python - tensorflow birectional lstm state dimension -


i using batch_size=100 , n_units=74. when following code run, rnn_state_fw returns (1,2,100,74). can understand 100 batch_size , 74 state_size, 1 , 2 refer to?

forward_cell = tf.contrib.rnn.dropoutwrapper(tf.contrib.rnn.lstmcell(hidden_size,initializer=tf.random_uniform_initializer(-1.0,1.0),state_is_tuple=true),input_keep_prob=self.dropout_keep_prob_lstm_input,output_keep_prob=self.dropout_keep_prob_lstm_output)  backward_cell = tf.contrib.rnn.dropoutwrapper(tf.contrib.rnn.lstmcell(hidden_size,initializer=tf.random_uniform_initializer(-1.0,1.0),state_is_tuple=true),input_keep_prob=self.dropout_keep_prob_lstm_input,output_keep_prob=self.dropout_keep_prob_lstm_output)  forward_cell = tf.contrib.rnn.multirnncell([forward_cell _ in range(num_layers)],state_is_tuple=true)  backward_cell = tf.contrib.rnn.multirnncell([backward_cell _ in range(num_layers)],state_is_tuple=true)  initial_forward_state = forward_cell.zero_state(self.batch_size, tf.float32)  initial_backward_state = backward_cell.zero_state(self.batch_size, tf.float32)  rnn_output, rnn_state_fw,rnn_state_bw = tf.contrib.rnn.static_bidirectional_rnn(forward_cell,backward_cell, rnn_input,initial_state_fw=initial_forward_state,initial_state_bw=initial_backward_state,sequence_length=self.seq_lengths)

the lstmcell objects set state_is_tuple=true state lstmstatetuple 2 elements (c, m), c cell state , m hidden state (often denoted h, e.g. in basiclstmcell).

both c , m have shape (batch_size, num_units), , there num_layers in multirnncell. state dimensions directional cells (num_layers, 2, batch_size, num_units)

a walk-through of lstms of course colah's blog, , explanation of why have both hidden , cell state can found here.


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