The error Could not initialize elemwise support sounds like theano itself might have some trouble. Can you try a minimal theano example with the gpu to see if it works on its own? What did you specify in .theanorc?
Also, you could try do disable advi for now. If you use pymc3 master, that usually isn’t necessary anymore, init='adapt_diag' should work.
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