>= -hzx + hzy =: Rex, the~residual information.
rex = -hzx + hzy
rho = 3.0 # You should make this a hyperparameter.
rho_to_gamma = lambda rho: 1.0 / np.exp(rho)
gamma = tf.cast(rho_to_gamma(rho), tf.float32)