In the pervious post, we discussed how automatic indexing
(AI) supported the creation of indexes based on equality-based predicates. One
of the most significant improvements with AI introduced in Oracle database 21c
is that non-equality-based predicates are now supported.
The following testcase was executed from
ATP instance running on Oracle 21c (21.3) we see this
ai_demo@ATPDEMO> create
table demo030
2 nologging as
3 select a.*,
4 sysdate - mod(rownum,2800) as release_dt ,
5 ceil( dbms_random.value(1,500000) ) as sales_amt,
6 rownum as sales_id
7 from stage a, stage b, stage c
8* where rownum <= 10000000 ;
Then we run few queries supporting
non-equality based predicates.
ai_demo@ATPDEMO> begin
2 for i in 1..5
3 loop
4 for x in (select * from demo030 where sales_id between 42 and 50)
5 loop null; end loop;
6 end loop;
7 end ;
8* /
PL/SQL procedure successfully
completed.
ai_demo@ATPDEMO> begin
2 for i in 1..5
3 loop
4 for x in (select * from demo030 where sales_id < 0)
5 loop null; end loop ;
6 end loop;
7 end ;
8* /
PL/SQL procedure successfully
completed.
ai_demo@ATPDEMO> begin
2 for i in 1..5
3 loop
4 for x in (select * from demo030 where sales_id > 10000000)
5 loop null; end loop ;
6 end loop;
7 end ;
8* /
PL/SQL procedure successfully
completed.
And wait for the AI process to kick in to
see what it come up.
ai_demo@ATPDEMO> set echo
on linesize 1000 trimspool on trim on long 2000000 longchunksize 2000000
ai_demo@ATPDEMO> select dbms_auto_index.report_activity(systimestamp -1/24, systimestamp,'TEXT','ALL','ALL') report from dual;
REPORT
2 nologging as
3 select a.*,
4 sysdate - mod(rownum,2800) as release_dt ,
5 ceil( dbms_random.value(1,500000) ) as sales_amt,
6 rownum as sales_id
7 from stage a, stage b, stage c
8* where rownum <= 10000000 ;
2 for i in 1..5
3 loop
4 for x in (select * from demo030 where sales_id between 42 and 50)
5 loop null; end loop;
6 end loop;
7 end ;
8* /
2 for i in 1..5
3 loop
4 for x in (select * from demo030 where sales_id < 0)
5 loop null; end loop ;
6 end loop;
7 end ;
8* /
2 for i in 1..5
3 loop
4 for x in (select * from demo030 where sales_id > 10000000)
5 loop null; end loop ;
6 end loop;
7 end ;
8* /
ai_demo@ATPDEMO> select dbms_auto_index.report_activity(systimestamp -1/24, systimestamp,'TEXT','ALL','ALL') report from dual;
-------------------------------------------------------------------------------
GENERAL INFORMATION
-------------------------------------------------------------------------------
Activity start : 27-JUL-2022 16:11:46
Activity end : 27-JUL-2022 17:11:46
Executions completed : 4
Executions interrupted : 0
Executions with fatal error : 0
-------------------------------------------------------------------------------
SUMMARY (AUTO INDEXES)
-------------------------------------------------------------------------------
Index candidates : 1
Indexes created (visible / invisible) : 1 (1 / 0)
Space used (visible / invisible) : 201.33 MB (201.33 MB / 0 B)
Indexes dropped : 0
SQL statements verified : 2
SQL statements improved (improvement factor) : 2 (184942.1x)
SQL plan baselines created : 0
Overall improvement factor : 184942.1x
-------------------------------------------------------------------------------
SUMMARY (MANUAL INDEXES)
-------------------------------------------------------------------------------
Unused indexes : 0
Space used : 0 B
Unusable indexes : 0
-------------------------------------------------------------------------------
INDEX DETAILS
-------------------------------------------------------------------------------
1. The following indexes were created:
*: invisible
-------------------------------------------------------------------------------
-----------------------------------------------------------------------------
| Owner | Table | Index | Key | Type | Properties |
-----------------------------------------------------------------------------
| AI_DEMO | DEMO030 | SYS_AI_0uxjpwjw7xgh1 | SALES_ID | B-TREE | NONE |
-----------------------------------------------------------------------------
-------------------------------------------------------------------------------
VERIFICATION DETAILS
-------------------------------------------------------------------------------
1. The performance of the following statements improved:
-------------------------------------------------------------------------------
Parsing Schema Name : AI_DEMO
SQL ID : 6hkq4bs4c297b
SQL Text : SELECT * FROM DEMO030 WHERE SALES_ID BETWEEN 42 AND 50
Improvement Factor : 185029.2x
Execution Statistics:
-----------------------------
Original Plan Auto Index Plan
---------------------------- ----------------------------
Elapsed Time (s): 308898 1176
CPU Time (s): 120760 865
Buffer Gets: 925147 4
Optimizer Cost: 50517 4
Disk Reads: 924247 3
Direct Writes: 0 0
Rows Processed: 45 9
Executions: 5 1
PLANS SECTION
---------------------------------------------------------------------------------------------
- Original
-----------------------------
Plan Hash Value : 3833916346
--------------------------------------------------------------------------------
| Id | Operation | Name | Rows | Bytes | Cost | Time |
--------------------------------------------------------------------------------
| 0 | SELECT STATEMENT | | | | 50517 | |
| 1 | TABLE ACCESS STORAGE FULL | DEMO030 | 8 | 928 | 50517 | 00:00:02 |
--------------------------------------------------------------------------------
Notes
-----
- dop = 1
- px_in_memory_imc = no
- px_in_memory = no
- With Auto Indexes
-----------------------------
Plan Hash Value : 206159950
-------------------------------------------------------------------------------------------------------
| Id | Operation | Name | Rows | Bytes | Cost | Time |
-------------------------------------------------------------------------------------------------------
| 0 | SELECT STATEMENT | | 8 | 928 | 4 | 00:00:01 |
| 1 | TABLE ACCESS BY INDEX ROWID BATCHED | DEMO030 | 8 | 928 | 4 | 00:00:01 |
| * 2 | INDEX RANGE SCAN | SYS_AI_0uxjpwjw7xgh1 | 9 | | 3 | 00:00:01 |
-------------------------------------------------------------------------------------------------------
Predicate Information
(identified by operation id):
------------------------------------------
* 2 - access("SALES_ID">=42 AND "SALES_ID"<=50)
Notes
-----
- Dynamic sampling used for this statement ( level = 11 )
-------------------------------------------------------------------------------
Parsing Schema Name : AI_DEMO
SQL ID : 95ptmsmk29pvu
SQL Text : SELECT * FROM DEMO030 WHERE SALES_ID < 0
Improvement Factor : 184855x
Execution Statistics:
-----------------------------
Original Plan Auto Index Plan
---------------------------- ----------------------------
Elapsed Time (s): 213942 75
CPU Time (s): 73496 75
Buffer Gets: 924275 3
Optimizer Cost: 50517 4
Disk Reads: 924245 0
Direct Writes: 0 0
Rows Processed: 0 0
Executions: 5 1
PLANS SECTION
---------------------------------------------------------------------------------------------
- Original
-----------------------------
Plan Hash Value : 3833916346
--------------------------------------------------------------------------------
| Id | Operation | Name | Rows | Bytes | Cost | Time |
--------------------------------------------------------------------------------
| 0 | SELECT STATEMENT | | | | 50517 | |
| 1 | TABLE ACCESS STORAGE FULL | DEMO030 | 1 | 116 | 50517 | 00:00:02 |
--------------------------------------------------------------------------------
Notes
-----
- dop = 1
- px_in_memory_imc = no
- px_in_memory = no
- With Auto Indexes
-----------------------------
Plan Hash Value : 206159950
-------------------------------------------------------------------------------------------------------
| Id | Operation | Name | Rows | Bytes | Cost | Time |
-------------------------------------------------------------------------------------------------------
| 0 | SELECT STATEMENT | | 1 | 116 | 4 | 00:00:01 |
| 1 | TABLE ACCESS BY INDEX ROWID BATCHED | DEMO030 | 1 | 116 | 4 | 00:00:01 |
| * 2 | INDEX RANGE SCAN | SYS_AI_0uxjpwjw7xgh1 | 1 | | 3 | 00:00:01 |
-------------------------------------------------------------------------------------------------------
Predicate Information
(identified by operation id):
------------------------------------------
* 2 - access("SALES_ID"<0)
Notes
-----
- Dynamic sampling used for this statement ( level = 11 )
-------------------------------------------------------------------------------
-------------------------------------------------------------------------------
ai_demo@ATPDEMO> select
table_name,index_name,indexing,auto,
2 status,visibility,clustering_factor,leaf_blocks
3 from all_indexes
4 where table_name = 'DEMO030'
5* and owner ='AI_DEMO';
TABLE_NAME INDEX_NAME INDEXING AUTO
STATUS VISIBILITY CLUSTERING_FACTOR LEAF_BLOCKS
_____________ _______________________ ___________ _______ _________ _____________ ____________________ ______________
DEMO030 SYS_AI_0uxjpwjw7xgh1 FULL YES VALID VISIBLE 184849 23558
ai_demo@ATPDEMO> select
table_name,index_name,column_name,column_position
2 from user_ind_columns
3 where table_name = 'DEMO030'
4* order by 1,2;
TABLE_NAME INDEX_NAME COLUMN_NAME COLUMN_POSITION
_____________ _______________________ ______________ __________________
DEMO030 SYS_AI_0uxjpwjw7xgh1 SALES_ID 1
If we look at the plans for all these
equivalent query, post the AI in place
ai_demo@ATPDEMO> explain
plan for select * from demo030 where sales_id between 42 and 50;
Explained.
ai_demo@ATPDEMO> select *
from table( dbms_xplan.display );
PLAN_TABLE_OUTPUT
________________________________________________________________________________________________
Plan hash value: 206159950
------------------------------------------------------------------------------------------------
| Id | Operation | Name | Rows | Bytes | Cost (%CPU)
------------------------------------------------------------------------------------------------
| 0 | SELECT STATEMENT | | 8 | 928 | 4 (0)
| 1 | TABLE ACCESS BY INDEX ROWID BATCHED| DEMO030 | 8 | 928 | 4 (0)
|* 2 | INDEX RANGE SCAN | SYS_AI_0uxjpwjw7xgh1 | 8 | | 3 (0)
------------------------------------------------------------------------------------------------
Predicate Information
(identified by operation id):
---------------------------------------------------
2 -
access("SALES_ID">=42 AND "SALES_ID"<=50)
Note
-----
- automatic DOP: Computed Degree of Parallelism is 1
ai_demo@ATPDEMO>
explain plan for select * from demo030
where sales_id < 0;
Explained.
ai_demo@ATPDEMO> select *
from table( dbms_xplan.display );
PLAN_TABLE_OUTPUT
_________________________________________________________________________________________________
Plan hash value: 206159950
-------------------------------------------------------------------------------------------------
| Id | Operation | Name | Rows | Bytes | Cost (%CPU)|
-------------------------------------------------------------------------------------------------
| 0 | SELECT STATEMENT | | 1 | 116 | 4 (0)|
| 1 | TABLE ACCESS BY INDEX ROWID BATCHED| DEMO030 | 1 | 116 | 4 (0)|
|* 2 | INDEX RANGE SCAN | SYS_AI_0uxjpwjw7xgh1 | 1 | | 3 (0)|
-------------------------------------------------------------------------------------------------
Predicate Information
(identified by operation id):
---------------------------------------------------
2 - access("SALES_ID"<0)
Note
-----
- automatic DOP: Computed Degree of Parallelism is 1
ai_demo@ATPDEMO>
explain plan for select * from demo030
where sales_id > 10000000 ;
Explained.
ai_demo@ATPDEMO> select *
from table( dbms_xplan.display );
PLAN_TABLE_OUTPUT
_________________________________________________________________________________________________
Plan hash value: 206159950
-------------------------------------------------------------------------------------------------
| Id | Operation | Name | Rows | Bytes | Cost (%CPU)|
-------------------------------------------------------------------------------------------------
| 0 | SELECT STATEMENT | | 1 | 116 | 4 (0)|
| 1 | TABLE ACCESS BY INDEX ROWID BATCHED| DEMO030 | 1 | 116 | 4 (0)|
|* 2 | INDEX RANGE SCAN | SYS_AI_0uxjpwjw7xgh1 | 1 | | 3 (0)|
-------------------------------------------------------------------------------------------------
Predicate Information
(identified by operation id):
---------------------------------------------------
2 - access("SALES_ID">10000000)
Note
-----
- automatic DOP: Computed Degree of Parallelism is 1
18 rows selected.
ai_demo@ATPDEMO> select
banner_full from v$version;
BANNER_FULL
_______________________________________________________________________________
Oracle Database 21c Enterprise Edition Release 21.0.0.0.0 - Production
Version 21.3.0.0.0
So automatic indexing has kicked in and
significantly improved the performance of all these queries. AI still have
number of restrictions, but by supporting non-equality predicates, it has now
removed its most significant restriction.
GENERAL INFORMATION
-------------------------------------------------------------------------------
Activity start : 27-JUL-2022 16:11:46
Activity end : 27-JUL-2022 17:11:46
Executions completed : 4
Executions interrupted : 0
Executions with fatal error : 0
-------------------------------------------------------------------------------
-------------------------------------------------------------------------------
Index candidates : 1
Indexes created (visible / invisible) : 1 (1 / 0)
Space used (visible / invisible) : 201.33 MB (201.33 MB / 0 B)
Indexes dropped : 0
SQL statements verified : 2
SQL statements improved (improvement factor) : 2 (184942.1x)
SQL plan baselines created : 0
Overall improvement factor : 184942.1x
-------------------------------------------------------------------------------
-------------------------------------------------------------------------------
Unused indexes : 0
Space used : 0 B
Unusable indexes : 0
-------------------------------------------------------------------------------
-------------------------------------------------------------------------------
1. The following indexes were created:
*: invisible
-------------------------------------------------------------------------------
-----------------------------------------------------------------------------
| Owner | Table | Index | Key | Type | Properties |
-----------------------------------------------------------------------------
| AI_DEMO | DEMO030 | SYS_AI_0uxjpwjw7xgh1 | SALES_ID | B-TREE | NONE |
-----------------------------------------------------------------------------
-------------------------------------------------------------------------------
-------------------------------------------------------------------------------
1. The performance of the following statements improved:
-------------------------------------------------------------------------------
Parsing Schema Name : AI_DEMO
SQL ID : 6hkq4bs4c297b
SQL Text : SELECT * FROM DEMO030 WHERE SALES_ID BETWEEN 42 AND 50
Improvement Factor : 185029.2x
-----------------------------
Original Plan Auto Index Plan
---------------------------- ----------------------------
Elapsed Time (s): 308898 1176
CPU Time (s): 120760 865
Optimizer Cost: 50517 4
Disk Reads: 924247 3
Direct Writes: 0 0
Rows Processed: 45 9
Executions: 5 1
---------------------------------------------------------------------------------------------
-----------------------------
Plan Hash Value : 3833916346
| Id | Operation | Name | Rows | Bytes | Cost | Time |
--------------------------------------------------------------------------------
| 0 | SELECT STATEMENT | | | | 50517 | |
| 1 | TABLE ACCESS STORAGE FULL | DEMO030 | 8 | 928 | 50517 | 00:00:02 |
--------------------------------------------------------------------------------
-----
- dop = 1
- px_in_memory_imc = no
- px_in_memory = no
-----------------------------
Plan Hash Value : 206159950
| Id | Operation | Name | Rows | Bytes | Cost | Time |
-------------------------------------------------------------------------------------------------------
| 0 | SELECT STATEMENT | | 8 | 928 | 4 | 00:00:01 |
| 1 | TABLE ACCESS BY INDEX ROWID BATCHED | DEMO030 | 8 | 928 | 4 | 00:00:01 |
| * 2 | INDEX RANGE SCAN | SYS_AI_0uxjpwjw7xgh1 | 9 | | 3 | 00:00:01 |
-------------------------------------------------------------------------------------------------------
------------------------------------------
* 2 - access("SALES_ID">=42 AND "SALES_ID"<=50)
-----
- Dynamic sampling used for this statement ( level = 11 )
Parsing Schema Name : AI_DEMO
SQL ID : 95ptmsmk29pvu
SQL Text : SELECT * FROM DEMO030 WHERE SALES_ID < 0
Improvement Factor : 184855x
-----------------------------
Original Plan Auto Index Plan
---------------------------- ----------------------------
Elapsed Time (s): 213942 75
CPU Time (s): 73496 75
Optimizer Cost: 50517 4
Direct Writes: 0 0
Rows Processed: 0 0
Executions: 5 1
---------------------------------------------------------------------------------------------
-----------------------------
Plan Hash Value : 3833916346
| Id | Operation | Name | Rows | Bytes | Cost | Time |
--------------------------------------------------------------------------------
| 0 | SELECT STATEMENT | | | | 50517 | |
| 1 | TABLE ACCESS STORAGE FULL | DEMO030 | 1 | 116 | 50517 | 00:00:02 |
--------------------------------------------------------------------------------
-----
- dop = 1
- px_in_memory_imc = no
- px_in_memory = no
-----------------------------
Plan Hash Value : 206159950
| Id | Operation | Name | Rows | Bytes | Cost | Time |
-------------------------------------------------------------------------------------------------------
| 0 | SELECT STATEMENT | | 1 | 116 | 4 | 00:00:01 |
| 1 | TABLE ACCESS BY INDEX ROWID BATCHED | DEMO030 | 1 | 116 | 4 | 00:00:01 |
| * 2 | INDEX RANGE SCAN | SYS_AI_0uxjpwjw7xgh1 | 1 | | 3 | 00:00:01 |
-------------------------------------------------------------------------------------------------------
------------------------------------------
* 2 - access("SALES_ID"<0)
-----
- Dynamic sampling used for this statement ( level = 11 )
-------------------------------------------------------------------------------
2 status,visibility,clustering_factor,leaf_blocks
3 from all_indexes
4 where table_name = 'DEMO030'
5* and owner ='AI_DEMO';
_____________ _______________________ ___________ _______ _________ _____________ ____________________ ______________
DEMO030 SYS_AI_0uxjpwjw7xgh1 FULL YES VALID VISIBLE 184849 23558
2 from user_ind_columns
3 where table_name = 'DEMO030'
4* order by 1,2;
_____________ _______________________ ______________ __________________
DEMO030 SYS_AI_0uxjpwjw7xgh1 SALES_ID 1
________________________________________________________________________________________________
Plan hash value: 206159950
| Id | Operation | Name | Rows | Bytes | Cost (%CPU)
------------------------------------------------------------------------------------------------
| 0 | SELECT STATEMENT | | 8 | 928 | 4 (0)
| 1 | TABLE ACCESS BY INDEX ROWID BATCHED| DEMO030 | 8 | 928 | 4 (0)
|* 2 | INDEX RANGE SCAN | SYS_AI_0uxjpwjw7xgh1 | 8 | | 3 (0)
------------------------------------------------------------------------------------------------
---------------------------------------------------
-----
- automatic DOP: Computed Degree of Parallelism is 1
_________________________________________________________________________________________________
Plan hash value: 206159950
| Id | Operation | Name | Rows | Bytes | Cost (%CPU)|
-------------------------------------------------------------------------------------------------
| 0 | SELECT STATEMENT | | 1 | 116 | 4 (0)|
| 1 | TABLE ACCESS BY INDEX ROWID BATCHED| DEMO030 | 1 | 116 | 4 (0)|
|* 2 | INDEX RANGE SCAN | SYS_AI_0uxjpwjw7xgh1 | 1 | | 3 (0)|
-------------------------------------------------------------------------------------------------
---------------------------------------------------
-----
- automatic DOP: Computed Degree of Parallelism is 1
_________________________________________________________________________________________________
Plan hash value: 206159950
| Id | Operation | Name | Rows | Bytes | Cost (%CPU)|
-------------------------------------------------------------------------------------------------
| 0 | SELECT STATEMENT | | 1 | 116 | 4 (0)|
| 1 | TABLE ACCESS BY INDEX ROWID BATCHED| DEMO030 | 1 | 116 | 4 (0)|
|* 2 | INDEX RANGE SCAN | SYS_AI_0uxjpwjw7xgh1 | 1 | | 3 (0)|
-------------------------------------------------------------------------------------------------
---------------------------------------------------
-----
- automatic DOP: Computed Degree of Parallelism is 1
_______________________________________________________________________________
Oracle Database 21c Enterprise Edition Release 21.0.0.0.0 - Production
Version 21.3.0.0.0
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