import tensorflow as tf


    # Supervised Encoder Loss
    supervised_encoder_loss = tf.reduce_mean(
        tf.nn.softmax_cross_entropy_with_logits(labels=y_input, logits=encoder_output_label_))

    all_variables = tf.trainable_variables()
