import tensorflow as tf

            trans_z = linear(trans_h0, featsize, 'trans_z')
            self.translated_z = trans_z
        
        with tf.variable_scope("deconv") as scope:
            s_h, s_w = self.output_height, self.output_width
            s_h2, s_h4, s_h8, s_h16 = \
