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Hi and sorry for the delay in answering.
This repository is meant to reproduce the experiments from the paper, but is not ideally suited to train your own models. Probably the Experiments - TownCentre notebook is the closest to what you'd want.
But there is another more practical implementation of BiternionNets here with instructions on labeling and training your own model.
Finally, with a colleague we provide an updated version of the above which uses PyTorch that might be even simpler to use as it doesn't rely on my own (unsupported) deep-learning framework anymore.
Hope you'll find what you need there, sorry I don't have the bandwidth to provide full support.
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