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Generalize samplers to arbitrary function of machine

Merged Vicentini Filippo requested to merge improve_sampler into master

Created by: gcarleo

This PR allows to sample from other functions of the machine. In general it is now possible to sample from F(machine(x)), for arbitrary real-valued F. By default, F(X)=|X|^2. e.g. Sampling from |machine(x)| is useful when dealing with density matrices for example.

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