import tensorflow as tf

                )
                dialogue_state_size = conv3.size + \
                                      3 * histories_embedding_size * conv_mul

                dialogue_state = tf.nn.relu(dialogue_state)
                dialogue_state = dropout(dialogue_state, self.dropout_keep_prob)

                # action prediction
