def update_params(base_param: dict, additional: dict):
    """overwrite base parameter dictionary

    Parameters
    ----------
    base_param : dict
        base param dictionary
    additional : dict
        additional param dictionary

    Returns
    -------
    dict
        updated parameter dictionary
    """
    for key in additional:
        base_param[key] = additional[key]
    return base_param