More flexible diag_normal_log_prob
#26
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Adds support for scalar
meanandsd_diagAdds support for unnormalized log probs (which are useful when you want
sd_diag=torch.infto be valid i.e. removes the prior) and also logs on a more user friendly scaleAdds
tree_sizefor convenient checking of the number of elements in a TensorTree