At the point where you realize what you are dealing with; either (as suggested above) get out of the relationship ASAP
or (could be said, if you truly love
them), try to understand that the person you are dealing with has a severe mental disorder
, help them get help and support them as they go through this hellish nightmare.
But then again... if they are unwilling to help themselves, there's not much you can do.