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Another approach could be to wrap the C++ APIs (using Julia's Cxx.jl, which is very easy). I have not looked inside TensorFlow but talking to those who have, I understand that a substantial part of TensorFlow is in Python, and if one were to use the C++ APIs, a bunch of the other stuff in the python part of the codebase would need to be recreated.
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