Since it has come up a few times recently, if you want IMP to run faster, try 1) call IMP.set_checks_level(IMP.NONE) before you do your optimization 2) rebuild with "build=fast" These disable all or most checks (and the second enables more optimization), so please make sure your code works with checks and does not print any warnings first.