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https://issues.apache.org/jira/browse/SPARK-34265?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=17272956#comment-17272956
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Apache Spark commented on SPARK-34265:
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User 'LucaCanali' has created a pull request for this issue:
https://github.com/apache/spark/pull/31367

> Add SQLMetrics instrumentation to Python UDF
> --------------------------------------------
>
>                 Key: SPARK-34265
>                 URL: https://issues.apache.org/jira/browse/SPARK-34265
>             Project: Spark
>          Issue Type: Improvement
>          Components: PySpark, SQL
>    Affects Versions: 3.1.1
>            Reporter: Luca Canali
>            Priority: Minor
>         Attachments: PythonSQLMetrics_Jira_Picture.png
>
>
> This proposes to add SQLMetrics instrumentation for Python UDF. This is aimed 
> at improving monitoring and performance troubleshooting of Python code called 
> by Spark, via UDF, Pandas UDF or with MapPartittions.
> The introduced metrics are exposed to the end users via the WebUI interface, 
> in the SQL tab for execution steps related to Python UDF execution, namely 
> BatchEvalPython, ArrowEvalPython, AggregateInPandas, FlaMapGroupsInPandas, 
> FlatMapsCoGroupsInPandas, WindowsInPandas.
> See also the attached screenshot.



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