Source code for pymultifit.fitters.laplace_f

"""Created on Jul 20 16:59:14 2024"""

import numpy as np

from .backend import BaseFitter
from .utilities_f import sanity_check
from ..distributions.utilities_d import laplace_pdf_




class LaplaceFitter(BaseFitter):
    """A class for fitting multiple Laplace distributions to the given data."""

    def __init__(self, x_values, y_values, max_iterations: int = 1000):
        x_values, y_values = sanity_check(x_values=x_values, y_values=y_values)
        super().__init__(x_values=x_values, y_values=y_values, max_iterations=max_iterations)
        self.n_par = 3

    @staticmethod
    def fit_boundaries():
        lb = (0, -np.inf, 0)
        ub = (np.inf, np.inf, np.inf)
        return lb, ub

    @staticmethod
    def fitter(x, params):
        return laplace_pdf_(x, *params, normalize=False)