[jira] [Commented] (SPARK-19160) Decorator for UDF creation.

["Apache Spark (JIRA)" <ji...@apache.org>]

    [ https://issues.apache.org/jira/browse/SPARK-19160?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=15816163#comment-15816163 ] 

Apache Spark commented on SPARK-19160:
--------------------------------------

User 'zero323' has created a pull request for this issue:
https://github.com/apache/spark/pull/16533

> Decorator for UDF creation.
> ---------------------------
>
>                 Key: SPARK-19160
>                 URL: https://issues.apache.org/jira/browse/SPARK-19160
>             Project: Spark
>          Issue Type: Sub-task
>          Components: PySpark, SQL
>    Affects Versions: 1.6.0, 2.0.0, 2.1.0, 2.2.0
>            Reporter: Maciej Szymkiewicz
>
> Right now there are a few ways we can create UDF:
> - With standalone function:
> {code}
> def _add_one(x):
>     """Adds one"""
>     if x is not None:
>          return x + 1            
> add_one = udf(_add_one, IntegerType())
> {code}
>     This allows for full control flow, including exception handling, but duplicates variables.
>     
> - With `lambda` expression:
> {code}
> add_one = udf(lambda x: x + 1 if x is not None else None, IntegerType())
> {code}
> No variable duplication but only pure expressions.
> - Using nested functions with immediate call:
> {code}
> def add_one(c):
>     def add_one_(x):
>         if x is not None:
>             return x + 1
>     return udf(add_one_, IntegerType())(c)
> {code}
> Quite verbose but enables full control flow and clearly indicates expected number of arguments.
>     
> - Using `udf` functions as a decorator:
> {code}
> @udf
> def add_one(x):
>     """Adds one"""
>     if x is not None:
>         return x + 1
> {code}
> Possible but only with default `returnType` (or curried `@partial(udf, returnType=IntegerType())`).
>     
> Proposed
> Add `udf` decorator which can be used as follows:
> {code}
> from pyspark.sql.decorators import udf
> @udf(IntegerType())
> def add_one(x):
>     """Adds one"""
>     if x is not None:
>         return x + 1
> {code}
> or 
> {code}
> @udf()
> def strip(x):
>     """Strips String"""
>     if x is not None:
>         return x.strip()
> {code}



--
This message was sent by Atlassian JIRA
(v6.3.4#6332)

---------------------------------------------------------------------
To unsubscribe, e-mail: issues-unsubscribe@spark.apache.org
For additional commands, e-mail: issues-help@spark.apache.org