omkarakaya

omkarakaya / lstm_forget_bias.py

Created February 7, 2020 14:57

LSTM Forget Bias

	import tensorflow as tf

	# Default value of forget_bias is already 1.0
	cell = tf.nn.rnn_cell.LSTMCell(self.num_hidden, forget_bias=1.0)

omkarakaya / gru.py

Created February 7, 2020 14:55

GRU

	import tensorflow as tf

	cell = tf.nn.rnn_cell.GRUCell(self.num_hidden)

omkarakaya / bidirectional_lstm.py

Created February 7, 2020 14:53

Bidirectional LSTM

	from tensorflow.contrib import rnn

	cell_fw = tf.nn.rnn_cell.LSTMCell(self.num_hidden)
	cell_bw = tf.nn.rnn_cell.LSTMCell(self.num_hidden)
	outputs, states = rnn.static_bidirectional_rnn(cell_fw, cell_bw, x, dtype=tf.float32)

omkarakaya / lstm_use_peepholes.py

Created February 7, 2020 14:45

LSTM Peepholes

	import tensorflow as tf

	cell = tf.nn.rnn_cell.LSTMCell(self.num_hidden, use_peepholes=True)

omkarakaya / bidirectional_rnn.py

Created February 7, 2020 14:36

Bidirectional RNN

	from tensorflow.contrib import rnn

	cell_fw = rnn.BasicRNNCell(self.num_hidden)
	cell_bw = rnn.BasicRNNCell(self.num_hidden)
	outputs, states = rnn.static_bidirectional_rnn(cell_fw, cell_bw, x, dtype=tf.float32)

omkarakaya / lstm.py

Created February 7, 2020 14:28

lstm

	import tensorflow as tf

	cell = tf.nn.rnn_cell.LSTMCell(self.num_hidden)

omkarakaya / rnn.py

Created February 7, 2020 14:27

RNN

	from tensorflow.contrib import rnn

	cell = rnn.BasicRNNCell(self.num_hidden)