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Feature/new tf model

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Merged Andrei Glinskii requested to merge feature/new_tf_model into dev Feb 19, 2018
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Created by: mu-arkhipov

TFModel refactored. NER, SlotFIll, and GoalOrientedBotNetwork rewritten to support new class. What is done:

  • TFModel refactored. Now it is more like regular tf model
  • saving and restoring trainable variables (optimizer variables are excluded from saving and restoration)
  • getting train_op become easy. batch_norm updates and gradients clipping are supported from the box

Attention! To use load/save provided in TFModel the session must be attribute of the model with name self.sess!

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Source branch: feature/new_tf_model