tf.contrib.rnn.HighwayWrapper

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RNNCell wrapper that adds highway connection on cell input and output.

Inherits From: RNNCell

Based on:

R. K. Srivastava, K. Greff, and J. Schmidhuber, "Highway networks", arXiv preprint arXiv:1505.00387, 2015. https://arxiv.org/abs/1505.00387

cell An instance of RNNCell.
couple_carry_transform_gates boolean, should the Carry and Transform gate be coupled.
carry_bias_init float, carry gates bias initialization.

graph DEPRECATED FUNCTION

output_size Integer or TensorShape: size of outputs produced by this cell.
scope_name

state_size size(s) of state(s) used by this cell.

It can be represented by an Integer, a TensorShape or a tuple of Integers or TensorShapes.

Methods

get_initial_state

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zero_state

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Return zero-filled state tensor(s).

Args
batch_size int, float, or unit Tensor representing the batch size.
dtype the data type to use for the state.

Returns
If state_size is an int or TensorShape, then the return value is a N-D tensor of shape [batch_size, state_size] filled with zeros.

If state_size is a nested list or tuple, then the return value is a nested list or tuple (of the same structure) of 2-D tensors with the shapes [batch_size, s] for each s in state_size.