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Looking for advice on constrained optimization problem. Currently I construct a Lagrangian and use various descent algorithms, line searches, all the usual tricks. No matter what I use, I am limited by a very costly state-evaluation step.

Is there an optimization algorithm that I can implement to avoid state evaluation unless required?

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