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I've been struggling with this too. The original char-CNN-RNN text encoder is implemented in Torch so I guess transporting it to TensorFlow could be tough. However, it's straightforward to load a Torch model in PyTorch with load_lua() function.
Personally, I suggest you use the PyTorch version. The TensorFlow version is crap AFAIC.
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