.copier-answers.yml
.coveragerc
.gitattributes
.gitignore
.gitlab-ci.yml
.markdownlint.yml
.pre-commit-config.yaml
.pytest.ini
.ruff.toml
CHANGELOG.md
LICENSE.txt
README.md
mkdocs.yml
pyproject.toml
tox.ini
LICENSES/LGPLv3.txt
LICENSES/headers/BSD-0-Clause.txt
LICENSES/headers/CC-BY-SA-4.0.txt
LICENSES/headers/LGPL-3.0.txt
docs/american-journal-of-science.csl
docs/changelog.md
docs/credits.md
docs/credits.md.jinja
docs/gallery_conf.py
docs/gen_credits.py
docs/gen_ref_nav.py
docs/index.md
docs/licenses.md
docs/references.bib
docs/css/fontello.css
docs/css/xdsmjs.css
docs/developer_guide/umdo.md
docs/examples/.gitignore
docs/examples/problems/README.md
docs/examples/problems/beam_model/README.md
docs/examples/problems/beam_model/plot_beam_doe.py
docs/examples/problems/beam_model/plot_beam_opt.py
docs/examples/problems/beam_model/plot_beam_rob_opt.py
docs/examples/problems/beam_model/plot_beam_sa.py
docs/examples/problems/uopt_as_umdo/README.md
docs/examples/problems/uopt_as_umdo/plot_uopt_as_umdo.py
docs/examples/umdo/README.md
docs/examples/umdo/control_variate/README.md
docs/examples/umdo/control_variate/cv_sellar.py
docs/examples/umdo/control_variate/plot_cv_quadratic.py
docs/examples/umdo/control_variate/plot_cv_rosenbrock.py
docs/examples/umdo/mdo_formulations/README.md
docs/examples/umdo/mdo_formulations/bilevel_sobieski.py
docs/examples/umdo/mdo_formulations/plot_bilevel_rosenbrock.py
docs/examples/umdo/mdo_formulations/plot_equality_constraints.py
docs/examples/umdo/misc/README.md
docs/examples/umdo/misc/comparison.py
docs/examples/umdo/misc/sellar_sampling_opt_repetitions.py
docs/examples/umdo/misc/udoe_quadratic.py
docs/examples/umdo/pce/README.md
docs/examples/umdo/pce/plot_pce_quadratic.py
docs/examples/umdo/pce/plot_pce_quadratic_approximated_jacobians.py
docs/examples/umdo/sampling/README.md
docs/examples/umdo/sampling/plot_s_quadratic.py
docs/examples/umdo/sampling/plot_s_rosenbrock.py
docs/examples/umdo/sampling/s_sellar.py
docs/examples/umdo/sampling/s_sobieski.py
docs/examples/umdo/sequential_sampling/README.md
docs/examples/umdo/sequential_sampling/plot_ss_quadratic.py
docs/examples/umdo/surrogate/README.md
docs/examples/umdo/surrogate/plot_surrogate.py
docs/examples/umdo/taylor_polynomial/README.md
docs/examples/umdo/taylor_polynomial/plot_tp_quadratic.py
docs/examples/umdo/taylor_polynomial/tp_sellar.py
docs/examples/umdo/taylor_polynomial/tp_sobieski.py
docs/examples/visualizations/README.md
docs/examples/visualizations/sobol_graph/README.md
docs/examples/visualizations/sobol_graph/plot_ishigami_sobol_graph.py
docs/examples/visualizations/sobol_graph/plot_sellar_sobol_graph.py
docs/examples/visualizations/sobol_graph/plot_sobieski_sobol_graph.py
docs/examples/visualizations/uncertain_coupling_graph/README.md
docs/examples/visualizations/uncertain_coupling_graph/plot_sobieski_coupling_graph.py
docs/images/.gitignore
docs/images/bilevel_sobieski.png
docs/images/favicon.ico
docs/images/gemseo_schema.png
docs/images/logo.png
docs/images/monogram.png
docs/images/sobol_bar_chart.png
docs/images/sobol_pie_chart.png
docs/images/sobol_sobol_graph.png
docs/images/uncertain_coupling_graph.png
docs/javascripts/mathjax.js
docs/javascripts/xdsmjs.js
docs/user_guide/index.md
docs/user_guide/statistics/index.md
docs/user_guide/statistics/multilevel.md
docs/user_guide/umdo/control_variate.md
docs/user_guide/umdo/index.md
docs/user_guide/umdo/pce.md
docs/user_guide/umdo/sampling.md
docs/user_guide/umdo/sequential_sampling.md
docs/user_guide/umdo/surrogate.md
docs/user_guide/umdo/taylor_polynomial.md
docs/user_guide/visualization/index.md
docs/user_guide/visualization/sobol_graph.md
docs/user_guide/visualization/uncertain_coupling_graph.md
requirements/check.in
requirements/check.txt
requirements/doc.txt
requirements/test-constraints.in
requirements/test-python3.10.txt
requirements/test-python3.11.txt
requirements/test-python3.12.txt
requirements/test-python3.9.txt
src/gemseo_umdo/__init__.py
src/gemseo_umdo/monte_carlo_sampler.py
src/gemseo_umdo.egg-info/PKG-INFO
src/gemseo_umdo.egg-info/SOURCES.txt
src/gemseo_umdo.egg-info/dependency_links.txt
src/gemseo_umdo.egg-info/entry_points.txt
src/gemseo_umdo.egg-info/requires.txt
src/gemseo_umdo.egg-info/top_level.txt
src/gemseo_umdo/_utils/__init__.py
src/gemseo_umdo/_utils/compatibility/__init__.py
src/gemseo_umdo/_utils/compatibility/openturns.py
src/gemseo_umdo/disciplines/__init__.py
src/gemseo_umdo/disciplines/additive_noiser.py
src/gemseo_umdo/disciplines/base_noiser.py
src/gemseo_umdo/disciplines/multiplicative_noiser.py
src/gemseo_umdo/disciplines/noiser_factory.py
src/gemseo_umdo/disciplines/utils.py
src/gemseo_umdo/formulations/__init__.py
src/gemseo_umdo/formulations/base_sampling_settings.py
src/gemseo_umdo/formulations/base_surrogate_settings.py
src/gemseo_umdo/formulations/base_umdo_formulation.py
src/gemseo_umdo/formulations/base_umdo_formulation_settings.py
src/gemseo_umdo/formulations/control_variate.py
src/gemseo_umdo/formulations/control_variate_settings.py
src/gemseo_umdo/formulations/factory.py
src/gemseo_umdo/formulations/pce.py
src/gemseo_umdo/formulations/pce_settings.py
src/gemseo_umdo/formulations/sampling.py
src/gemseo_umdo/formulations/sampling_settings.py
src/gemseo_umdo/formulations/sequential_sampling.py
src/gemseo_umdo/formulations/sequential_sampling_settings.py
src/gemseo_umdo/formulations/surrogate.py
src/gemseo_umdo/formulations/surrogate_settings.py
src/gemseo_umdo/formulations/taylor_polynomial.py
src/gemseo_umdo/formulations/taylor_polynomial_settings.py
src/gemseo_umdo/formulations/_functions/__init__.py
src/gemseo_umdo/formulations/_functions/base_statistic_function.py
src/gemseo_umdo/formulations/_functions/base_statistic_function_for_sampling.py
src/gemseo_umdo/formulations/_functions/hessian_function.py
src/gemseo_umdo/formulations/_functions/iterative_estimation.py
src/gemseo_umdo/formulations/_functions/statistic_function_for_control_variate.py
src/gemseo_umdo/formulations/_functions/statistic_function_for_iterative_sampling.py
src/gemseo_umdo/formulations/_functions/statistic_function_for_pce.py
src/gemseo_umdo/formulations/_functions/statistic_function_for_standard_sampling.py
src/gemseo_umdo/formulations/_functions/statistic_function_for_surrogate.py
src/gemseo_umdo/formulations/_functions/statistic_function_for_taylor_polynomial.py
src/gemseo_umdo/formulations/_statistics/__init__.py
src/gemseo_umdo/formulations/_statistics/base_statistic_estimator.py
src/gemseo_umdo/formulations/_statistics/control_variate/__init__.py
src/gemseo_umdo/formulations/_statistics/control_variate/base_control_variate_estimator.py
src/gemseo_umdo/formulations/_statistics/control_variate/factory.py
src/gemseo_umdo/formulations/_statistics/control_variate/margin.py
src/gemseo_umdo/formulations/_statistics/control_variate/mean.py
src/gemseo_umdo/formulations/_statistics/control_variate/probability.py
src/gemseo_umdo/formulations/_statistics/control_variate/standard_deviation.py
src/gemseo_umdo/formulations/_statistics/control_variate/variance.py
src/gemseo_umdo/formulations/_statistics/iterative_sampling/__init__.py
src/gemseo_umdo/formulations/_statistics/iterative_sampling/base_central_moment.py
src/gemseo_umdo/formulations/_statistics/iterative_sampling/base_sampling_estimator.py
src/gemseo_umdo/formulations/_statistics/iterative_sampling/factory.py
src/gemseo_umdo/formulations/_statistics/iterative_sampling/margin.py
src/gemseo_umdo/formulations/_statistics/iterative_sampling/mean.py
src/gemseo_umdo/formulations/_statistics/iterative_sampling/probability.py
src/gemseo_umdo/formulations/_statistics/iterative_sampling/standard_deviation.py
src/gemseo_umdo/formulations/_statistics/iterative_sampling/variance.py
src/gemseo_umdo/formulations/_statistics/pce/__init__.py
src/gemseo_umdo/formulations/_statistics/pce/base_pce_estimator.py
src/gemseo_umdo/formulations/_statistics/pce/factory.py
src/gemseo_umdo/formulations/_statistics/pce/margin.py
src/gemseo_umdo/formulations/_statistics/pce/mean.py
src/gemseo_umdo/formulations/_statistics/pce/standard_deviation.py
src/gemseo_umdo/formulations/_statistics/pce/variance.py
src/gemseo_umdo/formulations/_statistics/sampling/__init__.py
src/gemseo_umdo/formulations/_statistics/sampling/base_sampling_estimator.py
src/gemseo_umdo/formulations/_statistics/sampling/factory.py
src/gemseo_umdo/formulations/_statistics/sampling/margin.py
src/gemseo_umdo/formulations/_statistics/sampling/mean.py
src/gemseo_umdo/formulations/_statistics/sampling/probability.py
src/gemseo_umdo/formulations/_statistics/sampling/standard_deviation.py
src/gemseo_umdo/formulations/_statistics/sampling/variance.py
src/gemseo_umdo/formulations/_statistics/taylor_polynomial/__init__.py
src/gemseo_umdo/formulations/_statistics/taylor_polynomial/base_taylor_polynomial_estimator.py
src/gemseo_umdo/formulations/_statistics/taylor_polynomial/factory.py
src/gemseo_umdo/formulations/_statistics/taylor_polynomial/margin.py
src/gemseo_umdo/formulations/_statistics/taylor_polynomial/mean.py
src/gemseo_umdo/formulations/_statistics/taylor_polynomial/standard_deviation.py
src/gemseo_umdo/formulations/_statistics/taylor_polynomial/variance.py
src/gemseo_umdo/problems/__init__.py
src/gemseo_umdo/problems/uopt_as_umdo_scenario.py
src/gemseo_umdo/scenarios/__init__.py
src/gemseo_umdo/scenarios/base_u_scenario.py
src/gemseo_umdo/scenarios/udoe_scenario.py
src/gemseo_umdo/scenarios/umdo_scenario.py
src/gemseo_umdo/statistics/__init__.py
src/gemseo_umdo/statistics/multilevel/__init__.py
src/gemseo_umdo/statistics/multilevel/base_pilot.py
src/gemseo_umdo/statistics/multilevel/mlmc/__init__.py
src/gemseo_umdo/statistics/multilevel/mlmc/level.py
src/gemseo_umdo/statistics/multilevel/mlmc/mlmc.py
src/gemseo_umdo/statistics/multilevel/mlmc/pilots/__init__.py
src/gemseo_umdo/statistics/multilevel/mlmc/pilots/base_mlmc_pilot.py
src/gemseo_umdo/statistics/multilevel/mlmc/pilots/factory.py
src/gemseo_umdo/statistics/multilevel/mlmc/pilots/mean.py
src/gemseo_umdo/statistics/multilevel/mlmc/pilots/variance.py
src/gemseo_umdo/statistics/multilevel/mlmc_mlcv/__init__.py
src/gemseo_umdo/statistics/multilevel/mlmc_mlcv/level.py
src/gemseo_umdo/statistics/multilevel/mlmc_mlcv/mlmc_mlcv.py
src/gemseo_umdo/statistics/multilevel/mlmc_mlcv/pilots/__init__.py
src/gemseo_umdo/statistics/multilevel/mlmc_mlcv/pilots/base_mlmc_mlcv_pilot.py
src/gemseo_umdo/statistics/multilevel/mlmc_mlcv/pilots/factory.py
src/gemseo_umdo/statistics/multilevel/mlmc_mlcv/pilots/mean.py
src/gemseo_umdo/use_cases/__init__.py
src/gemseo_umdo/use_cases/beam_model/__init__.py
src/gemseo_umdo/use_cases/beam_model/advanced_uncertain_space.py
src/gemseo_umdo/use_cases/beam_model/constraints.py
src/gemseo_umdo/use_cases/beam_model/design_space.py
src/gemseo_umdo/use_cases/beam_model/discipline.py
src/gemseo_umdo/use_cases/beam_model/uncertain_space.py
src/gemseo_umdo/use_cases/beam_model/core/__init__.py
src/gemseo_umdo/use_cases/beam_model/core/design_space.py
src/gemseo_umdo/use_cases/beam_model/core/model.py
src/gemseo_umdo/use_cases/beam_model/core/output_data.py
src/gemseo_umdo/use_cases/beam_model/core/variables.py
src/gemseo_umdo/use_cases/heat_equation/__init__.py
src/gemseo_umdo/use_cases/heat_equation/configuration.py
src/gemseo_umdo/use_cases/heat_equation/discipline.py
src/gemseo_umdo/use_cases/heat_equation/model.py
src/gemseo_umdo/use_cases/heat_equation/uncertain_space.py
src/gemseo_umdo/use_cases/spring_mass_model/__init__.py
src/gemseo_umdo/use_cases/spring_mass_model/discipline.py
src/gemseo_umdo/use_cases/spring_mass_model/model.py
src/gemseo_umdo/use_cases/spring_mass_model/uncertain_space.py
src/gemseo_umdo/use_cases/truss/__init__.py
src/gemseo_umdo/use_cases/truss/bar.py
src/gemseo_umdo/use_cases/truss/bars.py
src/gemseo_umdo/use_cases/truss/discipline.py
src/gemseo_umdo/use_cases/truss/forces.py
src/gemseo_umdo/use_cases/truss/model.py
src/gemseo_umdo/use_cases/truss/uncertain_space.py
src/gemseo_umdo/visualizations/__init__.py
src/gemseo_umdo/visualizations/sobol_graph.py
src/gemseo_umdo/visualizations/uncertain_coupling_graph.py
tests/__init__.py
tests/conftest.py
tests/test_monte_carlo_sampler.py
tests/test_scenario.py
tests/disciplines/__init__.py
tests/disciplines/test_additive_noiser.py
tests/disciplines/test_base_noiser.py
tests/disciplines/test_multiplicative_noiser.py
tests/disciplines/test_noiser_factory.py
tests/formulations/__init__.py
tests/formulations/conftest.py
tests/formulations/test_analytical_derivatives.py
tests/formulations/test_bilevel.py
tests/formulations/test_control_variate.py
tests/formulations/test_factory.py
tests/formulations/test_finite_differences.py
tests/formulations/test_float_variables.py
tests/formulations/test_pce.py
tests/formulations/test_sampling.py
tests/formulations/test_sellar.py
tests/formulations/test_sequential_sampling.py
tests/formulations/test_surrogate.py
tests/formulations/test_taylor_polynomial.py
tests/formulations/test_u_formulation.py
tests/problems/__init__.py
tests/problems/test_uopt_as_umdo.py
tests/statistics/__init__.py
tests/statistics/conftest.py
tests/statistics/mlmc/__init__.py
tests/statistics/mlmc/mlmc.log
tests/statistics/mlmc/test_level.py
tests/statistics/mlmc/test_mlmc.py
tests/statistics/mlmc/baseline_images/test_mlmc/mlmc.png
tests/statistics/mlmc/baseline_images/test_mlmc/mlmc_log.png
tests/statistics/mlmc/baseline_images/test_mlmc/mlmc_log_linux.png
tests/statistics/mlmc/pilots/__init__.py
tests/statistics/mlmc/pilots/conftest.py
tests/statistics/mlmc/pilots/test_factory.py
tests/statistics/mlmc/pilots/test_mean.py
tests/statistics/mlmc/pilots/test_pilot.py
tests/statistics/mlmc/pilots/test_variance.py
tests/statistics/mlmc_mlcv/__init__.py
tests/statistics/mlmc_mlcv/test_level.py
tests/statistics/mlmc_mlcv/test_mlmc_mlcv.py
tests/statistics/mlmc_mlcv/pilots/__init__.py
tests/statistics/mlmc_mlcv/pilots/conftest.py
tests/statistics/mlmc_mlcv/pilots/test_factory.py
tests/statistics/mlmc_mlcv/pilots/test_mean.py
tests/use_cases/__init__.py
tests/use_cases/beam_model/__init__.py
tests/use_cases/beam_model/test_advanced_uncertain_space.py
tests/use_cases/beam_model/test_constraints.py
tests/use_cases/beam_model/test_design_space.py
tests/use_cases/beam_model/test_discipline.py
tests/use_cases/beam_model/test_uncertain_space.py
tests/use_cases/beam_model/core/__init__.py
tests/use_cases/beam_model/core/test_design_space.py
tests/use_cases/beam_model/core/test_model.py
tests/use_cases/beam_model/core/test_output_data.py
tests/use_cases/heat_equation/__init__.py
tests/use_cases/heat_equation/test_configuration.py
tests/use_cases/heat_equation/test_discipline.py
tests/use_cases/heat_equation/test_model.py
tests/use_cases/heat_equation/test_uncertain_space.py
tests/use_cases/spring_mass_model/__init__.py
tests/use_cases/spring_mass_model/test_discipline.py
tests/use_cases/spring_mass_model/test_model.py
tests/use_cases/spring_mass_model/test_uncertain_space.py
tests/use_cases/truss/__init__.py
tests/use_cases/truss/test_bar.py
tests/use_cases/truss/test_bars.py
tests/use_cases/truss/test_discipline.py
tests/use_cases/truss/test_forces.py
tests/use_cases/truss/test_truss.py
tests/use_cases/truss/test_uncertain_space.py
tests/use_cases/truss/baseline_images/test_truss/default.png
tests/use_cases/truss/baseline_images/test_truss/displacements.png
tests/use_cases/truss/baseline_images/test_truss/displacements_scale.png
tests/visualizations/__init__.py
tests/visualizations/test_sobol_graph.py
tests/visualizations/test_uncertain_coupling_graph.py
tests/visualizations/sobol_graph/default.dot
tests/visualizations/sobol_graph/from_analysis.dot
tests/visualizations/sobol_graph/from_pce.dot
tests/visualizations/sobol_graph/maximum_thickness.dot
tests/visualizations/sobol_graph/threshold.dot
tests/visualizations/uncertain_coupling_graph/default.dot
tests/visualizations/uncertain_coupling_graph/dispersion_measure.dot
tests/visualizations/uncertain_coupling_graph/filter_names.dot
tests/visualizations/uncertain_coupling_graph/maximum_thickness.dot
tests/visualizations/uncertain_coupling_graph/output_names.dot
tests/visualizations/uncertain_coupling_graph/self_coupled.dot