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fixes #1256
Note: I removed
warn_on_batched_x
because it was shown whenever a batchedx
is passed, i.e., even when explicitly callingsample_batched
. I think we do not need to issue the warning when calling the batched methods because users explicitly call those methods for the batched case.For the iid case, in NPE, the user has to use a corresponding embedding net anyways, so this warning is also not helpful.
For the iid base in likelihood-based methods, it is natural that we can sample iid data, so also no need to issue the warning.