Github user davies commented on the pull request:
https://github.com/apache/spark/pull/5527#issuecomment-93803958
We need to convert the numpy types into Python types anyway, so I think
it's better to be done BEFORE inferring schema, then we do not need to change
types.py, also user could do the conversion by themselves.
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