021246405
--------------------------------------------------------------------------------------------------
| Id | Operation | Name | Rows | Bytes | Cost (%CPU)| Time |
--------------------------------------------------------------------------------------------------
| 0 | SELECT STATEMENT | | 19 | 722 | 4 (0)| 00:00:01 |
| 1 | NESTED LOOPS | | 19 | 722 | 4 (0)| 00:00:01 |
| 2 | NESTED LOOPS | | 20 | 722 | 4 (0)| 00:00:01 |
|* 3 | TABLE ACCESS FULL | DEPARTMENTS | 2 | 32 | 3 (0)| 00:00:01 |
|* 4 | INDEX RANGE SCAN | EMP_DEPARTMENT_IX | 10 | | 0 (0)| 00:00:01 |
| 5 | TABLE ACCESS BY INDEX ROWID| EMPLOYEES | 10 | 220 | 1 (0)| 00:00:01 |
--------------------------------------------------------------------------------------------------
这里有2次NESTED LOOPS,是因为Oracle 11g引入了引入了向量I/O(Vector I/O),批量处理多个物理I/O请求来提高嵌套循环连接的效率。
如果驱动表的限制条件的字段上有索引,被驱动表的连接条件的字段上有索引,则使用嵌套循环连接的效率就会很高。
如果两个表对应的结果集很大,使用排序合并的话,排序操作成本较高;使用嵌套循环的话,则循环次数又很多,需要多次访问被驱动表的结果集;为了提高这种情况下表连接的效率,优化器提供了新的表连接方法,即哈希连接。哈希连接是使用哈希运算来得到结果的表连接方法。只适用于等值连接条件。
SQL> create table emp as select * from employees;
Table created.
SQL> create table dept as select * from departments;
Table created.
SQL> select e.employee_id,d.department_name from emp e,dept d where e.department_id=d.department_id;
106 rows selected.
Execution Plan
----------------------------------------------------------
Plan hash value: 615168685
---------------------------------------------------------------------------
| Id | Operation | Name | Rows | Bytes | Cost (%CPU)| Time |
---------------------------------------------------------------------------
| 0 | SELECT STATEMENT | | 106 | 5936 | 6 (0)| 00:00:01 |
|* 1 | HASH JOIN | | 106 | 5936 | 6 (0)| 00:00:01 |
| 2 | TABLE ACCESS FULL| DEPT | 27 | 810 | 3 (0)| 00:00:01 |
| 3 | TABLE ACCESS FULL| EMP | 107 | 2782 | 3 (0)| 00:00:01 |
---------------------------------------------------------------------------
如果两个表做表连接而没有连接条件,就会产生笛卡尔积,在实际工作中应该尽可能避免笛卡尔积。笛卡尔积对应的执行计划中有关键字MERGE JOIN CARTESIAN。
SQL> select last_name,department_name from emp,dept;
2889 rows selected.
Execution Plan
----------------------------------------------------------
Plan hash value: 2034389985
-----------------------------------------------------------------------------
| Id | Operation | Name | Rows | Bytes | Cost (%CPU)| Time |
-----------------------------------------------------------------------------
| 0 | SELECT STATEMENT | | 2889 | 57780 | 41 (0)| 00:00:01 |
| 1 | MERGE JOIN CARTESIAN| | 2889 | 57780 | 41 (0)| 00:00:01 |
| 2 | TABLE ACCESS FULL | DEPT | 27 | 324 | 3 (0)| 00:00:01 |
| 3 | BUFFER SORT | | 107 | 856 | 38 (0)| 00:00:01 |
| 4 | TABLE ACCESS FULL | EMP | 107 | 856 | 1 (0)| 00:00:01 |
-----------------------------------------------------------------------------
前面连接方法的示例都是内连接,我们知道Oracle还有外连接,包括左外连接,右外连接和全外连接。执行计划中左外连接和右外连接对应的关键字是OUTER,全外连接对应的关键字是FULL OUTER。
--内连接:
SQL> select e.employee_id,e.last_name,d.department_name from employees e join departments d on e.department_id=d.department_id;
106 rows selected.
Execution Plan
----------------------------------------------------------
Plan hash value: 1343509718
--------------------------------------------------------------------------------------------
| Id | Operation | Name | Rows | Bytes | Cost (%CPU)| Time |
--------------------------------------------------------------------------------------------
| 0 | SELECT STATEMENT | | 106 | 3286 | 6 (17)| 00:00:01 |
| 1 | MERGE JOIN | | 106 | 3286 | 6 (17)| 00:00:01 |
| 2 | TABLE ACCESS BY INDEX ROWID| DEPARTMENTS | 27 | 432 | 2 (0)| 00:00:01 |
| 3 | INDEX FULL SCAN | DEPT_ID_PK | 27 | | 1 (0)| 00:00:01 |
|* 4 | SORT JOIN | | 107 | 1605 | 4 (25)| 00:00:01 |
| 5 | TABLE ACCESS FULL | EMPLOYEES | 107 | 1605 | 3 (0)| 00:00:01 |
--------------------------------------------------------------------------------------------
--左外连接:
SQL> select e.employee_id,e.last_name,d.department_name from employees e left join departments d on e.department_id=d.department_id;
107 rows selected.
Execution Plan
----------------------------------------------------------
Plan hash value: 2296652067
----------------------------------------------------------------------------------
| Id | Operation | Name | Rows | Bytes | Cost (%CPU)| Time |
----------------------------------------------------------------------------------
| 0 | SELECT STATEMENT | | 107 | 3317 | 6 (0)| 00:00:01 |
|* 1 | HASH JOIN OUTER | | 107 | 3317 | 6 (0)| 00:00:01 |
| 2 | TABLE ACCESS FULL| EMPLOYEES | 107 | 1605 | 3 (0)| 00:00:01 |
| 3 | TABLE ACCESS FULL| DEPARTMENTS | 27 | 432 | 3 (0)| 00:00:01 |
----------------------------------------------------------------------------------
--右外连接:
SQL> select e.employee_id,e.last_name,d.department_name from employees e right join departments d on e.department_id=d.department_id;
122 rows selected.
Execution Plan
----------------------------------------------------------
Plan hash value: 514479674
--------------------------------------------------------------------------------------------
| Id | Operation | Name | Rows | Bytes | Cost (%CPU)| Time |
--------------------------------------------------------------------------------------------
| 0 | SELECT STATEMENT | | 106 | 3286 | 6 (17)| 00:00:01 |
| 1 | MERGE JOIN OUTER | | 106 | 3286 | 6 (17)| 00:00:01 |
| 2 | TABLE ACCESS BY INDEX ROWID| DEPARTMENTS | 27 | 432 | 2 (0)| 00:00:01 |
| 3 | INDEX FULL SCAN | DEPT_ID_PK | 27 | | 1 (0)| 00:00:01 |
|* 4 | SORT JOIN | | 107 | 1605 | 4 (25)| 00:00:01 |
| 5 | TABLE ACCESS FULL | EMPLOYEES | 107 | 1605 | 3 (0)| 00:00:01 |
--------------------------------------------------------------------------------------------
--全外连接:
SQL> select e.employee_id,e.last_name,d.department_name from employees e full join departments d on e.department_id=d.department_id;
123 rows selected.
Execution Plan
----------------------------------------------------------
Plan hash value: 2631508678
-------------------------------------------------------------------------------------
| Id | Operation | Name | Rows | Bytes | Cost (%CPU)| Time |
-------------------------------------------------------------------------------------
| 0 | SELECT STATEMENT | | 122 | 5368 | 6 (0)| 00:00:01 |
| 1 | VIEW | VW_FOJ_0 | 122 | 5368 | 6 (0)| 00:00:01 |
|* 2 | HASH JOIN FULL OUTER| | 122 | 3782 | 6 (0)| 00:00:01 |
| 3 | TABLE ACCESS FULL | DEPARTMENTS | 27 | 432 | 3 (0)| 00:00:01 |
| 4 | TABLE ACCESS FULL | EMPLOYEES | 107 | 1605 | 3 (0)| 00:00:01 |
-------------------------------------------------------------------------------------
如果where条件有exists、in或=any操作符+子查询,则Oracle会将其处理为半连接,执行计划中对应的关键字为SEMI。
SQL> select department_id,department_name from departments d where exists (select 1 from employees e where d.department_id = e.department_id and e.salary > 2500);
11 rows selected.
Execution Plan
----------------------------------------------------------
Plan hash value: 2188966913
--------------------------------------------------------------------------------------------
| Id | Operation | Name | Rows | Bytes | Cost (%CPU)| Time |
--------------------------------------------------------------------------------------------
| 0 | SELECT STATEMENT | | 10 | 230 | 6 (17)| 00:00:01 |
| 1 | MERGE JOIN SEMI | | 10 | 230 | 6 (17)| 00:00:01 |
| 2 | TABLE ACCESS BY INDEX ROWID| DEPARTMENTS | 27 | 432 | 2 (0)| 00:00:01 |
| 3 | INDEX FULL SCAN | DEPT_ID_PK | 27 | | 1 (0)| 00:00:01 |
|* 4 | SORT UNIQUE | | 105 | 735 | 4 (25)| 00:00:01 |
|* 5 | TABLE ACCESS FULL | EMPLOYEES | 105 | 735 | 3 (0)| 00:00:01 |
--------------------------------------------------------------------------------------------
SQL> select department_id,department_name from departments d where department_id in (select department_id from employees e where d.department_id = e.department_id and e.salary > 2500);
11 rows selected.
Execution Plan
----------------------------------------------------------
Plan hash value: 2188966913
--------------------------------------------------------------------------------------------
| Id | Operation | Name | Rows | Bytes | Cost (%CPU)| Time |
--------------------------------------------------------------------------------------------
| 0 | SELECT STATEMENT | | 10 | 230 | 6 (17)| 00:00:01 |
| 1 | MERGE JOIN SEMI | | 10 | 230 | 6 (17)| 00:00:01 |
| 2 | TABLE ACCESS BY INDEX ROWID| DEPARTMENTS | 27 | 432 | 2 (0)| 00:00:01 |
| 3 | INDEX FULL SCAN | DEPT_ID_PK | 27 | | 1 (0)| 00:00:01 |
|* 4 | SORT UNIQUE | | 105 | 735 | 4 (25)| 00:00:01 |
|* 5 | TABLE ACCESS FULL | EMPLOYEES | 105 | 735 | 3 (0)| 00:00:01 |
--------------------------------------------------------------------------------------------
SQL> select department_id,department_name from departments d where department_id=any(select department_id from employees e where d.department_id = e.department_id and e.salary > 2500);
11 rows selected.
Execution Plan
----------------------------------------------------------
Plan hash value: 2188966913
--------------------------------------------------------------------------------------------
| Id | Operation | Name | Rows | Bytes | Cost (%CPU)| Time |
--------------------------------------------------------------------------------------------
| 0 | SELECT STATEMENT | | 10 | 230 | 6 (17)| 00:00:01 |
| 1 | MERGE JOIN SEMI | | 10 | 230 | 6 (17)| 00:00:01 |
| 2 | TABLE ACCESS BY INDEX ROWID| DEPARTMENTS | 27 | 432 | 2 (0)| 00:00:01 |
| 3 | INDEX FULL SCAN | DEPT_ID_PK | 27 | | 1 (0)| 00:00:01 |
|* 4 | SORT UNIQUE | | 105 | 735 | 4 (25)| 00:00:01 |
|* 5 | TABLE ACCESS FULL | EMPLOYEES | 105 | 735 | 3 (0)| 00:00:01 |
--------------------------------------------------------------------------------------------
如果where条件有not exists、not in或<>all操作符+子查询,则Oracle会将其处理为反连接,执行计划中对应的关键字为ANTI。
SQL> select department_id,department_name from departments d where not exists (select 1 from employees e where d.department_id = e.department_id and e.salary > 2500);
16 rows selected.
Execution Plan
----------------------------------------------------------
Plan hash value: 3822487693
--------------------------------------------------------------------------------------------
| Id | Operation | Name | Rows | Bytes | Cost (%CPU)| Time |
--------------------------------------------------------------------------------------------
| 0 | SELECT STATEMENT | | 17 | 391 | 6 (17)| 00:00:01 |
| 1 | MERGE JOIN ANTI | | 17 | 391 | 6 (17)| 00:00:01 |
| 2 | TABLE ACCESS BY INDEX ROWID| DEPARTMENTS | 27 | 432 | 2 (0)| 00:00:01 |
| 3 | INDEX FULL SCAN | DEPT_ID_PK | 27 | | 1 (0)| 00:00:01 |
|* 4 | SORT UNIQUE | | 105 | 735 | 4 (25)| 00:00:01 |
|* 5 | TABLE ACCESS FULL | EMPLOYEES | 105 | 735 | 3 (0)| 00:00:01 |
--------------------------------------------------------------------------------------------
SQL> select department_id,department_name from departments d where department_id not in (select department_id from employees e where d.department_id = e.department_id and e.salary > 2500);
16 rows selected.
Execution Plan
----------------------------------------------------------
Plan hash value: 3822487693
--------------------------------------------------------------------------------------------
| Id | Operation | Name | Rows | Bytes | Cost (%CPU)| Time |
--------------------------------------------------------------------------------------------
| 0 | SELECT STATEMENT | | 17 | 391 | 6 (17)| 00:00:01 |
| 1 | MERGE JOIN ANTI | | 17 | 391 | 6 (17)| 00:00:01 |
| 2 | TABLE ACCESS BY INDEX ROWID| DEPARTMENTS | 27 | 432 | 2 (0)| 00:00:01 |
| 3 | INDEX FULL SCAN | DEPT_ID_PK | 27 | | 1 (0)| 00:00:01 |
|* 4 | SORT UNIQUE | | 105 | 735 | 4 (25)| 00:00:01 |
|* 5 | TABLE ACCESS FULL | EMPLOYEES | 105 | 735 | 3 (0)| 00:00:01 |
--------------------------------------------------------------------------------------------
SQL> select department_id,department_name from departments d where department_id<>all(select department_id from employees e where d.department_id = e.department_id and e.salary > 2500);
16 rows selected.
Execution Plan
----------------------------------------------------------
Plan hash value: 3822487693
--------------------------------------------------------------------------------------------
| Id | Operation | Name | Rows | Bytes | Cost (%CPU)| Time |
--------------------------------------------------------------------------------------------
| 0 | SELECT STATEMENT | | 17 | 391 | 6 (17)| 00:00:01 |
| 1 | MERGE JOIN ANTI | | 17 | 391 | 6 (17)| 00:00:01 |
| 2 | TABLE ACCESS BY INDEX ROWID| DEPARTMENTS | 27 | 432 | 2 (0)| 00:00:01 |
| 3 | INDEX FULL SCAN | DEPT_ID_PK | 27 | | 1 (0)| 00:00:01 |
|* 4 | SORT UNIQUE | | 105 | 735 | 4 (25)| 00:00:01 |
|* 5 | TABLE ACCESS FULL | EMPLOYEES | 105 | 735 | 3 (0)| 00:00:01 |
--------------------------------------------------------------------------------------------
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标签:pre 物理 循环 sort 嵌套循环连接 cart ora src 计划
原文地址:https://www.cnblogs.com/stonebox/p/14392037.html