tf.keras.layers.StackedRNNCells

TensorFlow 1 version View source on GitHub

Class StackedRNNCells

Wrapper allowing a stack of RNN cells to behave as a single cell.

Inherits From: Layer

Aliases:

Used to implement efficient stacked RNNs.

Arguments:

  • cells: List of RNN cell instances.

Examples:

cells = [
    keras.layers.LSTMCell(output_dim),
    keras.layers.LSTMCell(output_dim),
    keras.layers.LSTMCell(output_dim),
]

inputs = keras.Input((timesteps, input_dim))
x = keras.layers.RNN(cells)(inputs)

__init__

View source

__init__(
    cells,
    **kwargs
)

Properties

output_size

state_size

Methods

get_initial_state

View source

get_initial_state(
    inputs=None,
    batch_size=None,
    dtype=None
)