Source code for smac.initial_design.factorial_design

from __future__ import annotations

import itertools

import numpy as np
from ConfigSpace.configuration_space import Configuration
from ConfigSpace.hyperparameters import (
    CategoricalHyperparameter,
    Constant,
    NumericalHyperparameter,
    OrdinalHyperparameter,
)
from ConfigSpace.util import deactivate_inactive_hyperparameters

from smac.initial_design.abstract_initial_design import AbstractInitialDesign

__copyright__ = "Copyright 2022, automl.org"
__license__ = "3-clause BSD"




[docs]
class FactorialInitialDesign(AbstractInitialDesign):
    """Factorial initial design to select corner and middle configurations."""

    def _select_configurations(self) -> list[Configuration]:
        params = list(self._configspace.values())

        values = []
        mid = []
        for param in params:
            if isinstance(param, Constant):
                v = [param.value]
                mid.append(param.value)
            elif isinstance(param, NumericalHyperparameter):
                v = [param.lower, param.upper]
                mid.append(np.average([param.lower, param.upper]))
            elif isinstance(param, CategoricalHyperparameter):
                v = list(param.choices)
                mid.append(param.choices[0])
            elif isinstance(param, OrdinalHyperparameter):
                v = [param.sequence[0], param.sequence[-1]]
                length = len(param.sequence)
                mid.append(param.sequence[int(length / 2)])

            values.append(v)

        factorial_design = itertools.product(*values)

        configs = [self._configspace.get_default_configuration()]
        # add middle point in space
        conf_dict = dict([(p.name, v) for p, v in zip(params, mid)])
        middle_conf = deactivate_inactive_hyperparameters(conf_dict, self._configspace)
        configs.append(middle_conf)

        # Add corner points
        for design in factorial_design:
            conf_dict = dict([(p.name, v) for p, v in zip(params, design)])
            conf = deactivate_inactive_hyperparameters(conf_dict, self._configspace)
            conf.origin = "Initial Design: Factorial"
            configs.append(conf)

        return configs