make realnvp and nsf layers as part of the pkg #53
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As discussed in #36 (see #36 (comment)), I'm moving the
AffineCouplingandNeuralSplineLayerfrom the example tosrc/so it can be called.AffineCouplingandNeuralSplineLayerintosrcrealnvpand aneuralsplineflowconstructor. For therealnvp, follow the default architecture as mentioned in Advances in Black-Box VI: Normalizing Flows, Importance Weighting, and Optimization.