event.py 文件源码

python
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项目:MulensModel 作者: rpoleski 项目源码 文件源码
def get_chi2(self, fit_blending=None):
        """
        Calculates chi^2 of current model by fitting for source and
        blending fluxes.

        Parameters :
            fit_blending: *boolean*, optional
                If True, then the blend flux is a free parameter. If
                False, the blend flux is fixed at zero.  Default is
                the same as :py:func:`MulensModel.fit.Fit.fit_fluxes()`.

        Returns :
            chi2: *float*
                Chi^2 value

        """
        chi2_per_point = self.get_chi2_per_point(
            fit_blending=fit_blending)
        # Calculate chi^2 given the fit
        chi2 = []
        for i, dataset in enumerate(self.datasets):
            # Calculate chi2 for the dataset excluding bad data
            select = np.logical_not(dataset.bad)
            chi2.append(fsum(chi2_per_point[i][select]))

        self.chi2 = fsum(chi2)
        if self.best_chi2 is None or self.best_chi2 > self.chi2:
            self.best_chi2 = self.chi2
            self.best_chi2_parameters = dict(self.model.parameters.parameters)
        return self.chi2
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