User-Defined Functions (UDFs)

Pinot currently supports two ways for you to implement your own functions:
Groovy Scripts
Scalar Functions
Groovy Scripts
Pinot allows you to run any function using Apache Groovy scripts. The syntax for executing Groovy script within the query is as follows:
GROOVY('result value metadata json', ''groovy script', arg0, arg1, arg2...)
This function will execute the groovy script using the arguments provided and return the result that matches the provided result value metadata. **** The function requires the following arguments:
Result value metadata json - json string representing result value metadata. Must contain non-null keys resultType and isSingleValue.
Groovy script to execute- groovy script string, which uses arg0, arg1, arg2 etc to refer to the arguments provided within the script
arguments - pinot columns/other transform functions that are arguments to the groovy script
Examples
Add colA and colB and return a single-value INT
groovy( '{"returnType":"INT","isSingleValue":true}', 'arg0 + arg1', colA, colB)\
Find the max element in mvColumn array and return a single-value INT
groovy('{"returnType":"INT","isSingleValue":true}', 'arg0.toList().max()', mvColumn)\
Find all elements of the array mvColumn and return as a multi-value LONG column
groovy('{"returnType":"LONG","isSingleValue":false}', 'arg0.findIndexValues{ it > 5 }', mvColumn)\
Multiply length of array mvColumn with colB and return a single-value DOUBLE
groovy('{"returnType":"DOUBLE","isSingleValue":true}', 'arg0 * arg1', arraylength(mvColumn), colB)\
Find all indexes in mvColumnA which have value foo, add values at those indexes in mvColumnB
groovy( '{"returnType":"DOUBLE","isSingleValue":true}', 'def x = 0; arg0.eachWithIndex{item, idx-> if (item == "foo") {x = x + arg1[idx] }}; return x' , mvColumnA, mvColumnB)\
Switch case which returns a FLOAT value depending on length of mvCol array
groovy('{\"returnType\":\"FLOAT\", \"isSingleValue\":true}', 'def result; switch(arg0.length()) { case 10: result = 1.1; break; case 20: result = 1.2; break; default: result = 1.3;}; return result.floatValue()', mvCol) \
Any Groovy script which takes no arguments
groovy('new Date().format( "yyyyMMdd" )', '{"returnType":"STRING","isSingleValue":true}')
​⚠
 Note that Groovy script doesn't accept Built-In ScalarFunction that's specific to Pinot queries. See the section below for more information.
​⚠
 Enabling Groovy
Allowing execuatable Groovy in queries can be a security vulnerability. Please use caution and be aware of the security risks if you decide to allow groovy. If you would like to enable Groovy in Pinot queries, you can set the following broker config.
pinot.broker.disable.query.groovy=false
If not set, Groovy in queries is disabled by default.
The above configuration applies across the entire Pinot cluster. If you want a table level override to enable/disable Groovy queries, the following property can be set in the query table config.
{
  "tableName": "myTable",
  "tableType": "OFFLINE",
 
  "query" : {
    "disableGroovy": false
  }
}
Scalar Functions
Since the 0.5.0 release, Pinot supports custom functions that return a single output for multiple inputs. Examples of scalar functions can be found in StringFunctions and DateTimeFunctions​
Pinot automatically identifies and registers all the functions that have the @ScalarFunction annotation.
Only Java methods are supported.
Adding user defined scalar functions
You can add new scalar functions as follows:
Create a new java project. Make sure you keep the package name as org.apache.pinot.scalar.XXXX
In your java project include the dependency
Maven
Gradle
<dependency>
  <groupId>org.apache.pinot</groupId>
  <artifactId>pinot-common</artifactId>
  <version>0.5.0</version>
 </dependency>
include 'org.apache.pinot:pinot-common:0.5.0'
Annotate your methods with @ScalarFunction annotation. Make sure the method is static and returns only a single value output. The input and output can have one of the following types -
Integer
Long
Double
String
//Example Scalar function
​
@ScalarFunction
static String mySubStr(String input, Integer beginIndex) {
  return input.substring(beginIndex);
}
Place the compiled JAR in the /plugins directory in pinot. You will need to restart all Pinot instances if they are already running.
Now, you can use the function in a query as follows:
SELECT mysubstr(playerName, 4) 
FROM baseballStats
​⚠
 Note that the function name in SQL is the same as the function name in Java. The SQL function name is case-insensitive as well.
Transformation Functions
Grouping Algorithm
Last modified 4mo ago