For specifying “parameter space” like P, I believe lens is the best API, as I mentioned before in DifferentialEquations, Control Systems, and Linearization - #7 by tkf. Unlike namedtuple, it can describe nested fields quite easily (it actually can describe arbitrary locations). Maybe it’s useful for implementing mixture models. It also is easy to do change of parameter and adding constraints.
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