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Most things are compatible with arbitrary sample_dims, but at the same time things like:
post = az.extract(idata)
post.azstats.hdi()
won't work. We need to either use combined=False
in extract or sample_dims="sample"
in hdi. I was thinking that a potential alternative would be having sample_dims = [["chain", "draw"], ["sample"]]
and then for sample_dims=None
loop over all registered sample_dims combinations in rcParams, and use the first one where all sample_dims are present in all input variables.
I think this will generate more issues than what it will solve, but I wanted to post anyway and see how other people feel
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