for i, l_dim in enumerate(self.D_layers):
            layer_name = 'hl_{}'.format(i)
            D_hl_dict[layer_name] = Dropout(self.dropout_rate)(
                Dense(l_dim, activation=self.activation_hidden)(last_layer))
            last_layer = D_hl_dict[layer_name]