Source code for gemseo.uncertainty.distributions.openturns.exponential
# 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 - initial API and implementation and/or initial
# documentation
# :author: Matthias De Lozzo
# OTHER AUTHORS - MACROSCOPIC CHANGES
"""The OpenTURNS-based exponential distribution."""
from __future__ import annotations
from gemseo.uncertainty.distributions.base_settings.exponential_settings import _LOC
from gemseo.uncertainty.distributions.base_settings.exponential_settings import _RATE
from gemseo.uncertainty.distributions.openturns.distribution import OTDistribution
from gemseo.uncertainty.distributions.openturns.distribution_settings import (
_LOWER_BOUND,
)
from gemseo.uncertainty.distributions.openturns.distribution_settings import _THRESHOLD
from gemseo.uncertainty.distributions.openturns.distribution_settings import (
_TRANSFORMATION,
)
from gemseo.uncertainty.distributions.openturns.distribution_settings import (
_UPPER_BOUND,
)
from gemseo.uncertainty.distributions.openturns.exponential_settings import (
OTExponentialDistribution_Settings,
)
[docs]
class OTExponentialDistribution(OTDistribution):
"""The OpenTURNS-based exponential distribution."""
Settings = OTExponentialDistribution_Settings
def __init__(
self,
rate: float = _RATE,
loc: float = _LOC,
transformation: str = _TRANSFORMATION,
lower_bound: float | None = _LOWER_BOUND,
upper_bound: float | None = _UPPER_BOUND,
threshold: float = _THRESHOLD,
settings: OTExponentialDistribution_Settings | None = None,
) -> None:
"""
Args:
rate: The rate of the exponential random variable.
loc: The location of the exponential random variable.
""" # noqa: D205,D212,D415
if settings is None:
settings = OTExponentialDistribution_Settings(
rate=rate,
loc=loc,
transformation=transformation,
lower_bound=lower_bound,
upper_bound=upper_bound,
threshold=threshold,
)
super().__init__(
interfaced_distribution="Exponential",
parameters=(settings.rate, settings.loc),
standard_parameters={self._RATE: settings.rate, self._LOC: settings.loc},
transformation=settings.transformation,
lower_bound=settings.lower_bound,
upper_bound=settings.upper_bound,
threshold=settings.threshold,
)