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I've reviewed 22acc17 and every change is excellent! I do however find one thing missing from the API, I cannot find an obvious way to get the points on the Pareto frontier. On the one side, gest_best_parameters is deprecated for multi-objective optimization, returning a random point on the Pareto frontier. On the other, compute_posterior_pareto_frontier requires primary and secondary metrics (the reason for which I am not sure I fully understand).
Am I missing a method/function?
Certainly, one could manually compute the Pareto frontier with get_trials_dataframe, but that doesn't look like an optimal solution.
Edit: For reference, in #654 the example uses compute_posterior_pareto_frontier with only two objectives.