Github user HyukjinKwon commented on the issue:

    https://github.com/apache/spark/pull/21659
  
    re: https://github.com/apache/spark/pull/21659#discussion_r199384289 Thing 
is, the build fails on Jenkins and it will probably fail on documentation 
builder in Jenkins. For now, I just gave a higher priority to `SPHINXBUILD` to 
just keep the previous behaviour and make Jenkins happy.
    
    Now, `SPHINXPYTHON` is completely optional. I updated PR description.


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