currinexp.py

#!/usr/bin/python
import math

import os
import sys
import warnings
from collections import OrderedDict

# ensure backward compatibility
from hypermapper import optimizer  # noqa


def currin_exp_function(X):
    """
    Compute the CurrinExp function.
    The value is computed as defined in https://www.sfu.ca/~ssurjano/curretal88exp.html
    :param X: dictionary containing the input points.
    :return: the value of the CurrinExp function.
    """
    x1 = X["x1"]
    x2 = X["x2"]
    factor1 = 1 - math.exp(-1 / (2 * x2))
    factor2 = 2300 * x1 * x1 * x1 + 1900 * x1 * x1 + 2092 * x1 + 60
    factor3 = 100 * x1 * x1 * x1 + 500 * x1 * x1 + 4 * x1 + 20
    y_value = factor1 * factor2 / factor3

    return y_value


def main():
    parameters_file = "example_scenarios/synthetic/currinexp/currinexp_scenario.json"
    optimizer.optimize(parameters_file, currin_exp_function)
    print("End of CurrinExp.")


if __name__ == "__main__":
    main()