# Copyright 2021 IRT Saint Exupéry, https://www.irt-saintexupery.com
#
# This program is free software; you can redistribute it and/or
# modify it under the terms of the GNU Lesser General Public
# License version 3 as published by the Free Software Foundation.
#
# This program is distributed in the hope that it will be useful,
# but WITHOUT ANY WARRANTY; without even the implied warranty of
# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU
# Lesser General Public License for more details.
#
# You should have received a copy of the GNU Lesser General Public License
# along with this program; if not, write to the Free Software Foundation,
# Inc., 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301, USA.
# Contributors:
# INITIAL AUTHORS - API and implementation and/or documentation
# :author: Charlie Vanaret
# OTHER AUTHORS - MACROSCOPIC CHANGES
"""The design space for the customizable Sellar MDO problem."""
from __future__ import annotations
from numpy import array
from numpy import ones
from strenum import StrEnum
from gemseo.algos.design_space import DesignSpace
from gemseo.problems.mdo.sellar.variables import X_1
from gemseo.problems.mdo.sellar.variables import X_2
from gemseo.problems.mdo.sellar.variables import X_SHARED
from gemseo.problems.mdo.sellar.variables import Y_1
from gemseo.problems.mdo.sellar.variables import Y_2
[docs]
class RealOrComplexDType(StrEnum):
"""A real or complex NumPy data type."""
COMPLEX = "complex128"
FLOAT = "float64"
[docs]
class SellarDesignSpace(DesignSpace):
r"""The design space for the customizable Sellar MDO problem.
- :math:`x_1\in[0., 10.]^n` (initial: 1),
- :math:`x_2\in[0., 10.]^n` (initial: 1),
- :math:`x_{shared,1}\in[-10., 10.]` (initial: 4),
- :math:`x_{shared,2}\in[0., 10.]` (initial: 3),
- :math:`y_1\in[-100., 100.]^n` (initial: 1),
- :math:`y_2\in[-100., 100.]^n` (initial: 1),
where :math:`n` is the size of the local design variables and coupling variables.
"""
def __init__(
self,
dtype: RealOrComplexDType = RealOrComplexDType.COMPLEX,
n: int = 1,
add_couplings: bool = True,
) -> None:
"""
Args:
dtype: The type of the variables defined in the design space.
n: The size of the local design variables and coupling variables.
add_couplings: Whether to add the coupling variables to the design space.
""" # noqa: D205 D212
super().__init__()
self.add_variable(
X_1, lower_bound=0.0, upper_bound=10.0, value=ones(n, dtype=dtype), size=n
)
self.add_variable(
X_2, lower_bound=0.0, upper_bound=10.0, value=ones(n, dtype=dtype), size=n
)
self.add_variable(
X_SHARED,
2,
lower_bound=(-10, 0.0),
upper_bound=(10.0, 10.0),
value=array([4.0, 3.0], dtype=dtype),
)
if add_couplings:
self.add_variable(
Y_1,
lower_bound=-100.0,
upper_bound=100.0,
value=ones(n, dtype=dtype),
size=n,
)
self.add_variable(
Y_2,
lower_bound=-100.0,
upper_bound=100.0,
value=ones(n, dtype=dtype),
size=n,
)
