from federatedml.param.base_param import BaseParam from federatedml.util import consts class PSIParam(BaseParam): def __init__(self, max_bin_num=20, need_run=True, dense_missing_val=None, binning_error=consts.DEFAULT_RELATIVE_ERROR): super(PSIParam, self).__init__() self.max_bin_num = max_bin_num self.need_run = need_run self.dense_missing_val = dense_missing_val self.binning_error = binning_error def check(self): assert isinstance(self.max_bin_num, int) and self.max_bin_num > 0, 'max bin must be an integer larger than 0' assert isinstance(self.need_run, bool) if self.dense_missing_val is not None: assert isinstance(self.dense_missing_val, str) or isinstance(self.dense_missing_val, int) or \ isinstance(self.dense_missing_val, float), \ 'missing value type {} not supported'.format(type(self.dense_missing_val)) self.check_decimal_float(self.binning_error, "psi's param")