gemseo.post.basic_history — GEMSEO 0.1.dev158+g119cd7c documentation

# 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: Pierre-Jean Barjhoux
#    OTHER AUTHORS   - MACROSCOPIC CHANGES
"""A constraints plot."""
from __future__ import annotations

import logging
from typing import Final
from typing import Sequence

from matplotlib.ticker import MaxNLocator
from numpy import arange
from numpy import newaxis

from gemseo.post.dataset.lines import Lines
from gemseo.post.opt_post_processor import OptPostProcessor

LOGGER = logging.getLogger(__name__)


[docs]class BasicHistory(OptPostProcessor):
    """Plot the history of selected constraint, objective and observable functions.

    This post-processor requires the names of these selected outputs.
    """

    DEFAULT_FIG_SIZE = (11.0, 6.0)
    __ITERATION_NAME: Final[str] = ",;:!"
    """The name for the variable iteration in the dataset.

    A name that a user cannot chose for its own variables. Only used in the background.
    """

    def _plot(
        self,
        variable_names: Sequence[str],
    ) -> None:
        """
        Args:
            variable_names: The names of the variables.
        """  # noqa: D205, D212, D415
        problem = self.opt_problem
        dataset = problem.to_dataset(opt_naming=False)
        dataset.add_variable(
            self.__ITERATION_NAME, arange(1, len(dataset) + 1)[:, newaxis]
        )
        if self._obj_name in variable_names:
            if problem.use_standardized_objective and not problem.minimize_objective:
                obj_index = variable_names.index(self._obj_name)
                variable_names[obj_index] = self._neg_obj_name

            if self._change_obj:
                dataset.transform_data(lambda x: -x, variable_names=self._neg_obj_name)
                dataset.rename_variable(self._neg_obj_name, self._obj_name)

        plot = Lines(
            dataset,
            abscissa_variable=self.__ITERATION_NAME,
            variables=problem.get_function_names(variable_names),
            set_xticks_from_data=False,
        )
        plot.font_size = 12
        plot.xlabel = "Iterations"
        plot.fig_size_x = self.DEFAULT_FIG_SIZE[0]
        plot.fig_size_y = self.DEFAULT_FIG_SIZE[1]
        plot.title = "History plot"
        figures = plot.execute(save=False)
        figures[-1].gca().get_xaxis().set_major_locator(MaxNLocator(integer=True))
        for figure in figures:
            self._add_figure(figure)
Source code for gemseo.post.basic_history
