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Posted to issues@spark.apache.org by "Sameer Agarwal (JIRA)" <ji...@apache.org> on 2018/02/06 04:15:05 UTC

[jira] [Updated] (SPARK-23334) Fix pandas_udf with return type StringType() to handle str type properly in Python 2.

     [ https://issues.apache.org/jira/browse/SPARK-23334?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel ]

Sameer Agarwal updated SPARK-23334:
-----------------------------------
    Priority: Blocker  (was: Major)

> Fix pandas_udf with return type StringType() to handle str type properly in Python 2.
> -------------------------------------------------------------------------------------
>
>                 Key: SPARK-23334
>                 URL: https://issues.apache.org/jira/browse/SPARK-23334
>             Project: Spark
>          Issue Type: Bug
>          Components: PySpark, SQL
>    Affects Versions: 2.3.0
>            Reporter: Takuya Ueshin
>            Priority: Blocker
>
> In Python 2, when pandas_udf tries to return string type value created in the udf with {{".."}}, the execution fails. E.g.,
> {code:java}
> from pyspark.sql.functions import pandas_udf, col
> import pandas as pd
> df = spark.range(10)
> str_f = pandas_udf(lambda x: pd.Series(["%s" % i for i in x]), "string")
> df.select(str_f(col('id'))).show()
> {code}
> raises the following exception:
> {code}
> ...
> java.lang.AssertionError: assertion failed: Invalid schema from pandas_udf: expected StringType, got BinaryType
> 	at scala.Predef$.assert(Predef.scala:170)
> 	at org.apache.spark.sql.execution.python.ArrowEvalPythonExec$$anon$2.<init>(ArrowEvalPythonExec.scala:93)
> ...
> {code}
> Seems like pyarrow ignores {{type}} parameter for {{pa.Array.from_pandas()}} and consider it as binary type when the type is string type and the string values are {{str}} instead of {{unicode}} in Python 2.



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