Function and gradient evaluation in same function Ipopt

[miles.lubin]

JuMP User-Defined Function, Value and Gradient At Once

You can cache the evaluation point and last value/gradient. If the evaluation point doesn’t change, return the value that you’ve already computed. It sounds like your function has a nontrivial evaluation cost; in this case the extra time spent in this check should be negligible.