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https://issues.apache.org/jira/browse/SPARK-32407?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel
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Hyukjin Kwon resolved SPARK-32407.
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    Fix Version/s: 4.0.0
         Assignee: Ruifeng Zheng
       Resolution: Fixed

https://github.com/apache/spark/pull/44046

> Remove upperbound of Sphinx version
> -----------------------------------
>
>                 Key: SPARK-32407
>                 URL: https://issues.apache.org/jira/browse/SPARK-32407
>             Project: Spark
>          Issue Type: Improvement
>          Components: Documentation, PySpark
>    Affects Versions: 3.1.0
>            Reporter: Hyukjin Kwon
>            Assignee: Ruifeng Zheng
>            Priority: Major
>              Labels: pull-request-available
>             Fix For: 4.0.0
>
>
> Sphinx 3.1+ does not correctly indexes nested classes. See also 
> https://github.com/sphinx-doc/sphinx/issues/7551. We should remove the 
> upperbound of sphinx version once that issue is fixed in Sphinx.



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