import tensorflow as tf

    
    def net_U1(self, x):
        lambda_1 = self.lambda_1
        lambda_2 = tf.exp(self.lambda_2)
        U = self.neural_net(x, self.weights, self.biases)        
        U_x = self.fwd_gradients_1(U, x)
