import tensorflow as tf

        self.b_soft_no_learn = tf.constant(b_soft_no_learn, dtype=tf.float32)

      with tf.variable_scope("attention"):
        self.w_attn_1 = tf.get_variable("w_1", [self.lstm_size, self.lstm_size])
