In the previous
blogpost, discussed scenario where automatic indexing does not currently
create automatic indexing and we may need to manually create necessary indexes.
In this post, we will discuss another
scenario where AI will create an index, but we may need to manually create an
even better one.
We will start by creating a large
table
ai_demo@ATP21C> create
table demo035
2 nologging as
3 select rownum as id,
4 mod(rownum,100000)+1 as x1,
5 cast('Hello_world' as varchar2(20)) as x2,
6 a.*
7 from stage a, stage b
8 where rownum <= 10000000;
Table created.
The main columns to note here are X1 -
which contains 100K distinct values – and X2 that got only the same value
“Hello_World” all together.
I will next run the following query a
number of times..
ai_demo@ATP21C> select
x2,x1 from demo035 where x1 = 42;
100 rows selected.
Execution Plan
----------------------------------------------------------
Plan hash value: 3123852742
-------------------------------------------------------------------------------------
| Id | Operation | Name | Rows | Bytes | Cost (%CPU)| Time |
-------------------------------------------------------------------------------------
| 0 | SELECT STATEMENT | | 98 | 1666 | 52048 (1)| 00:00:03 |
|* 1 | TABLE ACCESS STORAGE FULL| DEMO035 | 98 | 1666 | 52048 (1)| 00:00:03 |
-------------------------------------------------------------------------------------
Predicate Information
(identified by operation id):
---------------------------------------------------
1 - storage("X1"=42)
filter("X1"=42)
Note
-----
- automatic DOP: Computed Degree of Parallelism is 1
Statistics
----------------------------------------------------------
0 recursive calls
0 db block gets
191109 consistent gets
191103 physical reads
0 redo size
964 bytes sent via SQL*Net to client
48 bytes received via SQL*Net from client
2 SQL*Net roundtrips to/from client
0 sorts (memory)
0 sorts (disk)
100 rows processed
Without an index, the CBO has no choice
but to perform a Full table scan. An index on X1 would provide the necessary
filtering to fetch and return the required rows.
But if this query was important enough,
we could improve thing further by “overloading” the column X2 into the same
index. So we could use the index exclusively to get all the necessary data,
without having to access the table at all. Considering an index on just the X1
column would need to fetch a reasonable number of rows (100 rows) and would
need to visit a substantial number of different table block due to its
clustering, overloading the index in this scenario would substantially reduce
the necessary workloads of this query.
So what does AI do in this scenario, is
overloading an index considered?
ai_demo@ATP21C> select
dbms_auto_index.report_activity(systimestamp -1/24, systimestamp,'TEXT','ALL','ALL')
report from dual;
REPORT
--------------------------------------------------------------------------------
GENERAL INFORMATION
-------------------------------------------------------------------------------
Activity start : 12-AUG-2022 09:34:09
Activity end : 12-AUG-2022 10:34:09
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) : 134.22 MB (134.22 MB / 0 B)
Indexes dropped : 0
SQL statements verified : 1
SQL statements improved (improvement factor) : 1 (191348x)
SQL plan baselines created : 0
Overall improvement factor : 191348x
-------------------------------------------------------------------------------
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 | DEMO035 | SYS_AI_2v4tz32vgabbg | X1 | B-TREE | NONE |
------------------------------------------------------------------------
-------------------------------------------------------------------------------
VERIFICATION DETAILS
-------------------------------------------------------------------------------
1. The performance of the following statements improved:
-------------------------------------------------------------------------------
Parsing Schema Name : AI_DEMO
SQL ID : 6zrhtjvmmvdz2
SQL Text : select x2,x1 from demo035 where x1 = 42
Improvement Factor : 191348x
Execution Statistics:
-----------------------------
Original Plan Auto Index Plan
---------------------------- ----------------------------
Elapsed Time (s): 482991 53219
CPU Time (s): 94369 6075
Buffer Gets: 574045 103
Optimizer Cost: 52048 102
Disk Reads: 573316 102
Direct Writes: 0 0
Rows Processed: 300 100
Executions: 3 1
PLANS SECTION
---------------------------------------------------------------------------------------------
- Original
-----------------------------
Plan Hash Value : 3123852742
--------------------------------------------------------------------------------
| Id | Operation | Name | Rows | Bytes | Cost | Time |
--------------------------------------------------------------------------------
| 0 | SELECT STATEMENT | | | | 52048 | |
| 1 | TABLE ACCESS STORAGE FULL | DEMO035 | 98 | 1666 | 52048 | 00:00:03 |
--------------------------------------------------------------------------------
Notes
-----
- dop = 1
- px_in_memory_imc = no
- px_in_memory = no
- With Auto Indexes
-----------------------------
Plan Hash Value : 1691939753
-------------------------------------------------------------------------------------------------------
| Id | Operation | Name | Rows | Bytes | Cost | Time |
-------------------------------------------------------------------------------------------------------
| 0 | SELECT STATEMENT | | 98 | 1666 | 102 | 00:00:01 |
| 1 | TABLE ACCESS BY INDEX ROWID BATCHED | DEMO035 | 98 | 1666 | 102 | 00:00:01 |
| * 2 | INDEX RANGE SCAN | SYS_AI_2v4tz32vgabbg | 98 | | 3 | 00:00:01 |
-------------------------------------------------------------------------------------------------------
Predicate Information
(identified by operation id):
------------------------------------------
* 2 - access("X1"=42)
Notes
-----
- Dynamic sampling used for this statement ( level = 11 )
-------------------------------------------------------------------------------
-------------------------------------------------------------------------------
We see that automatic index on just the
X1 column was created.
ai_demo@ATP21C> select
index_name,index_type,indexing,auto,
2 status,visibility,num_rows,leaf_blocks,clustering_factor
3 from all_indexes
4 where table_name = 'DEMO035'
5 and owner ='AI_DEMO';
INDEX_NAME INDEX_TYPE INDEXIN AUT STATUS VISIBILIT
NUM_ROWS LEAF_BLOCKS CLUSTERING_FACTOR
--------------------- ----------- ------- --- -------- --------- ---------- ----------- -----------------
SYS_AI_2v4tz32vgabbg NORMAL FULL YES VALID VISIBLE 10000000 15512 10000000
ai_demo@ATP21C> select
table_name,index_name,column_name,column_position
2 from all_ind_columns
3 where table_name = 'DEMO035'
4 order by 1,2;
TABLE_NAME INDEX_NAME COLUMN_NAME COLUMN_POSITION
---------- --------------------- ----------- ---------------
DEMO035 SYS_AI_2v4tz32vgabbg X1 1
If we now re-run the query again
ai_demo@ATP21C> select
x2,x1 from demo035 where x1 = 42;
100 rows selected.
Execution Plan
----------------------------------------------------------
Plan hash value: 1691939753
------------------------------------------------------------------------------------------------------------
| Id | Operation | Name | Rows | Bytes | Cost (%CPU)| Time |
------------------------------------------------------------------------------------------------------------
| 0 | SELECT STATEMENT | | 98 | 1666 | 102 (0)| 00:00:01 |
| 1 | TABLE ACCESS BY INDEX ROWID BATCHED| DEMO035 | 98 | 1666 | 102 (0)| 00:00:01 |
|* 2 | INDEX RANGE SCAN | SYS_AI_2v4tz32vgabbg | 98 | | 3 (0)| 00:00:01 |
------------------------------------------------------------------------------------------------------------
Predicate Information
(identified by operation id):
---------------------------------------------------
2 - access("X1"=42)
Note
-----
- automatic DOP: Computed Degree of Parallelism is 1
Statistics
----------------------------------------------------------
0 recursive calls
0 db block gets
104 consistent gets
0
physical reads
0 redo size
964 bytes sent via SQL*Net to client
48 bytes received via SQL*Net from client
2 SQL*Net roundtrips to/from client
0 sorts (memory)
0 sorts (disk)
100 rows processed
The query uses the newly create automatic
index, but with 104 consistent gets, it is still doing substantial amount of
work here, if we manually create another index that overloads the only other
columns required in this query
ai_demo@ATP21C> create
index demo035_idx
2 on demo035( x1,x2 )
3 nologging
4 compress advanced low;
Index created.
Using compress advanced low as used by
automatic index, noting the X2 contain the same value for all the rows, making
it particularly perfect for compression and the best-case scenario when it
comes to minimal overheads potentially associated with overloading this index
ai_demo@ATP21C> select
index_name,index_type,indexing,auto,
2 status,visibility,num_rows,leaf_blocks,clustering_factor
3 from all_indexes
4 where table_name = 'DEMO035'
5 and owner ='AI_DEMO';
INDEX_NAME INDEX_TYPE INDEXIN AUT STATUS
VISIBILIT NUM_ROWS LEAF_BLOCKS
CLUSTERING_FACTOR
-------------------- ---------- ------- --- ------ --------- ---------- ----------- -----------------
SYS_AI_2v4tz32vgabbg NORMAL FULL YES VALID VISIBLE 10000000 15512 10000000
DEMO035_IDX NORMAL FULL NO VALID VISIBLE 10000000 16667 10000000
So giving AI the best possible scenario,
in which it could potentially create an overloaded index. But I have never been
able to get AI to create overloaded index. Only columns in the filtering
predicate are considered for inclusion in automatic indexes.
If we re-run the query again.
ai_demo@ATP21C> select
x2,x1 from demo035 where x1 = 42;
100 rows selected.
Execution Plan
----------------------------------------------------------
Plan hash value: 2152906945
--------------------------------------------------------------------------------
| Id | Operation | Name | Rows | Bytes | Cost (%CPU)| Time |
--------------------------------------------------------------------------------
| 0 | SELECT STATEMENT | | 98 | 1666 | 3 (0)| 00:00:01 |
|* 1 | INDEX RANGE SCAN| DEMO035_IDX | 98 | 1666 | 3 (0)| 00:00:01 |
--------------------------------------------------------------------------------
Predicate Information
(identified by operation id):
---------------------------------------------------
1 - access("X1"=42)
Note
-----
- automatic DOP: Computed Degree of Parallelism is 1
Statistics
----------------------------------------------------------
0 recursive calls
0 db block gets
5 consistent gets
0 physical reads
0 redo size
964 bytes sent via SQL*Net to client
48 bytes received via SQL*Net from client
2 SQL*Net roundtrips to/from client
0 sorts (memory)
0 sorts (disk)
100 rows processed
We notice the CBO now uses the manually
created index without any table access path, as it can just use the index to
access the necessary data. The number of consistent gets was significantly
reduced to 5, a fraction of the previous 104 when the automatic index was used.
So the scenario of an overloaded index
that could significantly reduce database resource, which is currently not
supported by AI, is another example of where many want to manually create
necessary index.
2 nologging as
3 select rownum as id,
4 mod(rownum,100000)+1 as x1,
5 cast('Hello_world' as varchar2(20)) as x2,
6 a.*
7 from stage a, stage b
8 where rownum <= 10000000;
----------------------------------------------------------
Plan hash value: 3123852742
| Id | Operation | Name | Rows | Bytes | Cost (%CPU)| Time |
-------------------------------------------------------------------------------------
| 0 | SELECT STATEMENT | | 98 | 1666 | 52048 (1)| 00:00:03 |
|* 1 | TABLE ACCESS STORAGE FULL| DEMO035 | 98 | 1666 | 52048 (1)| 00:00:03 |
-------------------------------------------------------------------------------------
---------------------------------------------------
filter("X1"=42)
-----
- automatic DOP: Computed Degree of Parallelism is 1
----------------------------------------------------------
0 recursive calls
0 db block gets
191109 consistent gets
191103 physical reads
0 redo size
964 bytes sent via SQL*Net to client
48 bytes received via SQL*Net from client
2 SQL*Net roundtrips to/from client
0 sorts (memory)
0 sorts (disk)
100 rows processed
--------------------------------------------------------------------------------
GENERAL INFORMATION
-------------------------------------------------------------------------------
Activity start : 12-AUG-2022 09:34:09
Activity end : 12-AUG-2022 10:34:09
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) : 134.22 MB (134.22 MB / 0 B)
Indexes dropped : 0
SQL statements verified : 1
SQL statements improved (improvement factor) : 1 (191348x)
SQL plan baselines created : 0
Overall improvement factor : 191348x
-------------------------------------------------------------------------------
-------------------------------------------------------------------------------
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 | DEMO035 | SYS_AI_2v4tz32vgabbg | X1 | B-TREE | NONE |
------------------------------------------------------------------------
-------------------------------------------------------------------------------
-------------------------------------------------------------------------------
1. The performance of the following statements improved:
-------------------------------------------------------------------------------
Parsing Schema Name : AI_DEMO
SQL ID : 6zrhtjvmmvdz2
SQL Text : select x2,x1 from demo035 where x1 = 42
Improvement Factor : 191348x
-----------------------------
Original Plan Auto Index Plan
---------------------------- ----------------------------
Elapsed Time (s): 482991 53219
CPU Time (s): 94369 6075
Buffer Gets: 574045 103
Optimizer Cost: 52048 102
Disk Reads: 573316 102
Direct Writes: 0 0
Rows Processed: 300 100
Executions: 3 1
---------------------------------------------------------------------------------------------
-----------------------------
Plan Hash Value : 3123852742
| Id | Operation | Name | Rows | Bytes | Cost | Time |
--------------------------------------------------------------------------------
| 0 | SELECT STATEMENT | | | | 52048 | |
| 1 | TABLE ACCESS STORAGE FULL | DEMO035 | 98 | 1666 | 52048 | 00:00:03 |
--------------------------------------------------------------------------------
-----
- dop = 1
- px_in_memory_imc = no
- px_in_memory = no
-----------------------------
Plan Hash Value : 1691939753
| Id | Operation | Name | Rows | Bytes | Cost | Time |
-------------------------------------------------------------------------------------------------------
| 0 | SELECT STATEMENT | | 98 | 1666 | 102 | 00:00:01 |
| 1 | TABLE ACCESS BY INDEX ROWID BATCHED | DEMO035 | 98 | 1666 | 102 | 00:00:01 |
| * 2 | INDEX RANGE SCAN | SYS_AI_2v4tz32vgabbg | 98 | | 3 | 00:00:01 |
-------------------------------------------------------------------------------------------------------
------------------------------------------
* 2 - access("X1"=42)
-----
- Dynamic sampling used for this statement ( level = 11 )
-------------------------------------------------------------------------------
2 status,visibility,num_rows,leaf_blocks,clustering_factor
3 from all_indexes
4 where table_name = 'DEMO035'
5 and owner ='AI_DEMO';
--------------------- ----------- ------- --- -------- --------- ---------- ----------- -----------------
SYS_AI_2v4tz32vgabbg NORMAL FULL YES VALID VISIBLE 10000000 15512 10000000
2 from all_ind_columns
3 where table_name = 'DEMO035'
4 order by 1,2;
---------- --------------------- ----------- ---------------
DEMO035 SYS_AI_2v4tz32vgabbg X1 1
----------------------------------------------------------
Plan hash value: 1691939753
| Id | Operation | Name | Rows | Bytes | Cost (%CPU)| Time |
------------------------------------------------------------------------------------------------------------
| 0 | SELECT STATEMENT | | 98 | 1666 | 102 (0)| 00:00:01 |
| 1 | TABLE ACCESS BY INDEX ROWID BATCHED| DEMO035 | 98 | 1666 | 102 (0)| 00:00:01 |
|* 2 | INDEX RANGE SCAN | SYS_AI_2v4tz32vgabbg | 98 | | 3 (0)| 00:00:01 |
------------------------------------------------------------------------------------------------------------
---------------------------------------------------
-----
- automatic DOP: Computed Degree of Parallelism is 1
----------------------------------------------------------
0 recursive calls
0 db block gets
104 consistent gets
0 redo size
964 bytes sent via SQL*Net to client
48 bytes received via SQL*Net from client
2 SQL*Net roundtrips to/from client
0 sorts (memory)
0 sorts (disk)
100 rows processed
2 on demo035( x1,x2 )
3 nologging
4 compress advanced low;
2 status,visibility,num_rows,leaf_blocks,clustering_factor
3 from all_indexes
4 where table_name = 'DEMO035'
5 and owner ='AI_DEMO';
-------------------- ---------- ------- --- ------ --------- ---------- ----------- -----------------
SYS_AI_2v4tz32vgabbg NORMAL FULL YES VALID VISIBLE 10000000 15512 10000000
DEMO035_IDX NORMAL FULL NO VALID VISIBLE 10000000 16667 10000000
----------------------------------------------------------
Plan hash value: 2152906945
| Id | Operation | Name | Rows | Bytes | Cost (%CPU)| Time |
--------------------------------------------------------------------------------
| 0 | SELECT STATEMENT | | 98 | 1666 | 3 (0)| 00:00:01 |
|* 1 | INDEX RANGE SCAN| DEMO035_IDX | 98 | 1666 | 3 (0)| 00:00:01 |
--------------------------------------------------------------------------------
---------------------------------------------------
-----
- automatic DOP: Computed Degree of Parallelism is 1
----------------------------------------------------------
0 recursive calls
0 db block gets
5 consistent gets
0 physical reads
0 redo size
964 bytes sent via SQL*Net to client
48 bytes received via SQL*Net from client
2 SQL*Net roundtrips to/from client
0 sorts (memory)
0 sorts (disk)
100 rows processed
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