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[20180705]关于hash join 2.txt

[20180705]关于hash join 2.txt

--//昨天优化sql语句,执行计划hash join right sna,加入一个约束设置XX字段not null,逻辑读从上万下降到50.

--//关于hash join派生的执行计划,而且hash join还在外连接时支持右关联,特别是11g,加入NULL-AWARW/Single Null-Aware的判断,许

--//多我自己很混乱,做一点总结.

--//NA =>  Null-Aware.

--//SNA => Single Null-Aware

1.环境:

SCOTT@book> @ ver1

PORT_STRING                    VERSION        BANNER

------------------------------ -------------- --------------------------------------------------------------------------------

x86_64/Linux 2.4.xx            11.2.0.4.0     Oracle Database 11g Enterprise Edition Release 11.2.0.4.0 - 64bit Production

create table t1 as select level id   ,'t1'||to_char(level) name from dual connect by level<=4;

create table t2 as select level+1 id ,'t2'||to_char(level) name from dual connect by level<=4;

insert into t1 values (null,'t1null');

insert into t2 values (null,'t2null');

commit ;

--//分析略.

2.执行计划包含hash join:

SCOTT@test01p> select * from t1,t2 where t1.id=t2.id;

        ID NAME                         ID NAME

---------- -------------------- ---------- --------------------

         2 t12                           2 t21

         3 t13                           3 t22

         4 t14                           4 t23

Plan hash value: 1838229974

------------------------------------------------------------------------------------------------------------------------------------------------

| Id  | Operation          | Name | Starts | E-Rows |E-Bytes| Cost (%CPU)| E-Time   | A-Rows |   A-Time   | Buffers |  OMem |  1Mem | Used-Mem |

|   0 | SELECT STATEMENT   |      |      1 |        |       |     8 (100)|          |      3 |00:00:00.01 |      15 |       |       |          |

|*  1 |  HASH JOIN         |      |      1 |      4 |    64 |     8   (0)| 00:00:01 |      3 |00:00:00.01 |      15 |  1888K|  1888K| 1063K (0)|

|*  2 |   TABLE ACCESS FULL| T1   |      1 |      4 |    32 |     4   (0)| 00:00:01 |      4 |00:00:00.01 |       7 |       |       |          |

|*  3 |   TABLE ACCESS FULL| T2   |      1 |      4 |    32 |     4   (0)| 00:00:01 |      4 |00:00:00.01 |       8 |       |       |          |

--//如果改变连接顺序,加入提示:

SCOTT@book> select /*+ leading(t2 t1) */ * from t1,t2 where t1.id=t2.id;

Plan hash value: 2959412835

|   0 | SELECT STATEMENT   |      |      1 |        |       |     7 (100)|          |      3 |00:00:00.01 |       9 |       |       |          |

|*  1 |  HASH JOIN         |      |      1 |      4 |    56 |     7   (0)| 00:00:01 |      3 |00:00:00.01 |       9 |  1888K|  1888K|  830K (0)|

|   2 |   TABLE ACCESS FULL| T2   |      1 |      4 |    28 |     3   (0)| 00:00:01 |      4 |00:00:00.01 |       2 |       |       |          |

|*  3 |   TABLE ACCESS FULL| T1   |      1 |      4 |    28 |     4   (0)| 00:00:01 |      4 |00:00:00.01 |       7 |       |       |          |

3.执行计划包含HASH JOIN OUTER/HASH JOIN RIGHT OUTER:

SCOTT@book> select * from t1,t2 where t1.id=t2.id(+);

           t1null

         1 t11

Plan hash value: 1823443478

|   0 | SELECT STATEMENT   |      |      1 |        |       |     7 (100)|          |      5 |00:00:00.01 |       9 |       |       |          |

|*  1 |  HASH JOIN OUTER   |      |      1 |      5 |    84 |     7   (0)| 00:00:01 |      5 |00:00:00.01 |       9 |  1888K|  1888K|  935K (0)|

|   2 |   TABLE ACCESS FULL| T1   |      1 |      5 |    42 |     4   (0)| 00:00:01 |      5 |00:00:00.01 |       6 |       |       |          |

|   3 |   TABLE ACCESS FULL| T2   |      1 |      4 |    28 |     3   (0)| 00:00:01 |      4 |00:00:00.01 |       3 |       |       |          |

--// 通过改变连接顺序,HASH JOIN OUTER:

SCOTT@book> select /*+ SWAP_JOIN_INPUTS(t2) */ * from t1,t2 where t1.id=t2.id(+);

Plan hash value: 312430291

---------------------------------------------------------------------------------------------------------------------------------------------------

| Id  | Operation             | Name | Starts | E-Rows |E-Bytes| Cost (%CPU)| E-Time   | A-Rows |   A-Time   | Buffers |  OMem |  1Mem | Used-Mem |

|   0 | SELECT STATEMENT      |      |      1 |        |       |     8 (100)|          |      5 |00:00:00.01 |      15 |       |       |          |

|*  1 |  HASH JOIN RIGHT OUTER|      |      1 |      5 |    80 |     8   (0)| 00:00:01 |      5 |00:00:00.01 |      15 |  1888K|  1888K|  926K (0)|

|*  2 |   TABLE ACCESS FULL   | T2   |      1 |      4 |    32 |     4   (0)| 00:00:01 |      4 |00:00:00.01 |       7 |       |       |          |

|   3 |   TABLE ACCESS FULL   | T1   |      1 |      5 |    40 |     4   (0)| 00:00:01 |      5 |00:00:00.01 |       8 |       |       |          |

--//在nested loop,merge join,hash join连接中,仅仅hash join在外连接中支持right连接模式,其它一般不提都是left连接.

--//nested loop 算法根本不可能支持right连接模式.

--//而merge join理论可以支持,但是因为不管如何metge join 两边都要排序,完全没有必要在支持right连接模式.(注这个是我个人的理解,也许不对)

--//而hash join如果右关联表生成hash表小,完全可能右关联表作为驱动表.

4.执行计划包含hash join anti/hash join right anti:

SCOTT@book> select * from t1 where id not in (select id from t2 where id is not null) and id is not null;

        ID NAME

---------- --------------------

--//我现在查询2个表的id is not null.

Plan hash value: 2706079091

|   0 | SELECT STATEMENT   |      |      1 |        |       |     8 (100)|          |      1 |00:00:00.01 |      12 |       |       |          |

|*  1 |  HASH JOIN ANTI    |      |      1 |      1 |    11 |     8   (0)| 00:00:01 |      1 |00:00:00.01 |      12 |  1888K|  1888K|  978K (0)|

|*  2 |   TABLE ACCESS FULL| T1   |      1 |      4 |    32 |     4   (0)| 00:00:01 |      4 |00:00:00.01 |       6 |       |       |          |

|*  3 |   TABLE ACCESS FULL| T2   |      1 |      4 |    12 |     4   (0)| 00:00:01 |      4 |00:00:00.01 |       6 |       |       |          |

--//如何实现交换顺序呢?

SCOTT@book> select * from t1 where id not in (select /*+ SWAP_JOIN_INPUTS(t2) */ id from t2 where id is not null) and id is not null;

Plan hash value: 629543484

--------------------------------------------------------------------------------------------------------------------------------------------------

| Id  | Operation            | Name | Starts | E-Rows |E-Bytes| Cost (%CPU)| E-Time   | A-Rows |   A-Time   | Buffers |  OMem |  1Mem | Used-Mem |

|   0 | SELECT STATEMENT     |      |      1 |        |       |     8 (100)|          |      1 |00:00:00.01 |      13 |       |       |          |

|*  1 |  HASH JOIN RIGHT ANTI|      |      1 |      1 |    11 |     8   (0)| 00:00:01 |      1 |00:00:00.01 |      13 |  2440K|  2440K|  855K (0)|

|*  2 |   TABLE ACCESS FULL  | T2   |      1 |      4 |    12 |     4   (0)| 00:00:01 |      4 |00:00:00.01 |       6 |       |       |          |

|*  3 |   TABLE ACCESS FULL  | T1   |      1 |      4 |    32 |     4   (0)| 00:00:01 |      4 |00:00:00.01 |       7 |       |       |          |

5.执行计划包含hash join semi/hash join right semi:

SCOTT@book> select * from t1 where id  in (select id from t2 where id is not null) and id is not null;

         2 t12

         3 t13

         4 t14

Plan hash value: 1713220790

|   0 | SELECT STATEMENT   |      |      1 |        |       |     8 (100)|          |      3 |00:00:00.01 |      13 |       |       |          |

|*  1 |  HASH JOIN SEMI    |      |      1 |      3 |    33 |     8   (0)| 00:00:01 |      3 |00:00:00.01 |      13 |  1888K|  1888K|  935K (0)|

|*  3 |   TABLE ACCESS FULL| T2   |      1 |      4 |    12 |     4   (0)| 00:00:01 |      4 |00:00:00.01 |       7 |       |       |          |

--//改变交换顺序呢?

SCOTT@book> select * from t1 where id  in (select /*+ SWAP_JOIN_INPUTS(t2) */ id from t2 where id is not null) and id is not null;

Plan hash value: 1275841967

|   0 | SELECT STATEMENT     |      |      1 |        |       |     8 (100)|          |      3 |00:00:00.01 |      13 |       |       |          |

|*  1 |  HASH JOIN RIGHT SEMI|      |      1 |      3 |    33 |     8   (0)| 00:00:01 |      3 |00:00:00.01 |      13 |  2440K|  2440K|  814K (0)|

5.执行计划包含HASH JOIN FULL OUTER:

SCOTT@book> select * from t1 full outer join t2  on  t1.id=t2.id;

                                         5 t24

                                           t2null

7 rows selected.

Plan hash value: 53297166

-------------------------------------------------------------------------------------------------------------------------------------------------------

| Id  | Operation             | Name     | Starts | E-Rows |E-Bytes| Cost (%CPU)| E-Time   | A-Rows |   A-Time   | Buffers |  OMem |  1Mem | Used-Mem |

|   0 | SELECT STATEMENT      |          |      1 |        |       |     8 (100)|          |      7 |00:00:00.01 |      13 |       |       |          |

|   1 |  VIEW                 | VW_FOJ_0 |      1 |      5 |   360 |     8   (0)| 00:00:01 |      7 |00:00:00.01 |      13 |       |       |          |

|*  2 |   HASH JOIN FULL OUTER|          |      1 |      5 |    80 |     8   (0)| 00:00:01 |      7 |00:00:00.01 |      13 |  1888K|  1888K|  936K (0)|

|   3 |    TABLE ACCESS FULL  | T1       |      1 |      5 |    40 |     4   (0)| 00:00:01 |      5 |00:00:00.01 |       6 |       |       |          |

|   4 |    TABLE ACCESS FULL  | T2       |      1 |      5 |    40 |     4   (0)| 00:00:01 |      5 |00:00:00.01 |       7 |       |       |          |

--//交换连接顺序略.

6.执行计划包含hash join anti NA/hash join right anti NA:

SCOTT@book> select * from t1 where id not in (select id from t2 ) ;

no rows selected

Plan hash value: 1275484728

|   0 | SELECT STATEMENT   |      |      1 |        |       |     8 (100)|          |      0 |00:00:00.01 |      10 |       |       |          |

|*  1 |  HASH JOIN ANTI NA |      |      1 |      2 |    22 |     8   (0)| 00:00:01 |      0 |00:00:00.01 |      10 |  1888K|  1888K|  936K (0)|

|   2 |   TABLE ACCESS FULL| T1   |      1 |      5 |    40 |     4   (0)| 00:00:01 |      5 |00:00:00.01 |       6 |       |       |          |

|   3 |   TABLE ACCESS FULL| T2   |      1 |      5 |    15 |     4   (0)| 00:00:01 |      5 |00:00:00.01 |       4 |       |       |          |

--//NA表示Null-Aware,我开始以为2边都要判断id是否存在NULL值.实际上如果执行如下:

SCOTT@book> select * from t1 where id not in (select id from t2 ) and id is not null;

|*  1 |  HASH JOIN ANTI NA |      |      1 |      1 |    11 |     8   (0)| 00:00:01 |      0 |00:00:00.01 |      10 |  1888K|  1888K|  936K (0)|

--//说明实际上NA仅仅判断右关联表查询连接条件是否为NULL.

--//另外这种查询非常容易引起歧义性,许多开发包括我,以前一直以为至少返回id=1的记录.

--//实际上正是T2表里面id存在空值导致没有结果.即使写成如下,结果也一样:

select * from t1 where id not in (select id from t2 ) and id is not null;

--//另外注意仅仅not in,not exists在执行计划中才存在NA,SNA.

--//如何交换:

select * from t1 where id not in (select /*+ SWAP_JOIN_INPUTS(t2) */ id from t2 ) ;

--//以上这样写不行.要写成如下(注我使用通过获得outlined的执行计划),猜测这样加提示的:

SCOTT@book> select /*+ SWAP_JOIN_INPUTS(@"SEL$5DA710D3" "T2"@"SEL$2") */ * from t1 where id not in (select id from t2 ) ;

Plan hash value: 2739594415

-----------------------------------------------------------------------------------------------------------------------------------------------------

| Id  | Operation               | Name | Starts | E-Rows |E-Bytes| Cost (%CPU)| E-Time   | A-Rows |   A-Time   | Buffers |  OMem |  1Mem | Used-Mem |

|   0 | SELECT STATEMENT        |      |      1 |        |       |     8 (100)|          |      0 |00:00:00.01 |       4 |       |       |          |

|*  1 |  HASH JOIN RIGHT ANTI NA|      |      1 |      2 |    22 |     8   (0)| 00:00:01 |      0 |00:00:00.01 |       4 |  1817K|  1817K|  841K (0)|

|   2 |   TABLE ACCESS FULL     | T2   |      1 |      5 |    15 |     4   (0)| 00:00:01 |      5 |00:00:00.01 |       4 |       |       |          |

|   3 |   TABLE ACCESS FULL     | T1   |      0 |      5 |    40 |     4   (0)| 00:00:01 |      0 |00:00:00.01 |       0 |       |       |          |

--//这里注意一个细节,T1实际上根本没有做全表扫描,逻辑读是0,starts=0.

--//插曲:补充测试,给T2增加一些测试数据:

insert into t2  select rownum+4 ,'t2'||to_char(rownum+4) from dual connect by level<=10000;

commit;

SCOTT@book> set autot traceonly

SCOTT@book> select count(*) from t2;

Execution Plan

----------------------------------------------------------

Plan hash value: 3321871023

-------------------------------------------------------------------

| Id  | Operation          | Name | Rows  | Cost (%CPU)| Time     |

|   0 | SELECT STATEMENT   |      |     1 |    10   (0)| 00:00:01 |

|   1 |  SORT AGGREGATE    |      |     1 |            |          |

|   2 |   TABLE ACCESS FULL| T2   | 10005 |    10   (0)| 00:00:01 |

Statistics

          0  recursive calls

          0  db block gets

         30  consistent gets

          0  physical reads

          0  redo size

        528  bytes sent via SQL*Net to client

        520  bytes received via SQL*Net from client

          2  SQL*Net roundtrips to/from client

          0  sorts (memory)

          0  sorts (disk)

          1  rows processed

SCOTT@book> set autot off

--//可以发现全表扫描T1,逻辑读是30.

|   0 | SELECT STATEMENT   |      |      1 |        |       |    14 (100)|          |      0 |00:00:00.01 |      11 |       |       |          |

|*  1 |  HASH JOIN ANTI NA |      |      1 |      1 |    12 |    14   (0)| 00:00:01 |      0 |00:00:00.01 |      11 |  1888K|  1888K| 1008K (0)|

|   3 |   TABLE ACCESS FULL| T2   |      1 |  10005 | 40020 |    10   (0)| 00:00:01 |    459 |00:00:00.01 |       5 |       |       |          |

--//你可以发现一个奇特现象,T2实际读取459条记录,buffers=5.并不是30,实际上因为前面已经存在id is null的记录,这样返回的结果集一定是没有结果,这样

--//停止了T2表的扫描.

SCOTT@book> column PARTITION_NAME noprint

SCOTT@book>  select * from dba_extents where segment_name='T2';

OWNER  SEGMENT_NAME         SEGMENT_TYPE       TABLESPACE_NAME EXTENT_ID    FILE_ID   BLOCK_ID      BYTES     BLOCKS RELATIVE_FNO

------ -------------------- ------------------ --------------- --------- ---------- ---------- ---------- ---------- ------------

SCOTT  T2                   TABLE              USERS                   0          4        552      65536          8            4

SCOTT  T2                   TABLE              USERS                   1          4        560      65536          8            4

SCOTT  T2                   TABLE              USERS                   2          4        672      65536          8            4

SCOTT  T2                   TABLE              USERS                   3          4        680      65536          8            4

SCOTT@book> select count(*) from t2 where DBMS_ROWID.ROWID_BLOCK_NUMBER(rowid) between 555 and 556;

  COUNT(*)

----------

       458

--//458,差1条与执行计划统计.可以推测仅仅扫描读取了数据块555,556,557块.

7.执行计划包含hash join anti SNA/hash join right anti SNA:

SCOTT@book> select * from t1 where id not in (select id from t2 where id is not null) ;

Plan hash value: 1270581391

|   0 | SELECT STATEMENT   |      |      1 |        |       |    14 (100)|          |      1 |00:00:00.01 |      36 |       |       |          |

|*  1 |  HASH JOIN ANTI SNA|      |      1 |      2 |    24 |    14   (0)| 00:00:01 |      1 |00:00:00.01 |      36 |  1888K|  1888K| 1008K (0)|

|*  3 |   TABLE ACCESS FULL| T2   |      1 |  10004 | 40016 |    10   (0)| 00:00:01 |  10004 |00:00:00.01 |      30 |       |       |          |

--//注:当限制T2查询条件id is not null,这样查询仅仅检查T1表的id是否存在NULL.也就是SNA.

--//SNA 表示 Single Null-Aware ,也就是检查左关联表连接条件是否存在null.

--//EXECUTE SYS.DBMS_STATS.SET_TABLE_STATS (OWNNAME=>'SCOTT', TABNAME=>'T1', NUMBLKS=> 800000);

--//EXECUTE SYS.DBMS_STATS.SET_TABLE_STATS (OWNNAME=>'SCOTT', TABNAME=>'T1', NUMROWS=> 8000);

--//交换顺序:

SCOTT@book> select /*+  SWAP_JOIN_INPUTS(@"SEL$5DA710D3" "T2"@"SEL$2") */ * from t1 where id not in (select id from t2 where id is not null) ;

Plan hash value: 1521920066

------------------------------------------------------------------------------------------------------------------------------------------------------

| Id  | Operation                | Name | Starts | E-Rows |E-Bytes| Cost (%CPU)| E-Time   | A-Rows |   A-Time   | Buffers |  OMem |  1Mem | Used-Mem |

|   0 | SELECT STATEMENT         |      |      1 |        |       |    14 (100)|          |      1 |00:00:00.01 |      37 |       |       |          |

|*  1 |  HASH JOIN RIGHT ANTI SNA|      |      1 |      2 |    24 |    14   (0)| 00:00:01 |      1 |00:00:00.01 |      37 |  2440K|  2440K| 1900K (0)|

|*  2 |   TABLE ACCESS FULL      | T2   |      1 |  10004 | 40016 |    10   (0)| 00:00:01 |  10004 |00:00:00.01 |      30 |       |       |          |

|   3 |   TABLE ACCESS FULL      | T1   |      1 |      5 |    40 |     4   (0)| 00:00:01 |      5 |00:00:00.01 |       7 |       |       |          |

总结:

1.NA仅仅判断右关联表查询连接条件是否为NULL.

2.SNA仅仅判断左关联表查询连接条件是否为NULL.

3.注意NULL判断,NULL的逻辑仅仅存在 NULL is NULL 是true,NULL is not NULL是false,其它NULL=NULL之类的都表示noknown.

4.仅仅hash join支持右连接模式.

5.注意仅仅not in,not exists在执行计划中才存在NA,SNA.

6.个人建议,使用exists/not exists代替in/not in,大部分满足业务与实际查询的需要.

7.适当给字段加入not null,规避一些全表扫描,因为全NULL值,在oracle中的常规索引不记录,导致无法使用索引.

8.从以上测试,可以发现hash join派生许多操作方式:

HASH JOIN,HASH JOIN OUTER/HASH JOIN RIGHT OUTER,

HASH JOIN ANTI/HASH JOIN RIGHT ANTI,

HASH JOIN SEMI/HASH JOIN RIGHT SEMI,

HASH JOIN FULL OUTER,

HASH JOIN ANTI NA/HASH JOIN RIGHT ANTI NA,

HASH JOIN ANTI SNA/HASH JOIN RIGHT ANTI SNA.

9.以上完全是基于测试的猜测,不知道是否正确.

10.补充使用exists/not exists的测试:(12c)

SCOTT@test01p> @ ver1

PORT_STRING                    VERSION        BANNER                                                                               CON_ID

------------------------------ -------------- -------------------------------------------------------------------------------- ----------

IBMPC/WIN_NT64-9.1.0           12.1.0.1.0     Oracle Database 12c Enterprise Edition Release 12.1.0.1.0 - 64bit Production              0

SCOTT@test01p> select * from t1 where not exists (select id from t2 where t2.id=t1.id) ;

|   0 | SELECT STATEMENT   |      |      1 |        |       |    14 (100)|          |      2 |00:00:00.02 |      38 |       |       |          |

|*  1 |  HASH JOIN ANTI    |      |      1 |      2 |    24 |    14   (0)| 00:00:01 |      2 |00:00:00.02 |      38 |  1888K|  1888K| 1040K (0)|

|   2 |   TABLE ACCESS FULL| T1   |      1 |      5 |    40 |     4   (0)| 00:00:01 |      5 |00:00:00.01 |       7 |       |       |          |

|   3 |   TABLE ACCESS FULL| T2   |      1 |  10005 | 40020 |    10   (0)| 00:00:01 |  10005 |00:00:00.01 |      31 |       |       |          |

--//注意条件是t2.id=t1.id,这样T2.id是null的记录被排除了.注意与使用not in结果不同:

SCOTT@test01p> select  * from t1 where id not in (select id from t2 where id is not null) ;

--//如果使用exists这样的效果.

SCOTT@test01p> select * from t1 where  not exists (select id from t2 where t2.id=t1.id) and id is not null;

--//exists

SCOTT@test01p> select * from t1 where  exists (select id from t2 where t2.id=t1.id) ;

|   0 | SELECT STATEMENT   |      |      1 |        |       |    14 (100)|          |      3 |00:00:00.01 |      39 |       |       |          |

|*  1 |  HASH JOIN SEMI    |      |      1 |      4 |    48 |    14   (0)| 00:00:01 |      3 |00:00:00.01 |      39 |  1888K|  1888K| 1040K (0)|

|   3 |   TABLE ACCESS FULL| T2   |      1 |  10005 | 40020 |    10   (0)| 00:00:01 |  10005 |00:00:00.01 |      32 |       |       |          |