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Posted to issues@spark.apache.org by "Hyukjin Kwon (JIRA)" <ji...@apache.org> on 2019/05/21 04:02:11 UTC

[jira] [Updated] (SPARK-19844) UDF in when control function is executed before the when clause is evaluated.

     [ https://issues.apache.org/jira/browse/SPARK-19844?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel ]

Hyukjin Kwon updated SPARK-19844:
---------------------------------
    Labels: bulk-closed  (was: )

> UDF in when control function is executed before the when clause is evaluated.
> -----------------------------------------------------------------------------
>
>                 Key: SPARK-19844
>                 URL: https://issues.apache.org/jira/browse/SPARK-19844
>             Project: Spark
>          Issue Type: Bug
>          Components: PySpark, SQL
>    Affects Versions: 2.0.1, 2.1.0
>            Reporter: Franklyn Dsouza
>            Priority: Major
>              Labels: bulk-closed
>
> Sometimes we try to filter out the argument to a udf using {code}when(clause, udf).otherwise(default){code}
> but we've noticed that sometimes the udf is being run on data that shouldn't have matched the clause.
> heres some code to reproduce the issue.
> {code}
> from pyspark.sql import functions as F
> from pyspark.sql import types
> df = sc.sql.createDataFrame([{'r': None}], schema=types.StructType([types.StructField('r', types.StringType())]))
> simple_udf = F.udf(lambda ref: ref.strip("/"), types.StringType())
> df.withColumn('test', 
>                F.when(F.col("r").isNotNull(), simple_udf(F.col("r")))
>                 .otherwise(F.lit(None))
>              ).collect()
> {code}
> This causes an exception because the udf is running on null data. i get AttributeError: 'NoneType' object has no attribute 'strip'. 
> so it looks like the udf is being evaluated before the clause in the when is evaulated. Oddly enough when i change {code}F.col("r").isNotNull(){code} to {code}df["r"] != None{code} then it works. 
> might be related to https://issues.apache.org/jira/browse/SPARK-13773
>  
> and https://issues.apache.org/jira/browse/SPARK-15282



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