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I'm not experienced at all with Tensorflow's Python<>C interfacing, but it's doing at least some interop via cython, which we can see here: tensorflow/core/platform/default/build_config.bzl.
Python Bindings: Calling C or C++ From Python is a nice introduction to this. I recently went through it using Bazel (which builds TF) over here.
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