Description
Currently, `astype` method for ExtensionDtype in pandas API on Spark is not consistent with pandas. For example, https://github.com/apache/spark/pull/33095#discussion_r661704734.
https://github.com/apache/spark/pull/33095#discussion_r662623005.
We ought to fill in the gap.