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