This is not currently possible (as of the merge of #489 ) because when cache_hash=True, we solve #482 by adding a __setstate__ to all classes which clears the cached hash code.

This is a somewhat unusual combination of needs, so I imagine this is very low priority. This issue is just here as a marker for anyone who runs into this problem in the future.