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Serialization of fitting class/data/posteriors to HDF5 rather than pickle #4

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@tHarvey303

Currently the torch/sbi/lampe posterior objects are pickled, which is a dangerous format for long-term storage as it is suspectible to breaking if packages are updated. This is also currently true of serialization of internal class attributes of SBIFitter, which can more easily be changed to HDF5 format.

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