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Implement the ability to restart a run from where it ended #26

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@mgennaro

It would be nice to be able to run further iterations of the posterior approximation, eg in case convergence is not achieved. This could be done by saving a "minimal" set of useful variables, although possibly the entire starwave instance might need to be saved.

A snippet of code in the fit_cmd method would be needed to allow restarting from the last saved posterior, instead of from the prior.

Saving every X iterations would also be desirable, in order to e.g. save progress for long runs, should they crash/terminate for some reason.

Finally, saving the entire class would e.g. allow producing useful diagnostic plots in a easy manner (eg plot several CMDs drawn from the posterior)

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