# Empirical estimation of statistics¶

In this example, we want to empirically estimate statistics associated with the range of the Mission discipline of the Sobieski’s SSBJ problem.

For simplification, we use uniform distributions for the discipline inputs based on the bounds of the design parameters.

from __future__ import annotations

from gemseo.api import configure_logger
from gemseo.api import create_discipline
from gemseo.api import create_scenario
from gemseo.problems.sobieski.core.problem import SobieskiProblem
from gemseo.uncertainty.api import create_statistics

configure_logger()

<RootLogger root (INFO)>


## Create the dataset¶

First of all, we create the dataset. For that, we instantiate the discipline SobieskiMission of the Sobieski’s SSBJ problem which is known to GEMSEO.

discipline = create_discipline("SobieskiMission")


Then, we load the design space of the Sobieski’s SSBJ problem by means of the property SobieskiProblem.design_space() and DesignSpace.filter() the inputs of the discipline SobieskiMission.

parameter_space = SobieskiProblem().design_space
parameter_space.filter(discipline.get_input_data_names())

<gemseo.algos.design_space.DesignSpace object at 0x7f3c38f44cd0>


Then, we sample the discipline over this design space by means of a DOEScenario executed with a Monte Carlo algorithm and 100 samples.

scenario = create_scenario(
[discipline], "DisciplinaryOpt", "y_4", parameter_space, scenario_type="DOE"
)
scenario.execute({"algo": "OT_MONTE_CARLO", "n_samples": 100})

    INFO - 14:48:28:
INFO - 14:48:28: *** Start DOEScenario execution ***
INFO - 14:48:28: DOEScenario
INFO - 14:48:28:    Disciplines: SobieskiMission
INFO - 14:48:28:    MDO formulation: DisciplinaryOpt
INFO - 14:48:28: Optimization problem:
INFO - 14:48:28:    minimize y_4(x_shared, y_14, y_24, y_34)
INFO - 14:48:28:    with respect to x_shared, y_14, y_24, y_34
INFO - 14:48:29:    over the design space:
INFO - 14:48:29:    +-------------+-------------+---------------+-------------+-------+
INFO - 14:48:29:    | name        | lower_bound |     value     | upper_bound | type  |
INFO - 14:48:29:    +-------------+-------------+---------------+-------------+-------+
INFO - 14:48:29:    | x_shared[0] |     0.01    |      0.05     |     0.09    | float |
INFO - 14:48:29:    | x_shared[1] |    30000    |     45000     |    60000    | float |
INFO - 14:48:29:    | x_shared[2] |     1.4     |      1.6      |     1.8     | float |
INFO - 14:48:29:    | x_shared[3] |     2.5     |      5.5      |     8.5     | float |
INFO - 14:48:29:    | x_shared[4] |      40     |       55      |      70     | float |
INFO - 14:48:29:    | x_shared[5] |     500     |      1000     |     1500    | float |
INFO - 14:48:29:    | y_14[0]     |    24850    | 50606.9741711 |    77100    | float |
INFO - 14:48:29:    | y_14[1]     |    -7700    | 7306.20262124 |    45000    | float |
INFO - 14:48:29:    | y_24        |     0.44    |   4.15006276  |    11.13    | float |
INFO - 14:48:29:    | y_34        |     0.44    |   1.10754577  |     1.98    | float |
INFO - 14:48:29:    +-------------+-------------+---------------+-------------+-------+
INFO - 14:48:29: Solving optimization problem with algorithm OT_MONTE_CARLO:
INFO - 14:48:29: ...   0%|          | 0/100 [00:00<?, ?it]
ERROR - 14:48:29: Failed to evaluate function y_4
ERROR - 14:48:29: Problem with evaluation of sample :[1.29698918e-02 4.61506629e+04 1.54257893e+00 7.81530848e+00
ERROR - 14:48:29:  5.05577274e+01 1.02006624e+03 3.16585883e+04 3.74764805e+04
ERROR - 14:48:29:  1.02715165e+01 8.69196356e-01] result is not taken into account in DOE.
ERROR - 14:48:29: Traceback (most recent call last):
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/algos/doe/doe_lib.py", line 373, in evaluate_samples
ERROR - 14:48:29:     self.problem.evaluate_functions(
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/algos/opt_problem.py", line 1099, in evaluate_functions
ERROR - 14:48:29:     outputs[function.name] = function.evaluate(preprocessed_x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 438, in evaluate
ERROR - 14:48:29:     val = self.__counted_f(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 335, in __counted_f
ERROR - 14:48:29:     self.last_eval = self._func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/norm_db_function.py", line 127, in _func_to_wrap
ERROR - 14:48:29:     value = self.__evaluate_orig_func(xu_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 438, in evaluate
ERROR - 14:48:29:     val = self.__counted_f(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 335, in __counted_f
ERROR - 14:48:29:     self.last_eval = self._func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/norm_function.py", line 98, in _func_to_wrap
ERROR - 14:48:29:     return self.__evaluate_orig_func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 438, in evaluate
ERROR - 14:48:29:     val = self.__counted_f(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 335, in __counted_f
ERROR - 14:48:29:     self.last_eval = self._func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/function_from_discipline.py", line 121, in _func_to_wrap
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 426, in __call__
ERROR - 14:48:29:     return self.evaluate(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 438, in evaluate
ERROR - 14:48:29:     val = self.__counted_f(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 335, in __counted_f
ERROR - 14:48:29:     self.last_eval = self._func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/make_function.py", line 128, in _func_to_wrap
ERROR - 14:48:29:     output_data = self.__discipline.execute(input_data)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/discipline.py", line 960, in execute
ERROR - 14:48:29:     self._run()
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/problems/sobieski/disciplines.py", line 123, in _run
ERROR - 14:48:29:     y_4 = self.sobieski_problem.mission.execute(x_shared, y_14, y_24, y_34)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 265, in execute
ERROR - 14:48:29:     return self._execute(
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 292, in _execute
ERROR - 14:48:29:     [self.__compute_range(altitude, mach, w_t, w_f, cl_cd, sfc)],
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 153, in __compute_range
ERROR - 14:48:29:     return ((mach * cl_cd) * 661.0 * sqrt_theta / sfc) * self.math.log(
ERROR - 14:48:29: ValueError: math domain error
ERROR - 14:48:29:
ERROR - 14:48:29: Failed to evaluate function y_4
ERROR - 14:48:29: Problem with evaluation of sample :[5.48981321e-02 3.02492651e+04 1.78425506e+00 7.51304278e+00
ERROR - 14:48:29:  5.91913274e+01 1.07102327e+03 3.89430460e+04 4.39972900e+04
ERROR - 14:48:29:  5.23135403e+00 1.69750699e+00] result is not taken into account in DOE.
ERROR - 14:48:29: Traceback (most recent call last):
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/algos/doe/doe_lib.py", line 373, in evaluate_samples
ERROR - 14:48:29:     self.problem.evaluate_functions(
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/algos/opt_problem.py", line 1099, in evaluate_functions
ERROR - 14:48:29:     outputs[function.name] = function.evaluate(preprocessed_x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 438, in evaluate
ERROR - 14:48:29:     val = self.__counted_f(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 335, in __counted_f
ERROR - 14:48:29:     self.last_eval = self._func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/norm_db_function.py", line 127, in _func_to_wrap
ERROR - 14:48:29:     value = self.__evaluate_orig_func(xu_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 438, in evaluate
ERROR - 14:48:29:     val = self.__counted_f(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 335, in __counted_f
ERROR - 14:48:29:     self.last_eval = self._func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/norm_function.py", line 98, in _func_to_wrap
ERROR - 14:48:29:     return self.__evaluate_orig_func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 438, in evaluate
ERROR - 14:48:29:     val = self.__counted_f(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 335, in __counted_f
ERROR - 14:48:29:     self.last_eval = self._func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/function_from_discipline.py", line 121, in _func_to_wrap
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 426, in __call__
ERROR - 14:48:29:     return self.evaluate(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 438, in evaluate
ERROR - 14:48:29:     val = self.__counted_f(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 335, in __counted_f
ERROR - 14:48:29:     self.last_eval = self._func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/make_function.py", line 128, in _func_to_wrap
ERROR - 14:48:29:     output_data = self.__discipline.execute(input_data)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/discipline.py", line 960, in execute
ERROR - 14:48:29:     self._run()
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/problems/sobieski/disciplines.py", line 123, in _run
ERROR - 14:48:29:     y_4 = self.sobieski_problem.mission.execute(x_shared, y_14, y_24, y_34)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 265, in execute
ERROR - 14:48:29:     return self._execute(
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 292, in _execute
ERROR - 14:48:29:     [self.__compute_range(altitude, mach, w_t, w_f, cl_cd, sfc)],
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 153, in __compute_range
ERROR - 14:48:29:     return ((mach * cl_cd) * 661.0 * sqrt_theta / sfc) * self.math.log(
ERROR - 14:48:29: ValueError: math domain error
ERROR - 14:48:29:
ERROR - 14:48:29: Failed to evaluate function y_4
ERROR - 14:48:29: Problem with evaluation of sample :[3.23734572e-02 5.75371340e+04 1.56588241e+00 3.92408088e+00
ERROR - 14:48:29:  5.21270800e+01 6.95527982e+02 2.78544051e+04 2.90664780e+04
ERROR - 14:48:29:  8.48303790e+00 1.07896745e+00] result is not taken into account in DOE.
ERROR - 14:48:29: Traceback (most recent call last):
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/algos/doe/doe_lib.py", line 373, in evaluate_samples
ERROR - 14:48:29:     self.problem.evaluate_functions(
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/algos/opt_problem.py", line 1099, in evaluate_functions
ERROR - 14:48:29:     outputs[function.name] = function.evaluate(preprocessed_x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 438, in evaluate
ERROR - 14:48:29:     val = self.__counted_f(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 335, in __counted_f
ERROR - 14:48:29:     self.last_eval = self._func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/norm_db_function.py", line 127, in _func_to_wrap
ERROR - 14:48:29:     value = self.__evaluate_orig_func(xu_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 438, in evaluate
ERROR - 14:48:29:     val = self.__counted_f(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 335, in __counted_f
ERROR - 14:48:29:     self.last_eval = self._func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/norm_function.py", line 98, in _func_to_wrap
ERROR - 14:48:29:     return self.__evaluate_orig_func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 438, in evaluate
ERROR - 14:48:29:     val = self.__counted_f(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 335, in __counted_f
ERROR - 14:48:29:     self.last_eval = self._func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/function_from_discipline.py", line 121, in _func_to_wrap
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 426, in __call__
ERROR - 14:48:29:     return self.evaluate(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 438, in evaluate
ERROR - 14:48:29:     val = self.__counted_f(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 335, in __counted_f
ERROR - 14:48:29:     self.last_eval = self._func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/make_function.py", line 128, in _func_to_wrap
ERROR - 14:48:29:     output_data = self.__discipline.execute(input_data)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/discipline.py", line 960, in execute
ERROR - 14:48:29:     self._run()
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/problems/sobieski/disciplines.py", line 123, in _run
ERROR - 14:48:29:     y_4 = self.sobieski_problem.mission.execute(x_shared, y_14, y_24, y_34)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 265, in execute
ERROR - 14:48:29:     return self._execute(
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 292, in _execute
ERROR - 14:48:29:     [self.__compute_range(altitude, mach, w_t, w_f, cl_cd, sfc)],
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 153, in __compute_range
ERROR - 14:48:29:     return ((mach * cl_cd) * 661.0 * sqrt_theta / sfc) * self.math.log(
ERROR - 14:48:29: ValueError: math domain error
ERROR - 14:48:29:
ERROR - 14:48:29: Failed to evaluate function y_4
ERROR - 14:48:29: Problem with evaluation of sample :[8.65821820e-02 5.67282712e+04 1.63166519e+00 8.05650222e+00
ERROR - 14:48:29:  6.64935582e+01 7.09872962e+02 2.82276678e+04 3.83552559e+04
ERROR - 14:48:29:  1.00916432e+01 1.92827068e+00] result is not taken into account in DOE.
ERROR - 14:48:29: Traceback (most recent call last):
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/algos/doe/doe_lib.py", line 373, in evaluate_samples
ERROR - 14:48:29:     self.problem.evaluate_functions(
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/algos/opt_problem.py", line 1099, in evaluate_functions
ERROR - 14:48:29:     outputs[function.name] = function.evaluate(preprocessed_x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 438, in evaluate
ERROR - 14:48:29:     val = self.__counted_f(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 335, in __counted_f
ERROR - 14:48:29:     self.last_eval = self._func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/norm_db_function.py", line 127, in _func_to_wrap
ERROR - 14:48:29:     value = self.__evaluate_orig_func(xu_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 438, in evaluate
ERROR - 14:48:29:     val = self.__counted_f(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 335, in __counted_f
ERROR - 14:48:29:     self.last_eval = self._func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/norm_function.py", line 98, in _func_to_wrap
ERROR - 14:48:29:     return self.__evaluate_orig_func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 438, in evaluate
ERROR - 14:48:29:     val = self.__counted_f(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 335, in __counted_f
ERROR - 14:48:29:     self.last_eval = self._func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/function_from_discipline.py", line 121, in _func_to_wrap
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 426, in __call__
ERROR - 14:48:29:     return self.evaluate(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 438, in evaluate
ERROR - 14:48:29:     val = self.__counted_f(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 335, in __counted_f
ERROR - 14:48:29:     self.last_eval = self._func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/make_function.py", line 128, in _func_to_wrap
ERROR - 14:48:29:     output_data = self.__discipline.execute(input_data)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/discipline.py", line 960, in execute
ERROR - 14:48:29:     self._run()
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/problems/sobieski/disciplines.py", line 123, in _run
ERROR - 14:48:29:     y_4 = self.sobieski_problem.mission.execute(x_shared, y_14, y_24, y_34)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 265, in execute
ERROR - 14:48:29:     return self._execute(
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 292, in _execute
ERROR - 14:48:29:     [self.__compute_range(altitude, mach, w_t, w_f, cl_cd, sfc)],
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 153, in __compute_range
ERROR - 14:48:29:     return ((mach * cl_cd) * 661.0 * sqrt_theta / sfc) * self.math.log(
ERROR - 14:48:29: ValueError: math domain error
ERROR - 14:48:29:
ERROR - 14:48:29: Failed to evaluate function y_4
ERROR - 14:48:29: Problem with evaluation of sample :[8.73940398e-02 3.67026184e+04 1.56476942e+00 4.19812099e+00
ERROR - 14:48:29:  6.17650588e+01 1.19302534e+03 3.41482711e+04 4.38203117e+04
ERROR - 14:48:29:  1.00305508e+01 1.32482248e+00] result is not taken into account in DOE.
ERROR - 14:48:29: Traceback (most recent call last):
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/algos/doe/doe_lib.py", line 373, in evaluate_samples
ERROR - 14:48:29:     self.problem.evaluate_functions(
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/algos/opt_problem.py", line 1099, in evaluate_functions
ERROR - 14:48:29:     outputs[function.name] = function.evaluate(preprocessed_x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 438, in evaluate
ERROR - 14:48:29:     val = self.__counted_f(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 335, in __counted_f
ERROR - 14:48:29:     self.last_eval = self._func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/norm_db_function.py", line 127, in _func_to_wrap
ERROR - 14:48:29:     value = self.__evaluate_orig_func(xu_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 438, in evaluate
ERROR - 14:48:29:     val = self.__counted_f(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 335, in __counted_f
ERROR - 14:48:29:     self.last_eval = self._func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/norm_function.py", line 98, in _func_to_wrap
ERROR - 14:48:29:     return self.__evaluate_orig_func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 438, in evaluate
ERROR - 14:48:29:     val = self.__counted_f(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 335, in __counted_f
ERROR - 14:48:29:     self.last_eval = self._func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/function_from_discipline.py", line 121, in _func_to_wrap
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 426, in __call__
ERROR - 14:48:29:     return self.evaluate(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 438, in evaluate
ERROR - 14:48:29:     val = self.__counted_f(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 335, in __counted_f
ERROR - 14:48:29:     self.last_eval = self._func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/make_function.py", line 128, in _func_to_wrap
ERROR - 14:48:29:     output_data = self.__discipline.execute(input_data)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/discipline.py", line 960, in execute
ERROR - 14:48:29:     self._run()
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/problems/sobieski/disciplines.py", line 123, in _run
ERROR - 14:48:29:     y_4 = self.sobieski_problem.mission.execute(x_shared, y_14, y_24, y_34)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 265, in execute
ERROR - 14:48:29:     return self._execute(
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 292, in _execute
ERROR - 14:48:29:     [self.__compute_range(altitude, mach, w_t, w_f, cl_cd, sfc)],
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 153, in __compute_range
ERROR - 14:48:29:     return ((mach * cl_cd) * 661.0 * sqrt_theta / sfc) * self.math.log(
ERROR - 14:48:29: ValueError: math domain error
ERROR - 14:48:29:
ERROR - 14:48:29: Failed to evaluate function y_4
ERROR - 14:48:29: Problem with evaluation of sample :[6.31287105e-02 4.23324465e+04 1.41438529e+00 4.38495848e+00
ERROR - 14:48:29:  5.18016406e+01 9.81706178e+02 4.02684763e+04 4.04292612e+04
ERROR - 14:48:29:  1.63495128e+00 1.58647382e+00] result is not taken into account in DOE.
ERROR - 14:48:29: Traceback (most recent call last):
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/algos/doe/doe_lib.py", line 373, in evaluate_samples
ERROR - 14:48:29:     self.problem.evaluate_functions(
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/algos/opt_problem.py", line 1099, in evaluate_functions
ERROR - 14:48:29:     outputs[function.name] = function.evaluate(preprocessed_x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 438, in evaluate
ERROR - 14:48:29:     val = self.__counted_f(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 335, in __counted_f
ERROR - 14:48:29:     self.last_eval = self._func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/norm_db_function.py", line 127, in _func_to_wrap
ERROR - 14:48:29:     value = self.__evaluate_orig_func(xu_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 438, in evaluate
ERROR - 14:48:29:     val = self.__counted_f(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 335, in __counted_f
ERROR - 14:48:29:     self.last_eval = self._func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/norm_function.py", line 98, in _func_to_wrap
ERROR - 14:48:29:     return self.__evaluate_orig_func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 438, in evaluate
ERROR - 14:48:29:     val = self.__counted_f(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 335, in __counted_f
ERROR - 14:48:29:     self.last_eval = self._func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/function_from_discipline.py", line 121, in _func_to_wrap
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 426, in __call__
ERROR - 14:48:29:     return self.evaluate(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 438, in evaluate
ERROR - 14:48:29:     val = self.__counted_f(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 335, in __counted_f
ERROR - 14:48:29:     self.last_eval = self._func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/make_function.py", line 128, in _func_to_wrap
ERROR - 14:48:29:     output_data = self.__discipline.execute(input_data)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/discipline.py", line 960, in execute
ERROR - 14:48:29:     self._run()
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/problems/sobieski/disciplines.py", line 123, in _run
ERROR - 14:48:29:     y_4 = self.sobieski_problem.mission.execute(x_shared, y_14, y_24, y_34)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 265, in execute
ERROR - 14:48:29:     return self._execute(
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 292, in _execute
ERROR - 14:48:29:     [self.__compute_range(altitude, mach, w_t, w_f, cl_cd, sfc)],
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 153, in __compute_range
ERROR - 14:48:29:     return ((mach * cl_cd) * 661.0 * sqrt_theta / sfc) * self.math.log(
ERROR - 14:48:29: ValueError: math domain error
ERROR - 14:48:29:
ERROR - 14:48:29: Failed to evaluate function y_4
ERROR - 14:48:29: Problem with evaluation of sample :[4.70074524e-02 4.40740007e+04 1.62275117e+00 4.39813380e+00
ERROR - 14:48:29:  6.53898046e+01 1.27066268e+03 3.10026856e+04 3.93852349e+04
ERROR - 14:48:29:  5.25707580e+00 4.69709094e-01] result is not taken into account in DOE.
ERROR - 14:48:29: Traceback (most recent call last):
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/algos/doe/doe_lib.py", line 373, in evaluate_samples
ERROR - 14:48:29:     self.problem.evaluate_functions(
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/algos/opt_problem.py", line 1099, in evaluate_functions
ERROR - 14:48:29:     outputs[function.name] = function.evaluate(preprocessed_x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 438, in evaluate
ERROR - 14:48:29:     val = self.__counted_f(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 335, in __counted_f
ERROR - 14:48:29:     self.last_eval = self._func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/norm_db_function.py", line 127, in _func_to_wrap
ERROR - 14:48:29:     value = self.__evaluate_orig_func(xu_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 438, in evaluate
ERROR - 14:48:29:     val = self.__counted_f(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 335, in __counted_f
ERROR - 14:48:29:     self.last_eval = self._func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/norm_function.py", line 98, in _func_to_wrap
ERROR - 14:48:29:     return self.__evaluate_orig_func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 438, in evaluate
ERROR - 14:48:29:     val = self.__counted_f(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 335, in __counted_f
ERROR - 14:48:29:     self.last_eval = self._func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/function_from_discipline.py", line 121, in _func_to_wrap
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 426, in __call__
ERROR - 14:48:29:     return self.evaluate(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 438, in evaluate
ERROR - 14:48:29:     val = self.__counted_f(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 335, in __counted_f
ERROR - 14:48:29:     self.last_eval = self._func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/make_function.py", line 128, in _func_to_wrap
ERROR - 14:48:29:     output_data = self.__discipline.execute(input_data)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/discipline.py", line 960, in execute
ERROR - 14:48:29:     self._run()
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/problems/sobieski/disciplines.py", line 123, in _run
ERROR - 14:48:29:     y_4 = self.sobieski_problem.mission.execute(x_shared, y_14, y_24, y_34)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 265, in execute
ERROR - 14:48:29:     return self._execute(
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 292, in _execute
ERROR - 14:48:29:     [self.__compute_range(altitude, mach, w_t, w_f, cl_cd, sfc)],
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 153, in __compute_range
ERROR - 14:48:29:     return ((mach * cl_cd) * 661.0 * sqrt_theta / sfc) * self.math.log(
ERROR - 14:48:29: ValueError: math domain error
ERROR - 14:48:29:
ERROR - 14:48:29: Failed to evaluate function y_4
ERROR - 14:48:29: Problem with evaluation of sample :[5.02116961e-02 4.11016864e+04 1.76501712e+00 7.39553905e+00
ERROR - 14:48:29:  4.03455877e+01 8.42798741e+02 3.16404732e+04 3.77881168e+04
ERROR - 14:48:29:  4.99873191e+00 5.33732657e-01] result is not taken into account in DOE.
ERROR - 14:48:29: Traceback (most recent call last):
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/algos/doe/doe_lib.py", line 373, in evaluate_samples
ERROR - 14:48:29:     self.problem.evaluate_functions(
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/algos/opt_problem.py", line 1099, in evaluate_functions
ERROR - 14:48:29:     outputs[function.name] = function.evaluate(preprocessed_x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 438, in evaluate
ERROR - 14:48:29:     val = self.__counted_f(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 335, in __counted_f
ERROR - 14:48:29:     self.last_eval = self._func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/norm_db_function.py", line 127, in _func_to_wrap
ERROR - 14:48:29:     value = self.__evaluate_orig_func(xu_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 438, in evaluate
ERROR - 14:48:29:     val = self.__counted_f(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 335, in __counted_f
ERROR - 14:48:29:     self.last_eval = self._func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/norm_function.py", line 98, in _func_to_wrap
ERROR - 14:48:29:     return self.__evaluate_orig_func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 438, in evaluate
ERROR - 14:48:29:     val = self.__counted_f(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 335, in __counted_f
ERROR - 14:48:29:     self.last_eval = self._func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/function_from_discipline.py", line 121, in _func_to_wrap
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 426, in __call__
ERROR - 14:48:29:     return self.evaluate(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 438, in evaluate
ERROR - 14:48:29:     val = self.__counted_f(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 335, in __counted_f
ERROR - 14:48:29:     self.last_eval = self._func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/make_function.py", line 128, in _func_to_wrap
ERROR - 14:48:29:     output_data = self.__discipline.execute(input_data)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/discipline.py", line 960, in execute
ERROR - 14:48:29:     self._run()
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/problems/sobieski/disciplines.py", line 123, in _run
ERROR - 14:48:29:     y_4 = self.sobieski_problem.mission.execute(x_shared, y_14, y_24, y_34)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 265, in execute
ERROR - 14:48:29:     return self._execute(
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 292, in _execute
ERROR - 14:48:29:     [self.__compute_range(altitude, mach, w_t, w_f, cl_cd, sfc)],
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 153, in __compute_range
ERROR - 14:48:29:     return ((mach * cl_cd) * 661.0 * sqrt_theta / sfc) * self.math.log(
ERROR - 14:48:29: ValueError: math domain error
ERROR - 14:48:29:
ERROR - 14:48:29: Failed to evaluate function y_4
ERROR - 14:48:29: Problem with evaluation of sample :[1.79955568e-02 4.13572866e+04 1.53514395e+00 6.06896708e+00
ERROR - 14:48:29:  6.30366946e+01 5.07973536e+02 3.06338667e+04 3.54965135e+04
ERROR - 14:48:29:  6.15365417e-01 1.38454066e+00] result is not taken into account in DOE.
ERROR - 14:48:29: Traceback (most recent call last):
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/algos/doe/doe_lib.py", line 373, in evaluate_samples
ERROR - 14:48:29:     self.problem.evaluate_functions(
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/algos/opt_problem.py", line 1099, in evaluate_functions
ERROR - 14:48:29:     outputs[function.name] = function.evaluate(preprocessed_x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 438, in evaluate
ERROR - 14:48:29:     val = self.__counted_f(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 335, in __counted_f
ERROR - 14:48:29:     self.last_eval = self._func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/norm_db_function.py", line 127, in _func_to_wrap
ERROR - 14:48:29:     value = self.__evaluate_orig_func(xu_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 438, in evaluate
ERROR - 14:48:29:     val = self.__counted_f(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 335, in __counted_f
ERROR - 14:48:29:     self.last_eval = self._func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/norm_function.py", line 98, in _func_to_wrap
ERROR - 14:48:29:     return self.__evaluate_orig_func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 438, in evaluate
ERROR - 14:48:29:     val = self.__counted_f(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 335, in __counted_f
ERROR - 14:48:29:     self.last_eval = self._func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/function_from_discipline.py", line 121, in _func_to_wrap
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 426, in __call__
ERROR - 14:48:29:     return self.evaluate(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 438, in evaluate
ERROR - 14:48:29:     val = self.__counted_f(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 335, in __counted_f
ERROR - 14:48:29:     self.last_eval = self._func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/make_function.py", line 128, in _func_to_wrap
ERROR - 14:48:29:     output_data = self.__discipline.execute(input_data)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/discipline.py", line 960, in execute
ERROR - 14:48:29:     self._run()
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/problems/sobieski/disciplines.py", line 123, in _run
ERROR - 14:48:29:     y_4 = self.sobieski_problem.mission.execute(x_shared, y_14, y_24, y_34)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 265, in execute
ERROR - 14:48:29:     return self._execute(
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 292, in _execute
ERROR - 14:48:29:     [self.__compute_range(altitude, mach, w_t, w_f, cl_cd, sfc)],
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 153, in __compute_range
ERROR - 14:48:29:     return ((mach * cl_cd) * 661.0 * sqrt_theta / sfc) * self.math.log(
ERROR - 14:48:29: ValueError: math domain error
ERROR - 14:48:29:
ERROR - 14:48:29: Failed to evaluate function y_4
ERROR - 14:48:29: Problem with evaluation of sample :[7.34156617e-02 4.29755065e+04 1.65638244e+00 4.73092799e+00
ERROR - 14:48:29:  6.39497950e+01 7.54812818e+02 3.75942160e+04 4.10549422e+04
ERROR - 14:48:29:  1.01970094e+01 1.93999914e+00] result is not taken into account in DOE.
ERROR - 14:48:29: Traceback (most recent call last):
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/algos/doe/doe_lib.py", line 373, in evaluate_samples
ERROR - 14:48:29:     self.problem.evaluate_functions(
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/algos/opt_problem.py", line 1099, in evaluate_functions
ERROR - 14:48:29:     outputs[function.name] = function.evaluate(preprocessed_x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 438, in evaluate
ERROR - 14:48:29:     val = self.__counted_f(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 335, in __counted_f
ERROR - 14:48:29:     self.last_eval = self._func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/norm_db_function.py", line 127, in _func_to_wrap
ERROR - 14:48:29:     value = self.__evaluate_orig_func(xu_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 438, in evaluate
ERROR - 14:48:29:     val = self.__counted_f(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 335, in __counted_f
ERROR - 14:48:29:     self.last_eval = self._func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/norm_function.py", line 98, in _func_to_wrap
ERROR - 14:48:29:     return self.__evaluate_orig_func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 438, in evaluate
ERROR - 14:48:29:     val = self.__counted_f(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 335, in __counted_f
ERROR - 14:48:29:     self.last_eval = self._func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/function_from_discipline.py", line 121, in _func_to_wrap
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 426, in __call__
ERROR - 14:48:29:     return self.evaluate(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 438, in evaluate
ERROR - 14:48:29:     val = self.__counted_f(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 335, in __counted_f
ERROR - 14:48:29:     self.last_eval = self._func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/make_function.py", line 128, in _func_to_wrap
ERROR - 14:48:29:     output_data = self.__discipline.execute(input_data)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/discipline.py", line 960, in execute
ERROR - 14:48:29:     self._run()
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/problems/sobieski/disciplines.py", line 123, in _run
ERROR - 14:48:29:     y_4 = self.sobieski_problem.mission.execute(x_shared, y_14, y_24, y_34)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 265, in execute
ERROR - 14:48:29:     return self._execute(
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 292, in _execute
ERROR - 14:48:29:     [self.__compute_range(altitude, mach, w_t, w_f, cl_cd, sfc)],
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 153, in __compute_range
ERROR - 14:48:29:     return ((mach * cl_cd) * 661.0 * sqrt_theta / sfc) * self.math.log(
ERROR - 14:48:29: ValueError: math domain error
ERROR - 14:48:29:
ERROR - 14:48:29: Failed to evaluate function y_4
ERROR - 14:48:29: Problem with evaluation of sample :[8.69811400e-02 3.42276221e+04 1.48336149e+00 4.28449805e+00
ERROR - 14:48:29:  4.74431990e+01 9.08368407e+02 3.06851402e+04 4.29931580e+04
ERROR - 14:48:29:  9.77470946e+00 9.51964086e-01] result is not taken into account in DOE.
ERROR - 14:48:29: Traceback (most recent call last):
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/algos/doe/doe_lib.py", line 373, in evaluate_samples
ERROR - 14:48:29:     self.problem.evaluate_functions(
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/algos/opt_problem.py", line 1099, in evaluate_functions
ERROR - 14:48:29:     outputs[function.name] = function.evaluate(preprocessed_x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 438, in evaluate
ERROR - 14:48:29:     val = self.__counted_f(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 335, in __counted_f
ERROR - 14:48:29:     self.last_eval = self._func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/norm_db_function.py", line 127, in _func_to_wrap
ERROR - 14:48:29:     value = self.__evaluate_orig_func(xu_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 438, in evaluate
ERROR - 14:48:29:     val = self.__counted_f(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 335, in __counted_f
ERROR - 14:48:29:     self.last_eval = self._func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/norm_function.py", line 98, in _func_to_wrap
ERROR - 14:48:29:     return self.__evaluate_orig_func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 438, in evaluate
ERROR - 14:48:29:     val = self.__counted_f(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 335, in __counted_f
ERROR - 14:48:29:     self.last_eval = self._func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/function_from_discipline.py", line 121, in _func_to_wrap
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 426, in __call__
ERROR - 14:48:29:     return self.evaluate(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 438, in evaluate
ERROR - 14:48:29:     val = self.__counted_f(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 335, in __counted_f
ERROR - 14:48:29:     self.last_eval = self._func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/make_function.py", line 128, in _func_to_wrap
ERROR - 14:48:29:     output_data = self.__discipline.execute(input_data)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/discipline.py", line 960, in execute
ERROR - 14:48:29:     self._run()
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/problems/sobieski/disciplines.py", line 123, in _run
ERROR - 14:48:29:     y_4 = self.sobieski_problem.mission.execute(x_shared, y_14, y_24, y_34)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 265, in execute
ERROR - 14:48:29:     return self._execute(
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 292, in _execute
ERROR - 14:48:29:     [self.__compute_range(altitude, mach, w_t, w_f, cl_cd, sfc)],
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 153, in __compute_range
ERROR - 14:48:29:     return ((mach * cl_cd) * 661.0 * sqrt_theta / sfc) * self.math.log(
ERROR - 14:48:29: ValueError: math domain error
ERROR - 14:48:29:
ERROR - 14:48:29: Failed to evaluate function y_4
ERROR - 14:48:29: Problem with evaluation of sample :[8.44564380e-02 3.07957264e+04 1.54087352e+00 5.88383336e+00
ERROR - 14:48:29:  4.21051139e+01 5.91254283e+02 3.08786610e+04 3.32313216e+04
ERROR - 14:48:29:  4.95940225e+00 7.91759531e-01] result is not taken into account in DOE.
ERROR - 14:48:29: Traceback (most recent call last):
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/algos/doe/doe_lib.py", line 373, in evaluate_samples
ERROR - 14:48:29:     self.problem.evaluate_functions(
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/algos/opt_problem.py", line 1099, in evaluate_functions
ERROR - 14:48:29:     outputs[function.name] = function.evaluate(preprocessed_x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 438, in evaluate
ERROR - 14:48:29:     val = self.__counted_f(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 335, in __counted_f
ERROR - 14:48:29:     self.last_eval = self._func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/norm_db_function.py", line 127, in _func_to_wrap
ERROR - 14:48:29:     value = self.__evaluate_orig_func(xu_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 438, in evaluate
ERROR - 14:48:29:     val = self.__counted_f(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 335, in __counted_f
ERROR - 14:48:29:     self.last_eval = self._func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/norm_function.py", line 98, in _func_to_wrap
ERROR - 14:48:29:     return self.__evaluate_orig_func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 438, in evaluate
ERROR - 14:48:29:     val = self.__counted_f(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 335, in __counted_f
ERROR - 14:48:29:     self.last_eval = self._func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/function_from_discipline.py", line 121, in _func_to_wrap
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 426, in __call__
ERROR - 14:48:29:     return self.evaluate(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 438, in evaluate
ERROR - 14:48:29:     val = self.__counted_f(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 335, in __counted_f
ERROR - 14:48:29:     self.last_eval = self._func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/make_function.py", line 128, in _func_to_wrap
ERROR - 14:48:29:     output_data = self.__discipline.execute(input_data)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/discipline.py", line 960, in execute
ERROR - 14:48:29:     self._run()
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/problems/sobieski/disciplines.py", line 123, in _run
ERROR - 14:48:29:     y_4 = self.sobieski_problem.mission.execute(x_shared, y_14, y_24, y_34)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 265, in execute
ERROR - 14:48:29:     return self._execute(
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 292, in _execute
ERROR - 14:48:29:     [self.__compute_range(altitude, mach, w_t, w_f, cl_cd, sfc)],
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 153, in __compute_range
ERROR - 14:48:29:     return ((mach * cl_cd) * 661.0 * sqrt_theta / sfc) * self.math.log(
ERROR - 14:48:29: ValueError: math domain error
ERROR - 14:48:29:
ERROR - 14:48:29: Failed to evaluate function y_4
ERROR - 14:48:29: Problem with evaluation of sample :[6.77585739e-02 3.79793238e+04 1.74373635e+00 3.43230716e+00
ERROR - 14:48:29:  4.13701698e+01 1.31335579e+03 2.88266747e+04 3.74178761e+04
ERROR - 14:48:29:  8.88078902e+00 1.83214824e+00] result is not taken into account in DOE.
ERROR - 14:48:29: Traceback (most recent call last):
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/algos/doe/doe_lib.py", line 373, in evaluate_samples
ERROR - 14:48:29:     self.problem.evaluate_functions(
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/algos/opt_problem.py", line 1099, in evaluate_functions
ERROR - 14:48:29:     outputs[function.name] = function.evaluate(preprocessed_x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 438, in evaluate
ERROR - 14:48:29:     val = self.__counted_f(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 335, in __counted_f
ERROR - 14:48:29:     self.last_eval = self._func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/norm_db_function.py", line 127, in _func_to_wrap
ERROR - 14:48:29:     value = self.__evaluate_orig_func(xu_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 438, in evaluate
ERROR - 14:48:29:     val = self.__counted_f(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 335, in __counted_f
ERROR - 14:48:29:     self.last_eval = self._func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/norm_function.py", line 98, in _func_to_wrap
ERROR - 14:48:29:     return self.__evaluate_orig_func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 438, in evaluate
ERROR - 14:48:29:     val = self.__counted_f(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 335, in __counted_f
ERROR - 14:48:29:     self.last_eval = self._func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/function_from_discipline.py", line 121, in _func_to_wrap
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 426, in __call__
ERROR - 14:48:29:     return self.evaluate(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 438, in evaluate
ERROR - 14:48:29:     val = self.__counted_f(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 335, in __counted_f
ERROR - 14:48:29:     self.last_eval = self._func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/make_function.py", line 128, in _func_to_wrap
ERROR - 14:48:29:     output_data = self.__discipline.execute(input_data)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/discipline.py", line 960, in execute
ERROR - 14:48:29:     self._run()
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/problems/sobieski/disciplines.py", line 123, in _run
ERROR - 14:48:29:     y_4 = self.sobieski_problem.mission.execute(x_shared, y_14, y_24, y_34)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 265, in execute
ERROR - 14:48:29:     return self._execute(
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 292, in _execute
ERROR - 14:48:29:     [self.__compute_range(altitude, mach, w_t, w_f, cl_cd, sfc)],
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 153, in __compute_range
ERROR - 14:48:29:     return ((mach * cl_cd) * 661.0 * sqrt_theta / sfc) * self.math.log(
ERROR - 14:48:29: ValueError: math domain error
ERROR - 14:48:29:
ERROR - 14:48:29: Failed to evaluate function y_4
ERROR - 14:48:29: Problem with evaluation of sample :[1.63329215e-02 5.97324226e+04 1.56766182e+00 4.71404767e+00
ERROR - 14:48:29:  4.44948320e+01 1.24758949e+03 4.39269694e+04 4.44436533e+04
ERROR - 14:48:29:  6.30023047e+00 8.37747853e-01] result is not taken into account in DOE.
ERROR - 14:48:29: Traceback (most recent call last):
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/algos/doe/doe_lib.py", line 373, in evaluate_samples
ERROR - 14:48:29:     self.problem.evaluate_functions(
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/algos/opt_problem.py", line 1099, in evaluate_functions
ERROR - 14:48:29:     outputs[function.name] = function.evaluate(preprocessed_x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 438, in evaluate
ERROR - 14:48:29:     val = self.__counted_f(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 335, in __counted_f
ERROR - 14:48:29:     self.last_eval = self._func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/norm_db_function.py", line 127, in _func_to_wrap
ERROR - 14:48:29:     value = self.__evaluate_orig_func(xu_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 438, in evaluate
ERROR - 14:48:29:     val = self.__counted_f(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 335, in __counted_f
ERROR - 14:48:29:     self.last_eval = self._func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/norm_function.py", line 98, in _func_to_wrap
ERROR - 14:48:29:     return self.__evaluate_orig_func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 438, in evaluate
ERROR - 14:48:29:     val = self.__counted_f(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 335, in __counted_f
ERROR - 14:48:29:     self.last_eval = self._func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/function_from_discipline.py", line 121, in _func_to_wrap
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 426, in __call__
ERROR - 14:48:29:     return self.evaluate(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 438, in evaluate
ERROR - 14:48:29:     val = self.__counted_f(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 335, in __counted_f
ERROR - 14:48:29:     self.last_eval = self._func(x_vect)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/mdofunctions/make_function.py", line 128, in _func_to_wrap
ERROR - 14:48:29:     output_data = self.__discipline.execute(input_data)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/core/discipline.py", line 960, in execute
ERROR - 14:48:29:     self._run()
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/problems/sobieski/disciplines.py", line 123, in _run
ERROR - 14:48:29:     y_4 = self.sobieski_problem.mission.execute(x_shared, y_14, y_24, y_34)
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 265, in execute
ERROR - 14:48:29:     return self._execute(
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 292, in _execute
ERROR - 14:48:29:     [self.__compute_range(altitude, mach, w_t, w_f, cl_cd, sfc)],
ERROR - 14:48:29:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/4.1.0/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 153, in __compute_range
ERROR - 14:48:29:     return ((mach * cl_cd) * 661.0 * sqrt_theta / sfc) * self.math.log(
ERROR - 14:48:29: ValueError: math domain error
ERROR - 14:48:29:
INFO - 14:48:29: ...  86%|████████▌ | 86/100 [00:00<00:00, 1429.42 it/sec, obj=7.2e+3]
INFO - 14:48:29: Optimization result:
INFO - 14:48:29:    Optimizer info:
INFO - 14:48:29:       Status: None
INFO - 14:48:29:       Message: None
INFO - 14:48:29:       Number of calls to the objective function by the optimizer: 100
INFO - 14:48:29:    Solution:
INFO - 14:48:29:       Objective: -1532.410845601642
INFO - 14:48:29:       Design space:
INFO - 14:48:29:       +-------------+-------------+---------------------+-------------+-------+
INFO - 14:48:29:       | name        | lower_bound |        value        | upper_bound | type  |
INFO - 14:48:29:       +-------------+-------------+---------------------+-------------+-------+
INFO - 14:48:29:       | x_shared[0] |     0.01    | 0.07639739427791871 |     0.09    | float |
INFO - 14:48:29:       | x_shared[1] |    30000    |  30382.18560041557  |    60000    | float |
INFO - 14:48:29:       | x_shared[2] |     1.4     |  1.639876251582323  |     1.8     | float |
INFO - 14:48:29:       | x_shared[3] |     2.5     |  6.678131125265034  |     8.5     | float |
INFO - 14:48:29:       | x_shared[4] |      40     |  48.22252066873557  |      70     | float |
INFO - 14:48:29:       | x_shared[5] |     500     |  1398.577963779934  |     1500    | float |
INFO - 14:48:29:       | y_14[0]     |    24850    |  73521.45283526971  |    77100    | float |
INFO - 14:48:29:       | y_14[1]     |    -7700    |  -6556.014595540449 |    45000    | float |
INFO - 14:48:29:       | y_24        |     0.44    |  8.311658540076003  |    11.13    | float |
INFO - 14:48:29:       | y_34        |     0.44    |  0.4466759405180455 |     1.98    | float |
INFO - 14:48:29:       +-------------+-------------+---------------------+-------------+-------+
INFO - 14:48:29: *** End DOEScenario execution (time: 0:00:00.083602) ***

{'eval_jac': False, 'algo': 'OT_MONTE_CARLO', 'n_samples': 100}


## Create an EmpiricalStatistics object for all variables¶

In this second stage, we create an EmpiricalStatistics from the database encapsulated in a Dataset:

dataset = scenario.export_to_dataset(opt_naming=False)
analysis = create_statistics(dataset, name="SobieskiMission")

print(analysis)

    INFO - 14:48:29: Create SobieskiMission, a EmpiricalStatistics library.
SobieskiMission
n_samples: 86
n_variables: 5
variables: x_shared, y_14, y_24, y_34, y_4


and easily obtain statistics, such as the minimum values of the different variables over the dataset:

print(analysis.compute_minimum())

{'x_shared': array([1.13352258e-02, 3.01398316e+04, 1.40041295e+00, 2.55929483e+00,
4.05869021e+01, 5.05494083e+02]), 'y_14': array([26794.72022057, -6556.01459554]), 'y_24': array([0.48388241]), 'y_34': array([0.44667594]), 'y_4': array([-1532.4108456])}


## Create an EmpiricalStatistics object for the range¶

We can only reduce the statistical analysis to the range variable:

analysis = create_statistics(
dataset, variables_names=["y_4"], name="SobieskiMission.range"
)
print(analysis)

    INFO - 14:48:29: Create SobieskiMission.range, a EmpiricalStatistics library.
SobieskiMission.range
n_samples: 86
n_variables: 5
variables: y_4


### Get minimum¶

Here is the minimum value:

print(analysis.compute_minimum())

{'y_4': array([-1532.4108456])}


### Get maximum¶

Here is the maximum value:

print(analysis.compute_maximum())

{'y_4': array([62030.01439676])}


### Get range¶

Here is the (different between minimum and maximum values):

print(analysis.compute_range())

{'y_4': array([63562.42524236])}


### Get mean¶

Here is the mean value:

print(analysis.compute_mean())

{'y_4': array([4539.61303269])}


### Get central moment¶

Here is the second central moment:

print(analysis.compute_moment(2))

{'y_4': array([85150303.53546816])}


### Get standard deviation¶

Here is the standard deviation:

print(analysis.compute_standard_deviation())

{'y_4': array([9227.6922107])}


### Get variance¶

Here is the variance.

print(analysis.compute_variance())

{'y_4': array([85150303.53546816])}


### Get quantile¶

Here is the quantile with level equal to 80%:

print(analysis.compute_quantile(0.8))

{'y_4': array([5261.95981236])}


### Get probability¶

Here are the probability to respectively be greater and lower than the default output value:

default_output = discipline.execute()
print(analysis.compute_probability(default_output, greater=True))
print(analysis.compute_probability(default_output, greater=False))

{'y_4': 0.7674418604651163}
{'y_4': 0.23255813953488372}


### Get quartile¶

Here is the second quartile:

print(analysis.compute_quartile(2))

{'y_4': array([2117.20788623])}


### Get percentile¶

Here is the 50the percentile:

print(analysis.compute_percentile(50))

{'y_4': array([2117.20788623])}


### Get median¶

Here is the median:

print(analysis.compute_median())

{'y_4': array([2117.20788623])}


Total running time of the script: ( 0 minutes 0.112 seconds)

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