title | summary |
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SQL Prepare Execution Plan Cache |
Learn about SQL Prepare Execution Plan Cache in TiDB. |
TiDB supports execution plan caching for Prepare
/ Execute
queries.
There are two forms of Prepare
/ Execute
queries:
- In the binary communication protocol, use
COM_STMT_PREPARE
andCOM_STMT_EXECUTE
to execute general parameterized SQL queries; - In the text communication protocol, use
COM_QUERY
to executePrepare
andExecution
SQL queries.
The optimizer handles these two types of queries in the same way: when preparing, the parameterized query is parsed into an AST (Abstract Syntax Tree) and cached; in later execution, the execution plan is generated based on the stored AST and specific parameter values.
When the execution plan cache is enabled, in the first execution every Prepare
statement checks whether the current query can use the execution plan cache, and if the query can use it, then put the generated execution plan into a cache implemented by LRU (Least Recently Used) linked list. In the subsequent Execute
queries, the execution plan is obtained from the cache and checked for availability. If the check succeeds, the step of generating an execution plan is skipped. Otherwise, the execution plan is regenerated and saved in the cache.
In the current version of TiDB, when the Prepare
statement meets any of the following conditions, the query cannot use the execution plan cache:
- The query contains variables other than
?
(including system variables or user-defined variables); - The query contains sub-queries;
- The query contains functions that cannot be cached, such as
current_user()
,database()
, andlast_insert_id()
; - The
Order By
statement of the query contains?
; - The
Group By
statement of the query contains?
; - The
Limit [Offset]
statement of the query contains?
; - The window frame definition of the
Window
function contains?
; - Partition tables are involved in the query.
The LRU linked list is designed as a session-level cache because Prepare
/
Execute
cannot be executed across sessions. Each element of the LRU list is a
key-value pair. The value is the execution plan, and the key is composed of the
following parts:
- The name of the database where
Execute
is executed; - The identifier of the
Prepare
statement, that is, the name after thePREPARE
keyword; - The current schema version, which is updated after every successfully executed DDL statement;
- The SQL mode when executing
Execute
; - The current time zone, which is the value of the
time_zone
system variable.
Any change in the above information (e.g. switching databases, renaming Prepare
statement, executing DDL statements, or modifying the value of SQL mode / time_zone
), or the LRU cache elimination mechanism causes the execution plan cache miss when executing.
After the execution plan cache is obtained from the cache, TiDB first checks whether the execution plan is still valid. If the current Execute
statement is executed in an explicit transaction, and the referenced table is modified in the transaction pre-order statement, the cached execution plan accessing this table does not contain the UnionScan
operator, then it cannot be executed.
After the validation test is passed, the scan range of the execution plan is adjusted according to the current parameter values, and then used to perform data querying.
There are two points worth noting about execution plan caching and query performance:
- Considering that the parameters of
Execute
are different, the execution plan cache prohibits some aggressive query optimization methods that are closely related to specific parameter values to ensure adaptability. This causes that the query plan may not be optimal for certain parameter values. For example, the filter condition of the query iswhere a > ? And a < ?
, the parameters of the firstExecute
statement are2
and1
respectively. Considering that these two parameters maybe be1
and2
in the next execution time, the optimizer does not generate the optimalTableDual
execution plan that is specific to current parameter values; - If cache invalidation and elimination are not considered, an execution plan cache is applied to various parameter values, which in theory also result in non-optimal execution plans for certain values. For example, if the filter condition is
where a < ?
and the parameter value used for the first execution is1
, then the optimizer generates the optimalIndexScan
execution plan and puts it into the cache. In the subsequent executions, if the value becomes10000
, theTableScan
plan might be the better one. But due to the execution plan cache, the previously generatedIndexScan
is used for execution. Therefore, the execution plan cache is more suitable for application scenarios where the query is simple (the ratio of compilation is high) and the execution plan is relatively fixed.
Currently, the execution plan cache is disabled by default. You can enable this feature by enabling the prepare-plan-cache
in the configuration file.
Note:
The execution plan cache feature applies only for
Prepare
/Execute
queries and does not take effect for normal queries.
After the execution plan cache feature is enabled, you can use the session-level system variable last_plan_from_cache
to see whether the previous Execute
statement used the cached execution plan, for example:
{{< copyable "sql" >}}
MySQL [test]> create table t(a int);
Query OK, 0 rows affected (0.00 sec)
MySQL [test]> prepare stmt from 'select * from t where a = ?';
Query OK, 0 rows affected (0.00 sec)
MySQL [test]> set @a = 1;
Query OK, 0 rows affected (0.00 sec)
-- The first execution generates an execution plan and saves it in the cache.
MySQL [test]> execute stmt using @a;
Empty set (0.00 sec)
MySQL [test]> select @@last_plan_from_cache;
+------------------------+
| @@last_plan_from_cache |
+------------------------+
| 0 |
+------------------------+
1 row in set (0.00 sec)
-- The second execution hits the cache.
MySQL [test]> execute stmt using @a;
Empty set (0.00 sec)
MySQL [test]> select @@last_plan_from_cache;
+------------------------+
| @@last_plan_from_cache |
+------------------------+
| 1 |
+------------------------+
1 row in set (0.00 sec)
If you find that a certain set of Prepare
/ Execute
has unexpected behavior due to the execution plan cache, you can use the ignore_plan_cache()
SQL hint to skip using the execution plan cache for the current statement. Still, use the above statement as an example:
{{< copyable "sql" >}}
MySQL [test]> prepare stmt from 'select /*+ ignore_plan_cache() */ * from t where a = ?';
Query OK, 0 rows affected (0.00 sec)
MySQL [test]> set @a = 1;
Query OK, 0 rows affected (0.00 sec)
MySQL [test]> execute stmt using @a;
Empty set (0.00 sec)
MySQL [test]> select @@last_plan_from_cache;
+------------------------+
| @@last_plan_from_cache |
+------------------------+
| 0 |
+------------------------+
1 row in set (0.00 sec)
MySQL [test]> execute stmt using @a;
Empty set (0.00 sec)
MySQL [test]> select @@last_plan_from_cache;
+------------------------+
| @@last_plan_from_cache |
+------------------------+
| 0 |
+------------------------+
1 row in set (0.00 sec)