Select a Resource Pool Dynamically
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You can use a user-defined scalar function (UDF) to select the resource pool that an existing or new client connection uses.
Enabling Dynamic Resource Pool Selection
To enable the current connection to select a resource pool dynamically, run SET resource_
.SET GLOBAL resource_
.
Registering and Defining the Resource Pool Selector Function
After enabling dynamic resource pool selection, set the resource pool selector function to be called when the user runs a query:
SET GLOBAL resource_
Define the selector function as follows:
CREATE FUNCTION <database name>.<function name> RETURNS
VARCHAR(n) CHARACTER SET utf8 COLLATE utf8_general_ci AS
DECLARE
<Any needed variables declared here>
BEGIN
<Logic that determines the resource pool name to return in a RETURN statement>
END
The selector function must return the name of a resource pool.VARCHAR(n)
or VARCHAR(n) CHARACTER SET utf8 COLLATE utf8_
.COLLATE utf8_
indicates that the data type is not case-sensitive.
Example selector functions are provided later in this section.
Resource Pool Selector Function Built-Ins that Provide Estimates
When you write the resource pool selector function, you can use the built-in functions ESTIMATED_
To provide accurate estimates, statistics must first be collected on the queries that these functions operate on.ANALYZE MEMORY
.
You can use ESTIMATED_
and ESTIMATED_
outside the resource pool selector function.
Note
At this time, ESTIMATED_
and ESTIMATED_
are experimental functions.
Disabling Dynamic Resource Pool Selection
To disable dynamic resource pool selection, set resource_
to a value other than system_
.
Selector Function Security
When you create the resource pool selector function, you must have permission to run everything in the function’s body.
To set the resource_
engine variable, you must have the SUPER
permission and the EXECUTE
permission on the resource pool selector function.
Example UDFs that Select Resource Pools
Example 1: Selecting a Resource Pool Based on the Current User
The following example UDF selects a resource pool based on the user running the query.executive
and general
have been created, as shown in the page Work with Resource Pool Engine Variables.
DROP DATABASE IF EXISTS singlestore_docs_example;CREATE DATABASE singlestore_docs_example;USE singlestore_docs_example;DELIMITER //CREATE FUNCTION singlestore_docs_example.select_pool() RETURNSVARCHAR(64) CHARACTER SET utf8 COLLATE utf8_general_ci ASBEGINIF CURRENT_USER() = 'root@%' THENRETURN 'executive';ELSERETURN 'general';END IF;END //DELIMITER ;SET resource_pool = system_auto;SET GLOBAL resource_pool_statement_selector_function = 'singlestore_docs_example.select_pool';/* Return the executive resource pool from the select_pool UDF if thecurrent user is the root user. Otherwise, return the general resource pool. */SELECT 1, CURRENT_RESOURCE_POOL();
Example 2: Selecting a Resource Pool Based on the Current Database
The following example creates two resource pools with memory usage limits and defines a UDF selects a resource pool based on the current database.
DROP DATABASE IF EXISTS singlestore_docs_example;CREATE DATABASE singlestore_docs_example;USE singlestore_docs_example;/* Resource pool used by users who are in training */CREATE RESOURCE POOL training WITH MEMORY_PERCENTAGE = 5;/* Resource pool used by users for other purposes */CREATE RESOURCE POOL main WITH MEMORY_PERCENTAGE = 95;CREATE TABLE simple_table (a INT);INSERT INTO simple_table (a) VALUES (1, 2, 3, 4, 5);DELIMITER //CREATE FUNCTION select_pool() RETURNSVARCHAR(64) CHARACTER SET utf8 COLLATE utf8_general_ci ASBEGINIF DATABASE() = 'singlestore_docs_example' THENRETURN 'training';ELSERETURN 'main';END IF;END //DELIMITER ;SET resource_pool = system_auto;SET GLOBAL resource_pool_statement_selector_function = 'singlestore_docs_example.select_pool';/* The following query uses the training resource pool returned from theselect_pool UDF, since singlestore_docs_example is the current database. */SELECT a FROM simple_table ORDER BY a;/* The following SELECT query uses the main resource pool returned fromthe select_pool UDF, since information_schema is the current database.Prefacing simple_table with singlestore_docs_example does not makesinglestore_docs_example the current database. */USE information_schema;SELECT a FROM singlestore_docs_example.simple_table ORDER BY a;
Example 3: Selecting a Resource Pool Based on the Estimated Memory Required to Run a Query
The following example creates three resource pools with memory usage limits and defines a UDF that selects a resource pool based on the amount of estimated memory required to run a query.
CREATE RESOURCE POOL low_memory WITH MEMORY_PERCENTAGE = 15;CREATE RESOURCE POOL medium_memory WITH MEMORY_PERCENTAGE = 70;CREATE RESOURCE POOL high_memory WITH MEMORY_PERCENTAGE = 15;DROP DATABASE IF EXISTS singlestore_docs_example;CREATE DATABASE singlestore_docs_example;USE singlestore_docs_example;DELIMITER //CREATE FUNCTION select_pool() RETURNSVARCHAR(64) CHARACTER SET utf8 COLLATE utf8_general_ci ASDECLAREleaf_memory INT;BEGINleaf_memory = ESTIMATED_QUERY_LEAF_MEMORY();IF leaf_memory = -1 THENRETURN 'default_pool';ELSIF leaf_memory < 1 THENRETURN 'low_memory';ELSIF leaf_memory > 100 THENRETURN 'high_memory';ELSERETURN 'medium_memory';END IF;END //DELIMITER ;SET resource_pool = system_auto;SET GLOBAL resource_pool_statement_selector_function = 'singlestore_docs_example.select_pool';
Next, do an initial run of the query, followed by ANALYZE MEMORY
to collect statistics on the query.default_
because statistics have not yet been collected:
SELECT 1, CURRENT_RESOURCE_POOL();
+---+-------------------------+
| 1 | CURRENT_RESOURCE_POOL() |
+---+-------------------------+
| 1 | default_pool |
+---+-------------------------+
Collect statistics on the query:
ANALYZE MEMORY;
Re-run the SELECT
query.select_
UDF runs ESTIMATED_
:
SELECT 1, CURRENT_RESOURCE_POOL();
+---+-------------------------+
| 1 | CURRENT_RESOURCE_POOL() |
+---+-------------------------+
| 1 | low_memory |
+---+-------------------------+
Example 4: Selecting a Resource Pool Based on the Estimated, Elpased Time Required to Run a Query
The following example demonstrates selecting a resource pool based on the ESTIMATED_
Create three resource pools with query timeouts and defines a UDF that selects a resource pool based on the estimated time required to run a query:
CREATE RESOURCE POOL low_run_time WITH QUERY_TIMEOUT = 1;CREATE RESOURCE POOL medium_run_time WITH QUERY_TIMEOUT = 2;CREATE RESOURCE POOL high_run_time;DROP DATABASE IF EXISTS singlestore_docs_example;CREATE DATABASE singlestore_docs_example;USE singlestore_docs_example;DELIMITER //CREATE FUNCTION select_pool() RETURNSVARCHAR(64) CHARACTER SET utf8 COLLATE utf8_general_ci ASDECLARErun_time double;BEGINrun_time = ESTIMATED_QUERY_RUNTIME();IF run_time = -1 THENRETURN 'default_pool';ELSIF run_time < 1.0 thenRETURN 'low_run_time';ELSIF run_time < 2.0 THENRETURN 'medium_run_time';ELSERETURN 'high_run_time';END IF;END //DELIMITER ;SET resource_pool = system_auto;SET GLOBAL resource_pool_statement_selector_function = 'singlestore_docs_example.select_pool';
Next, do an initial run of three queries, followed by ANALYZE MEMORY
to collect statistics on the queries.default_
because statistics have not yet been collected:
SELECT SLEEP(0.5), CURRENT_RESOURCE_POOL();
+------------+-------------------------+
| SLEEP(0.5) | CURRENT_RESOURCE_POOL() |
+------------+-------------------------+
| 0 | default_pool |
+------------+-------------------------+
SELECT SLEEP(1.5), CURRENT_RESOURCE_POOL();
+------------+-------------------------+
| SLEEP(1.5) | CURRENT_RESOURCE_POOL() |
+------------+-------------------------+
| 0 | default_pool |
+------------+-------------------------+
SELECT SLEEP(3.0), CURRENT_RESOURCE_POOL();
+------------+-------------------------+
| SLEEP(3.0) | CURRENT_RESOURCE_POOL() |
+------------+-------------------------+
| 0 | default_pool |
+------------+-------------------------+
Collect statistics on the queries:
ANALYZE MEMORY;
Re-run the previous query that takes 0.low_
resource pool from the select_
UDF:
SELECT SLEEP(0.5), CURRENT_RESOURCE_POOL();
+------------+-------------------------+
| SLEEP(0.5) | CURRENT_RESOURCE_POOL() |
+------------+-------------------------+
| 0 | low_run_time |
+------------+-------------------------+
Re-run the pervious query that takes 1.medium_
resource pool from the select_
UDF.
SELECT SLEEP(1.5), CURRENT_RESOURCE_POOL();
+------------+-------------------------+
| SLEEP(1.5) | CURRENT_RESOURCE_POOL() |
+------------+-------------------------+
| 0 | medium_run_time |
+------------+-------------------------+
Re-run the previous query that takes 3.high_
resource pool from the select_
UDF:
SELECT SLEEP(3.0), CURRENT_RESOURCE_POOL();
+------------+-------------------------+
| SLEEP(3.0) | CURRENT_RESOURCE_POOL() |
+------------+-------------------------+
| 0 | high_run_time |
+------------+-------------------------+
For more information, see ALTER USER.
Last modified: August 21, 2024