Subprocesses not terminated properly

[PGijsbers]

Calling fit multiple times creates new subprocesses each time, and it looks as tough subprocesses from a previous call are not closed properly.

[PGijsbers]

Terminated subprocesses still need to be joined and would otherwise become zombie subprocesses. I have a fix locally which seems to resolve the issue, will push after cleaning things up this afternoon.