Solved by yvanscher in post #2 
              
              
                it’s possible I may just have needed to tune my ‘patience hyperparameter’ – lol. after making sure everything was properly functioning it seems to be able to generate decent numbers past 5 epochs. or at least it seems to make progress against the generator and produce more believable numbers.