con_cell = gen_cell_class(hps.con_dim,
                                input_weight_scale=hps.cell_weight_scale,
                                rec_weight_scale=hps.cell_weight_scale,
                                clip_value=hps.cell_clip_value,
                                recurrent_collections=['l2_con_reg'])