[ https://issues.apache.org/jira/browse/SPARK-19162?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel ]
Maciej Szymkiewicz updated SPARK-19162: --------------------------------------- Affects Version/s: (was: 1.5.0) > Input types validation > ---------------------- > > Key: SPARK-19162 > URL: https://issues.apache.org/jira/browse/SPARK-19162 > 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 > > =Current state > Right now `UserDefinedFunctions` don't perform any input type validation. It > will accept non-callable objects just to fail with hard to understand > traceback: > {code} > In [1]: from pyspark.sql.functions import udf > In [2]: df = spark.range(0, 1) > In [3]: f = udf(None) > In [4]: df.select(f()).first() > 17/01/07 19:30:50 ERROR Executor: Exception in task 2.0 in stage 2.0 (TID 7) > ... > Py4JJavaError: An error occurred while calling o51.collectToPython. > ... > TypeError: 'NoneType' object is not callable > ... > {code} > Invalid arguments to UDF call fail fast but with a bit cryptic Py4J errors: > {code} > In [5]: g = udf(lambda x: x) > In [6]: df.select(f([])) > --------------------------------------------------------------------------- > Py4JError Traceback (most recent call last) > <ipython-input-10-5fb48a5d66d2> in <module>() > ----> 1 df.select(f([])) > .... > Py4JError: An error occurred while calling > z:org.apache.spark.sql.functions.col. Trace: > py4j.Py4JException: Method col([class java.util.ArrayList]) does not exist > at py4j.reflection.ReflectionEngine.getMethod(ReflectionEngine.java:318) > at py4j.reflection.ReflectionEngine.getMethod(ReflectionEngine.java:339) > at py4j.Gateway.invoke(Gateway.java:274) > at py4j.commands.AbstractCommand.invokeMethod(AbstractCommand.java:132) > at py4j.commands.CallCommand.execute(CallCommand.java:79) > at py4j.GatewayConnection.run(GatewayConnection.java:214) > at java.lang.Thread.run(Thread.java:745) > {code} > Proposed > Apply basic type validation for both constructor arguments: > {code} > In [7]: udf(None) > --------------------------------------------------------------------------- > TypeError Traceback (most recent call last) > <ipython-input-7-0765fbe657a9> in <module>() > ----> 1 udf(None) > ... > TypeError: func should be a callable object (a function or an instance of a > class with __call__). Got <class 'NoneType'> > {code} > and call arguments: > {code} > In [8]: f = udf(lambda x: x) > In [9]: f(1) > --------------------------------------------------------------------------- > TypeError Traceback (most recent call last) > ... > TypeError: All arguments should be Columns or strings representing column > names. Got 1 of type <class 'int'> > {code} -- This message was sent by Atlassian JIRA (v6.3.4#6332) --------------------------------------------------------------------- To unsubscribe, e-mail: issues-unsubscr...@spark.apache.org For additional commands, e-mail: issues-h...@spark.apache.org