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CircleCI build openturns 14645
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CircleCI committed Oct 23, 2023
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#!/usr/bin/env python

import openturns as ot
from openturns.usecases import ishigami_function
from openturns.viewer import View

# data
ot.RandomGenerator.SetSeed(0)
im = ishigami_function.IshigamiModel()
N = 1000
g = im.model
x = im.distributionX.getSample(N)
P = x.getDimension()
marginals = [im.distributionX.getMarginal(i) for i in range(P)]
y = g(x)

# polynomial chaos
q, totalDegree = 0.4, 5
enumerateFunction = ot.HyperbolicAnisotropicEnumerateFunction(P, q)
productBasis = ot.OrthogonalProductPolynomialFactory(marginals, enumerateFunction)
approximationAlgorithm = ot.LeastSquaresMetaModelSelectionFactory(
ot.LARS(), ot.CorrectedLeaveOneOut())
adaptiveStrategy = ot.FixedStrategy(
productBasis, enumerateFunction.getStrataCumulatedCardinal(totalDegree))
projectionStrategy = ot.LeastSquaresStrategy(approximationAlgorithm)
algo = ot.FunctionalChaosAlgorithm(
x, y, im.distributionX, adaptiveStrategy, projectionStrategy)
algo.run()
result = algo.getResult()
graph = result.drawSelectionHistory()
View(graph)
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Expand Up @@ -283,7 +283,7 @@ Let us plot the posterior density.

.. rst-class:: sphx-glr-timing

**Total running time of the script:** (0 minutes 13.207 seconds)
**Total running time of the script:** (0 minutes 12.594 seconds)


.. _sphx_glr_download_auto_calibration_bayesian_calibration_plot_gibbs.py:
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Expand Up @@ -427,7 +427,7 @@ Plot posterior marginal plots only as prior cannot be drawn meaningfully.

.. rst-class:: sphx-glr-timing

**Total running time of the script:** (0 minutes 6.489 seconds)
**Total running time of the script:** (0 minutes 5.746 seconds)


.. _sphx_glr_download_auto_calibration_bayesian_calibration_plot_rwmh_python_distribution.py:
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Computation times
=================
**00:24.836** total execution time for **auto_calibration_bayesian_calibration** files:
**00:23.042** total execution time for **auto_calibration_bayesian_calibration** files:

+-----------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
| :ref:`sphx_glr_auto_calibration_bayesian_calibration_plot_gibbs.py` (``plot_gibbs.py``) | 00:13.207 | 0.0 MB |
| :ref:`sphx_glr_auto_calibration_bayesian_calibration_plot_gibbs.py` (``plot_gibbs.py``) | 00:12.594 | 0.0 MB |
+-----------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
| :ref:`sphx_glr_auto_calibration_bayesian_calibration_plot_rwmh_python_distribution.py` (``plot_rwmh_python_distribution.py``) | 00:06.489 | 0.0 MB |
| :ref:`sphx_glr_auto_calibration_bayesian_calibration_plot_rwmh_python_distribution.py` (``plot_rwmh_python_distribution.py``) | 00:05.746 | 0.0 MB |
+-----------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
| :ref:`sphx_glr_auto_calibration_bayesian_calibration_plot_bayesian_calibration_flooding.py` (``plot_bayesian_calibration_flooding.py``) | 00:01.438 | 0.0 MB |
| :ref:`sphx_glr_auto_calibration_bayesian_calibration_plot_bayesian_calibration_flooding.py` (``plot_bayesian_calibration_flooding.py``) | 00:01.277 | 0.0 MB |
+-----------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
| :ref:`sphx_glr_auto_calibration_bayesian_calibration_plot_bayesian_calibration.py` (``plot_bayesian_calibration.py``) | 00:01.194 | 0.0 MB |
| :ref:`sphx_glr_auto_calibration_bayesian_calibration_plot_bayesian_calibration.py` (``plot_bayesian_calibration.py``) | 00:01.176 | 0.0 MB |
+-----------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
| :ref:`sphx_glr_auto_calibration_bayesian_calibration_plot_gibbs_simus.py` (``plot_gibbs_simus.py``) | 00:01.179 | 0.0 MB |
| :ref:`sphx_glr_auto_calibration_bayesian_calibration_plot_gibbs_simus.py` (``plot_gibbs_simus.py``) | 00:01.080 | 0.0 MB |
+-----------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
| :ref:`sphx_glr_auto_calibration_bayesian_calibration_plot_ackley_distribution.py` (``plot_ackley_distribution.py``) | 00:01.025 | 0.0 MB |
| :ref:`sphx_glr_auto_calibration_bayesian_calibration_plot_ackley_distribution.py` (``plot_ackley_distribution.py``) | 00:00.903 | 0.0 MB |
+-----------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
| :ref:`sphx_glr_auto_calibration_bayesian_calibration_plot_imh_python_distribution.py` (``plot_imh_python_distribution.py``) | 00:00.302 | 0.0 MB |
| :ref:`sphx_glr_auto_calibration_bayesian_calibration_plot_imh_python_distribution.py` (``plot_imh_python_distribution.py``) | 00:00.266 | 0.0 MB |
+-----------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
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Expand Up @@ -1928,7 +1928,7 @@ Reset default settings
.. rst-class:: sphx-glr-timing

**Total running time of the script:** (0 minutes 6.912 seconds)
**Total running time of the script:** (0 minutes 6.749 seconds)


.. _sphx_glr_download_auto_calibration_least_squares_and_gaussian_calibration_plot_calibration_chaboche.py:
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Expand Up @@ -896,7 +896,7 @@ Reset default settings
.. rst-class:: sphx-glr-timing

**Total running time of the script:** (0 minutes 3.645 seconds)
**Total running time of the script:** (0 minutes 3.470 seconds)


.. _sphx_glr_download_auto_calibration_least_squares_and_gaussian_calibration_plot_calibration_deflection_tube.py:
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Expand Up @@ -1696,7 +1696,7 @@ Reset default settings
.. rst-class:: sphx-glr-timing

**Total running time of the script:** (0 minutes 9.409 seconds)
**Total running time of the script:** (0 minutes 8.888 seconds)


.. _sphx_glr_download_auto_calibration_least_squares_and_gaussian_calibration_plot_calibration_flooding.py:
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Computation times
=================
**00:21.207** total execution time for **auto_calibration_least_squares_and_gaussian_calibration** files:
**00:20.290** total execution time for **auto_calibration_least_squares_and_gaussian_calibration** files:

+-------------------------------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
| :ref:`sphx_glr_auto_calibration_least_squares_and_gaussian_calibration_plot_calibration_flooding.py` (``plot_calibration_flooding.py``) | 00:09.409 | 0.0 MB |
| :ref:`sphx_glr_auto_calibration_least_squares_and_gaussian_calibration_plot_calibration_flooding.py` (``plot_calibration_flooding.py``) | 00:08.888 | 0.0 MB |
+-------------------------------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
| :ref:`sphx_glr_auto_calibration_least_squares_and_gaussian_calibration_plot_calibration_chaboche.py` (``plot_calibration_chaboche.py``) | 00:06.912 | 0.0 MB |
| :ref:`sphx_glr_auto_calibration_least_squares_and_gaussian_calibration_plot_calibration_chaboche.py` (``plot_calibration_chaboche.py``) | 00:06.749 | 0.0 MB |
+-------------------------------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
| :ref:`sphx_glr_auto_calibration_least_squares_and_gaussian_calibration_plot_calibration_deflection_tube.py` (``plot_calibration_deflection_tube.py``) | 00:03.645 | 0.0 MB |
| :ref:`sphx_glr_auto_calibration_least_squares_and_gaussian_calibration_plot_calibration_deflection_tube.py` (``plot_calibration_deflection_tube.py``) | 00:03.470 | 0.0 MB |
+-------------------------------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
| :ref:`sphx_glr_auto_calibration_least_squares_and_gaussian_calibration_plot_calibration_logistic.py` (``plot_calibration_logistic.py``) | 00:00.676 | 0.0 MB |
| :ref:`sphx_glr_auto_calibration_least_squares_and_gaussian_calibration_plot_calibration_logistic.py` (``plot_calibration_logistic.py``) | 00:00.656 | 0.0 MB |
+-------------------------------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
| :ref:`sphx_glr_auto_calibration_least_squares_and_gaussian_calibration_plot_calibration_quickstart.py` (``plot_calibration_quickstart.py``) | 00:00.325 | 0.0 MB |
| :ref:`sphx_glr_auto_calibration_least_squares_and_gaussian_calibration_plot_calibration_quickstart.py` (``plot_calibration_quickstart.py``) | 00:00.295 | 0.0 MB |
+-------------------------------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
| :ref:`sphx_glr_auto_calibration_least_squares_and_gaussian_calibration_plot_calibration_withoutobservedinputs.py` (``plot_calibration_withoutobservedinputs.py``) | 00:00.087 | 0.0 MB |
| :ref:`sphx_glr_auto_calibration_least_squares_and_gaussian_calibration_plot_calibration_withoutobservedinputs.py` (``plot_calibration_withoutobservedinputs.py``) | 00:00.084 | 0.0 MB |
+-------------------------------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
| :ref:`sphx_glr_auto_calibration_least_squares_and_gaussian_calibration_plot_generate_chaboche.py` (``plot_generate_chaboche.py``) | 00:00.079 | 0.0 MB |
| :ref:`sphx_glr_auto_calibration_least_squares_and_gaussian_calibration_plot_generate_chaboche.py` (``plot_generate_chaboche.py``) | 00:00.081 | 0.0 MB |
+-------------------------------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
| :ref:`sphx_glr_auto_calibration_least_squares_and_gaussian_calibration_plot_generate_flooding.py` (``plot_generate_flooding.py``) | 00:00.074 | 0.0 MB |
| :ref:`sphx_glr_auto_calibration_least_squares_and_gaussian_calibration_plot_generate_flooding.py` (``plot_generate_flooding.py``) | 00:00.067 | 0.0 MB |
+-------------------------------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
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Expand Up @@ -1061,7 +1061,7 @@ improvements with respect to model tested before.
.. rst-class:: sphx-glr-timing

**Total running time of the script:** (0 minutes 5.229 seconds)
**Total running time of the script:** (0 minutes 5.302 seconds)


.. _sphx_glr_download_auto_data_analysis_distribution_fitting_plot_estimate_gev_fremantle.py:
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Expand Up @@ -1108,7 +1108,7 @@ quadratic model explains even better a large variation in the data.
.. rst-class:: sphx-glr-timing

**Total running time of the script:** (0 minutes 10.052 seconds)
**Total running time of the script:** (0 minutes 10.798 seconds)


.. _sphx_glr_download_auto_data_analysis_distribution_fitting_plot_estimate_gev_racetime.py:
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Expand Up @@ -403,7 +403,7 @@ We build joint distribution from marginal distributions and dependency structure

.. rst-class:: sphx-glr-timing

**Total running time of the script:** (0 minutes 5.615 seconds)
**Total running time of the script:** (0 minutes 5.438 seconds)


.. _sphx_glr_download_auto_data_analysis_distribution_fitting_plot_estimate_multivariate_distribution.py:
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