Github user zero323 commented on the issue:

    https://github.com/apache/spark/pull/16537
  
    And there is of course a matter of user experience.  Even if failure is 
cheap, something like this:
    
    ```python
    In [4]: from pyspark.sql.functions import udf
    
    In [5]: udf(lambda x: x)(1)
    ---------------------------------------------------------------------------
    Py4JError                                 Traceback (most recent call last)
    <ipython-input-5-729166e23ad0> in <module>()
    ----> 1 udf(lambda x: x)(1)
    
    ...
    
    Py4JError: An error occurred while calling 
z:org.apache.spark.sql.functions.col. Trace:
    py4j.Py4JException: Method col([class java.lang.Integer]) 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)
    ```
    is not an useful exception for anyone who is not familiar with Spark 
internals.


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