1be089b38e0b90a19e7111c9cdffa5c8bf06a3bf,smac/epm/rfr_imputator.py,RFRImputator,impute,#RFRImputator#Any#Any#Any#Any#,133

Before Change

            uncensored_y = numpy.power(10, uncensored_y)
            self.cutoff = numpy.power(10, self.cutoff)
            self.threshold = numpy.power(10, self.threshold)
            imputed_y = numpy.power(10, imputed_y)

        if not numpy.isfinite(imputed_y).all():
            self.logger.critical("Imputed values are not finite, %s" %
                                 str(imputed_y))

After Change

                 for index in range(len(censored_y))]
            imputed_y = numpy.array(imputed_y)

            if sum(numpy.isfinite(imputed_y) == False) > 0:
                // Replace all nans with threshold
                self.logger.critical("Going to replace %d nan-value(s) with "
                                     "threshold" %
                                     sum(numpy.isfinite(imputed_y) == False))
                imputed_y[numpy.isfinite(imputed_y) == False] = self.threshold

            if it > 0:
                // Calc mean difference between imputed values this and last
                // iteration, assume imputed values are always concatenated
                // after uncensored values

Instances