SQL Functions
This section introduce all available Paimon Spark functions.
Built-in Function
max_pt
sys.max_pt($table_name)
It accepts a string type literal to specify the table name and return a max-valid-toplevel partition value.
- valid: the partition which contains data files
- toplevel: only return the first partition value if the table has multi-partition columns
It would throw exception when:
- the table is not a partitioned table
- the partitioned table does not have partition
- all of the partitions do not contains data files
Example
SELECT sys.max_pt('t');
-- 20250101
SELECT * FROM t where pt = sys.max_pt('t');
-- a, 20250101
path_to_descriptor
sys.path_to_descriptor($file_path)
Converts a file path (STRING) to a blob descriptor (BINARY). This function is useful when working with blob data stored in external files. It creates a blob descriptor that references the file at the specified path.
Arguments:
file_path(STRING): The path to the external file containing the blob data.
Returns:
- A BINARY value representing the serialized blob descriptor.
Example
-- Insert blob data using path_to_descriptor function
INSERT INTO t VALUES ('1', 'paimon', sys.path_to_descriptor('file:///path/to/blob_file'));
-- Insert with partition
INSERT OVERWRITE TABLE t PARTITION(ds='1017', batch='test')
VALUES ('1', 'paimon', '1024', '12345678', '20241017', sys.path_to_descriptor('file:///path/to/blob_file'));
descriptor_to_string
sys.descriptor_to_string($descriptor)
Converts a blob descriptor (BINARY) to its string representation (STRING). This function is useful for debugging or displaying the contents of a blob descriptor in a human-readable format.
Arguments:
descriptor(BINARY): The blob descriptor bytes to convert.
Returns:
- A STRING representation of the blob descriptor.
Example
-- Convert a blob descriptor to string for inspection
SELECT sys.descriptor_to_string(content) FROM t WHERE id = '1';
-- [BlobDescriptor{version=1', uri='/path/to/data-2c103f6f-3857-4062-abc3-2e260374a68e-1.blob', offset=4, length=1048576}]
User-defined Function
Paimon Spark supports three types of user-defined functions: lambda functions, file-based functions, and SQL functions.
This feature currently only supports the REST catalog.
Lambda Function
Empowering users to define functions using Java lambda expressions, enabling inline, concise, and functional-style operations.
Example
-- Create Function
CALL sys.create_function(`function` => 'my_db.area_func',
`inputParams` => '[{"id": 0, "name":"length", "type":"INT"}, {"id": 1, "name":"width", "type":"INT"}]',
`returnParams` => '[{"id": 0, "name":"area", "type":"BIGINT"}]',
`deterministic` => true,
`comment` => 'comment',
`options` => 'k1=v1,k2=v2'
);
-- Alter Function
CALL sys.alter_function(`function` => 'my_db.area_func',
`change` => '{"action" : "addDefinition", "name" : "spark", "definition" : {"type" : "lambda", "definition" : "(Integer length, Integer width) -> { return (long) length * width; }", "language": "JAVA" } }'
);
-- Drop Function
CALL sys.drop_function(`function` => 'my_db.area_func');
File Function
Users can define functions within a file, providing flexibility and modular support for function definition, only supports jar files now.
Currently, supports Spark or Hive implementations of UDFs and UDAFs, see Spark UDFs
This feature requires Spark 3.4 or higher.
Example
-- Create Function or Temporary Function (Temporary function should not specify database name)
CREATE [TEMPORARY] FUNCTION <mydb>.simple_udf
AS 'com.example.SimpleUdf'
USING JAR '/tmp/SimpleUdf.jar' [, JAR '/tmp/SimpleUdfR.jar'];
-- Create or Replace Temporary Function (Temporary function should not specify database name)
CREATE OR REPLACE [TEMPORARY] FUNCTION <mydb>.simple_udf
AS 'com.example.SimpleUdf'
USING JAR '/tmp/SimpleUdf.jar';
-- Describe Function
DESCRIBE FUNCTION [EXTENDED] <mydb>.simple_udf;
-- Drop Function
DROP [TEMPORARY] FUNCTION <mydb>.simple_udf;
SQL Function
Define reusable scalar functions with a pure SQL body. The definition is persisted in the Paimon catalog.
This feature requires Spark 4.0 or higher. Table functions (RETURNS TABLE(...)) are not supported yet.
Example
-- Create Function (expression body)
CREATE FUNCTION area(width DOUBLE, height DOUBLE)
RETURNS DOUBLE
RETURN width * height;
-- Create Function (query body)
CREATE FUNCTION dept_total(d INT) RETURNS INT
RETURN SELECT SUM(salary) FROM emp WHERE dept_id = d;
-- Parameter with DEFAULT value
CREATE FUNCTION addd(x INT, y INT DEFAULT 10) RETURNS INT RETURN x + y;
-- Create or Replace / If Not Exists
CREATE OR REPLACE FUNCTION inc(x INT) RETURNS INT RETURN x + 100;
CREATE FUNCTION IF NOT EXISTS inc(x INT) RETURNS INT RETURN x + 1;
-- Describe / Show / Drop Function
DESCRIBE FUNCTION [EXTENDED] area;
SHOW USER FUNCTIONS;
DROP FUNCTION [IF EXISTS] area;