No termination with "runcount-limit" lesser then a number of possible combinations

In one of my settings it's possible that the size of my config space is rather small (only 26 possible configurations). With a fixed "runcount-limit" (e.g. 50), my algorithm fails to terminate.

Linux Mint 18, Python 3.5.2