i found that the lagrangian_multiplier in code is not clamped into (0,infty), and increment of it is the learning rate even the EpCost is far smaller than the cost_limit.
Abstract: This paper investigates the potential of ChatGPT to solve constrained optimization problems in economic mathematics using the Lagrangian multiplier method. By applying a deductive reasoning ...