I don’t have more time to spend on this problem, as it is quite far from a minimal reproducible example, and I’ve already spent alot of time giving you suggestions on how to improve your code.
One thing you can do is to compute the derivative
rf.derivative() and look at the output variables to see if the problem is sensitive to them or not.