# 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 import configure_logger
from gemseo import create_discipline
from gemseo import create_scenario
from gemseo.problems.sobieski.core.problem import SobieskiProblem
from gemseo.uncertainty 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())

Design space:
name lower_bound value upper_bound type
x_shared[0] 0.01 0.05 0.09 float
x_shared[1] 30000 45000 60000 float
x_shared[2] 1.4 1.6 1.8 float
x_shared[3] 2.5 5.5 8.5 float
x_shared[4] 40 55 70 float
x_shared[5] 500 1000 1500 float
y_14[0] 24850 50606.9741711 77100 float
y_14[1] -7700 7306.20262124 45000 float
y_24 0.44 4.15006276 11.13 float
y_34 0.44 1.10754577 1.98 float

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 - 08:23:01:
INFO - 08:23:01: *** Start DOEScenario execution ***
INFO - 08:23:01: DOEScenario
INFO - 08:23:01:    Disciplines: SobieskiMission
INFO - 08:23:01:    MDO formulation: DisciplinaryOpt
INFO - 08:23:01: Optimization problem:
INFO - 08:23:01:    minimize y_4(x_shared, y_14, y_24, y_34)
INFO - 08:23:01:    with respect to x_shared, y_14, y_24, y_34
INFO - 08:23:01:    over the design space:
INFO - 08:23:01:    +-------------+-------------+---------------+-------------+-------+
INFO - 08:23:01:    | name        | lower_bound |     value     | upper_bound | type  |
INFO - 08:23:01:    +-------------+-------------+---------------+-------------+-------+
INFO - 08:23:01:    | x_shared[0] |     0.01    |      0.05     |     0.09    | float |
INFO - 08:23:01:    | x_shared[1] |    30000    |     45000     |    60000    | float |
INFO - 08:23:01:    | x_shared[2] |     1.4     |      1.6      |     1.8     | float |
INFO - 08:23:01:    | x_shared[3] |     2.5     |      5.5      |     8.5     | float |
INFO - 08:23:01:    | x_shared[4] |      40     |       55      |      70     | float |
INFO - 08:23:01:    | x_shared[5] |     500     |      1000     |     1500    | float |
INFO - 08:23:01:    | y_14[0]     |    24850    | 50606.9741711 |    77100    | float |
INFO - 08:23:01:    | y_14[1]     |    -7700    | 7306.20262124 |    45000    | float |
INFO - 08:23:01:    | y_24        |     0.44    |   4.15006276  |    11.13    | float |
INFO - 08:23:01:    | y_34        |     0.44    |   1.10754577  |     1.98    | float |
INFO - 08:23:01:    +-------------+-------------+---------------+-------------+-------+
INFO - 08:23:01: Solving optimization problem with algorithm OT_MONTE_CARLO:
INFO - 08:23:01: ...   0%|          | 0/100 [00:00<?, ?it]
INFO - 08:23:01: ...   1%|          | 1/100 [00:00<00:00, 299.72 it/sec, obj=4.13e+3]
INFO - 08:23:01: ...   2%|▏         | 2/100 [00:00<00:00, 490.73 it/sec, obj=2.69e+3]
INFO - 08:23:01: ...   3%|▎         | 3/100 [00:00<00:00, 638.66 it/sec, obj=0.718]
INFO - 08:23:01: ...   4%|▍         | 4/100 [00:00<00:00, 748.78 it/sec, obj=1.84e+3]
INFO - 08:23:01: ...   5%|▌         | 5/100 [00:00<00:00, 839.53 it/sec, obj=1.47e+3]
INFO - 08:23:01: ...   6%|▌         | 6/100 [00:00<00:00, 912.60 it/sec, obj=-76.6]
INFO - 08:23:01: ...   7%|▋         | 7/100 [00:00<00:00, 974.84 it/sec, obj=2.92e+3]
ERROR - 08:23:01: Failed to evaluate function y_4
ERROR - 08:23:01: Problem with evaluation of sample :[1.29698918e-02 4.61506629e+04 1.54257893e+00 7.81530848e+00
ERROR - 08:23:01:  5.05577274e+01 1.02006624e+03 3.16585883e+04 3.74764805e+04
ERROR - 08:23:01:  1.02715165e+01 8.69196356e-01] result is not taken into account in DOE.
ERROR - 08:23:01: Traceback (most recent call last):
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/algos/doe/doe_library.py", line 401, in evaluate_samples
ERROR - 08:23:01:     self.problem.evaluate_functions(
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/algos/opt_problem.py", line 1185, in evaluate_functions
ERROR - 08:23:01:     outputs[function.name] = function.evaluate(preprocessed_x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 427, in evaluate
ERROR - 08:23:01:     val = self.__counted_f(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 356, in __counted_f
ERROR - 08:23:01:     self.last_eval = self._func(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/norm_db_function.py", line 128, in _func_to_wrap
ERROR - 08:23:01:     value = self.__evaluate_orig_func(xu_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 427, in evaluate
ERROR - 08:23:01:     val = self.__counted_f(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 356, in __counted_f
ERROR - 08:23:01:     self.last_eval = self._func(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/norm_function.py", line 100, in _func_to_wrap
ERROR - 08:23:01:     return self.__evaluate_orig_func(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 427, in evaluate
ERROR - 08:23:01:     val = self.__counted_f(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 356, in __counted_f
ERROR - 08:23:01:     self.last_eval = self._func(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/function_from_discipline.py", line 125, in _func_to_wrap
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 415, in __call__
ERROR - 08:23:01:     return self.evaluate(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 427, in evaluate
ERROR - 08:23:01:     val = self.__counted_f(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 356, in __counted_f
ERROR - 08:23:01:     self.last_eval = self._func(x_vect)
ERROR - 08:23:01:     output_data = self.__discipline.execute(input_data)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/discipline.py", line 989, in execute
ERROR - 08:23:01:     self._run()
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/problems/sobieski/disciplines.py", line 123, in _run
ERROR - 08:23:01:     y_4 = self.sobieski_problem.mission.execute(x_shared, y_14, y_24, y_34)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 266, in execute
ERROR - 08:23:01:     return self._execute(
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 293, in _execute
ERROR - 08:23:01:     [self.__compute_range(altitude, mach, w_t, w_f, cl_cd, sfc)],
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 153, in __compute_range
ERROR - 08:23:01:     return ((mach * cl_cd) * 661.0 * sqrt_theta / sfc) * self.math.log(
ERROR - 08:23:01: ValueError: math domain error
ERROR - 08:23:01:
INFO - 08:23:01: ...   8%|▊         | 8/100 [00:00<00:00, 738.03 it/sec, obj=2.41e+3]
INFO - 08:23:01: ...   9%|▉         | 9/100 [00:00<00:00, 785.89 it/sec, obj=2.27e+3]
INFO - 08:23:01: ...  10%|█         | 10/100 [00:00<00:00, 829.34 it/sec, obj=2.19e+3]
INFO - 08:23:01: ...  11%|█         | 11/100 [00:00<00:00, 868.94 it/sec, obj=752]
ERROR - 08:23:01: Failed to evaluate function y_4
ERROR - 08:23:01: Problem with evaluation of sample :[5.48981321e-02 3.02492651e+04 1.78425506e+00 7.51304278e+00
ERROR - 08:23:01:  5.91913274e+01 1.07102327e+03 3.89430460e+04 4.39972900e+04
ERROR - 08:23:01:  5.23135403e+00 1.69750699e+00] result is not taken into account in DOE.
ERROR - 08:23:01: Traceback (most recent call last):
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/algos/doe/doe_library.py", line 401, in evaluate_samples
ERROR - 08:23:01:     self.problem.evaluate_functions(
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/algos/opt_problem.py", line 1185, in evaluate_functions
ERROR - 08:23:01:     outputs[function.name] = function.evaluate(preprocessed_x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 427, in evaluate
ERROR - 08:23:01:     val = self.__counted_f(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 356, in __counted_f
ERROR - 08:23:01:     self.last_eval = self._func(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/norm_db_function.py", line 128, in _func_to_wrap
ERROR - 08:23:01:     value = self.__evaluate_orig_func(xu_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 427, in evaluate
ERROR - 08:23:01:     val = self.__counted_f(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 356, in __counted_f
ERROR - 08:23:01:     self.last_eval = self._func(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/norm_function.py", line 100, in _func_to_wrap
ERROR - 08:23:01:     return self.__evaluate_orig_func(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 427, in evaluate
ERROR - 08:23:01:     val = self.__counted_f(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 356, in __counted_f
ERROR - 08:23:01:     self.last_eval = self._func(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/function_from_discipline.py", line 125, in _func_to_wrap
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 415, in __call__
ERROR - 08:23:01:     return self.evaluate(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 427, in evaluate
ERROR - 08:23:01:     val = self.__counted_f(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 356, in __counted_f
ERROR - 08:23:01:     self.last_eval = self._func(x_vect)
ERROR - 08:23:01:     output_data = self.__discipline.execute(input_data)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/discipline.py", line 989, in execute
ERROR - 08:23:01:     self._run()
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/problems/sobieski/disciplines.py", line 123, in _run
ERROR - 08:23:01:     y_4 = self.sobieski_problem.mission.execute(x_shared, y_14, y_24, y_34)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 266, in execute
ERROR - 08:23:01:     return self._execute(
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 293, in _execute
ERROR - 08:23:01:     [self.__compute_range(altitude, mach, w_t, w_f, cl_cd, sfc)],
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 153, in __compute_range
ERROR - 08:23:01:     return ((mach * cl_cd) * 661.0 * sqrt_theta / sfc) * self.math.log(
ERROR - 08:23:01: ValueError: math domain error
ERROR - 08:23:01:
INFO - 08:23:01: ...  12%|█▏        | 12/100 [00:00<00:00, 773.00 it/sec, obj=3.07e+3]
INFO - 08:23:01: ...  13%|█▎        | 13/100 [00:00<00:00, 805.99 it/sec, obj=4.9e+3]
INFO - 08:23:01: ...  14%|█▍        | 14/100 [00:00<00:00, 836.85 it/sec, obj=1.19e+3]
INFO - 08:23:01: ...  15%|█▌        | 15/100 [00:00<00:00, 863.30 it/sec, obj=8.3e+3]
INFO - 08:23:01: ...  16%|█▌        | 16/100 [00:00<00:00, 889.54 it/sec, obj=5.59e+3]
INFO - 08:23:01: ...  17%|█▋        | 17/100 [00:00<00:00, 913.59 it/sec, obj=-1.53e+3]
INFO - 08:23:01: ...  18%|█▊        | 18/100 [00:00<00:00, 937.08 it/sec, obj=876]
INFO - 08:23:01: ...  19%|█▉        | 19/100 [00:00<00:00, 959.41 it/sec, obj=529]
ERROR - 08:23:01: Failed to evaluate function y_4
ERROR - 08:23:01: Problem with evaluation of sample :[3.23734572e-02 5.75371340e+04 1.56588241e+00 3.92408088e+00
ERROR - 08:23:01:  5.21270800e+01 6.95527982e+02 2.78544051e+04 2.90664780e+04
ERROR - 08:23:01:  8.48303790e+00 1.07896745e+00] result is not taken into account in DOE.
ERROR - 08:23:01: Traceback (most recent call last):
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/algos/doe/doe_library.py", line 401, in evaluate_samples
ERROR - 08:23:01:     self.problem.evaluate_functions(
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/algos/opt_problem.py", line 1185, in evaluate_functions
ERROR - 08:23:01:     outputs[function.name] = function.evaluate(preprocessed_x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 427, in evaluate
ERROR - 08:23:01:     val = self.__counted_f(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 356, in __counted_f
ERROR - 08:23:01:     self.last_eval = self._func(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/norm_db_function.py", line 128, in _func_to_wrap
ERROR - 08:23:01:     value = self.__evaluate_orig_func(xu_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 427, in evaluate
ERROR - 08:23:01:     val = self.__counted_f(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 356, in __counted_f
ERROR - 08:23:01:     self.last_eval = self._func(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/norm_function.py", line 100, in _func_to_wrap
ERROR - 08:23:01:     return self.__evaluate_orig_func(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 427, in evaluate
ERROR - 08:23:01:     val = self.__counted_f(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 356, in __counted_f
ERROR - 08:23:01:     self.last_eval = self._func(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/function_from_discipline.py", line 125, in _func_to_wrap
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 415, in __call__
ERROR - 08:23:01:     return self.evaluate(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 427, in evaluate
ERROR - 08:23:01:     val = self.__counted_f(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 356, in __counted_f
ERROR - 08:23:01:     self.last_eval = self._func(x_vect)
ERROR - 08:23:01:     output_data = self.__discipline.execute(input_data)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/discipline.py", line 989, in execute
ERROR - 08:23:01:     self._run()
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/problems/sobieski/disciplines.py", line 123, in _run
ERROR - 08:23:01:     y_4 = self.sobieski_problem.mission.execute(x_shared, y_14, y_24, y_34)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 266, in execute
ERROR - 08:23:01:     return self._execute(
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 293, in _execute
ERROR - 08:23:01:     [self.__compute_range(altitude, mach, w_t, w_f, cl_cd, sfc)],
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 153, in __compute_range
ERROR - 08:23:01:     return ((mach * cl_cd) * 661.0 * sqrt_theta / sfc) * self.math.log(
ERROR - 08:23:01: ValueError: math domain error
ERROR - 08:23:01:
INFO - 08:23:01: ...  20%|██        | 20/100 [00:00<00:00, 883.42 it/sec, obj=4.49e+3]
ERROR - 08:23:01: Failed to evaluate function y_4
ERROR - 08:23:01: Problem with evaluation of sample :[8.65821820e-02 5.67282712e+04 1.63166519e+00 8.05650222e+00
ERROR - 08:23:01:  6.64935582e+01 7.09872962e+02 2.82276678e+04 3.83552559e+04
ERROR - 08:23:01:  1.00916432e+01 1.92827068e+00] result is not taken into account in DOE.
ERROR - 08:23:01: Traceback (most recent call last):
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/algos/doe/doe_library.py", line 401, in evaluate_samples
ERROR - 08:23:01:     self.problem.evaluate_functions(
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/algos/opt_problem.py", line 1185, in evaluate_functions
ERROR - 08:23:01:     outputs[function.name] = function.evaluate(preprocessed_x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 427, in evaluate
ERROR - 08:23:01:     val = self.__counted_f(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 356, in __counted_f
ERROR - 08:23:01:     self.last_eval = self._func(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/norm_db_function.py", line 128, in _func_to_wrap
ERROR - 08:23:01:     value = self.__evaluate_orig_func(xu_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 427, in evaluate
ERROR - 08:23:01:     val = self.__counted_f(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 356, in __counted_f
ERROR - 08:23:01:     self.last_eval = self._func(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/norm_function.py", line 100, in _func_to_wrap
ERROR - 08:23:01:     return self.__evaluate_orig_func(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 427, in evaluate
ERROR - 08:23:01:     val = self.__counted_f(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 356, in __counted_f
ERROR - 08:23:01:     self.last_eval = self._func(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/function_from_discipline.py", line 125, in _func_to_wrap
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 415, in __call__
ERROR - 08:23:01:     return self.evaluate(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 427, in evaluate
ERROR - 08:23:01:     val = self.__counted_f(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 356, in __counted_f
ERROR - 08:23:01:     self.last_eval = self._func(x_vect)
ERROR - 08:23:01:     output_data = self.__discipline.execute(input_data)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/discipline.py", line 989, in execute
ERROR - 08:23:01:     self._run()
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/problems/sobieski/disciplines.py", line 123, in _run
ERROR - 08:23:01:     y_4 = self.sobieski_problem.mission.execute(x_shared, y_14, y_24, y_34)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 266, in execute
ERROR - 08:23:01:     return self._execute(
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 293, in _execute
ERROR - 08:23:01:     [self.__compute_range(altitude, mach, w_t, w_f, cl_cd, sfc)],
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 153, in __compute_range
ERROR - 08:23:01:     return ((mach * cl_cd) * 661.0 * sqrt_theta / sfc) * self.math.log(
ERROR - 08:23:01: ValueError: math domain error
ERROR - 08:23:01:
INFO - 08:23:01: ...  21%|██        | 21/100 [00:00<00:00, 824.88 it/sec, obj=1.49e+3]
INFO - 08:23:01: ...  22%|██▏       | 22/100 [00:00<00:00, 844.01 it/sec, obj=996]
INFO - 08:23:01: ...  23%|██▎       | 23/100 [00:00<00:00, 861.88 it/sec, obj=8.56e+3]
INFO - 08:23:01: ...  24%|██▍       | 24/100 [00:00<00:00, 879.45 it/sec, obj=1.26e+3]
INFO - 08:23:01: ...  25%|██▌       | 25/100 [00:00<00:00, 896.44 it/sec, obj=2.07e+3]
INFO - 08:23:01: ...  26%|██▌       | 26/100 [00:00<00:00, 912.71 it/sec, obj=1.71e+3]
INFO - 08:23:01: ...  27%|██▋       | 27/100 [00:00<00:00, 928.35 it/sec, obj=1.49e+3]
INFO - 08:23:01: ...  28%|██▊       | 28/100 [00:00<00:00, 942.40 it/sec, obj=6.55e+3]
INFO - 08:23:01: ...  29%|██▉       | 29/100 [00:00<00:00, 956.12 it/sec, obj=821]
INFO - 08:23:01: ...  30%|███       | 30/100 [00:00<00:00, 969.80 it/sec, obj=978]
ERROR - 08:23:01: Failed to evaluate function y_4
ERROR - 08:23:01: Problem with evaluation of sample :[8.73940398e-02 3.67026184e+04 1.56476942e+00 4.19812099e+00
ERROR - 08:23:01:  6.17650588e+01 1.19302534e+03 3.41482711e+04 4.38203117e+04
ERROR - 08:23:01:  1.00305508e+01 1.32482248e+00] result is not taken into account in DOE.
ERROR - 08:23:01: Traceback (most recent call last):
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/algos/doe/doe_library.py", line 401, in evaluate_samples
ERROR - 08:23:01:     self.problem.evaluate_functions(
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/algos/opt_problem.py", line 1185, in evaluate_functions
ERROR - 08:23:01:     outputs[function.name] = function.evaluate(preprocessed_x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 427, in evaluate
ERROR - 08:23:01:     val = self.__counted_f(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 356, in __counted_f
ERROR - 08:23:01:     self.last_eval = self._func(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/norm_db_function.py", line 128, in _func_to_wrap
ERROR - 08:23:01:     value = self.__evaluate_orig_func(xu_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 427, in evaluate
ERROR - 08:23:01:     val = self.__counted_f(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 356, in __counted_f
ERROR - 08:23:01:     self.last_eval = self._func(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/norm_function.py", line 100, in _func_to_wrap
ERROR - 08:23:01:     return self.__evaluate_orig_func(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 427, in evaluate
ERROR - 08:23:01:     val = self.__counted_f(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 356, in __counted_f
ERROR - 08:23:01:     self.last_eval = self._func(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/function_from_discipline.py", line 125, in _func_to_wrap
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 415, in __call__
ERROR - 08:23:01:     return self.evaluate(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 427, in evaluate
ERROR - 08:23:01:     val = self.__counted_f(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 356, in __counted_f
ERROR - 08:23:01:     self.last_eval = self._func(x_vect)
ERROR - 08:23:01:     output_data = self.__discipline.execute(input_data)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/discipline.py", line 989, in execute
ERROR - 08:23:01:     self._run()
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/problems/sobieski/disciplines.py", line 123, in _run
ERROR - 08:23:01:     y_4 = self.sobieski_problem.mission.execute(x_shared, y_14, y_24, y_34)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 266, in execute
ERROR - 08:23:01:     return self._execute(
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 293, in _execute
ERROR - 08:23:01:     [self.__compute_range(altitude, mach, w_t, w_f, cl_cd, sfc)],
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 153, in __compute_range
ERROR - 08:23:01:     return ((mach * cl_cd) * 661.0 * sqrt_theta / sfc) * self.math.log(
ERROR - 08:23:01: ValueError: math domain error
ERROR - 08:23:01:
INFO - 08:23:01: ...  31%|███       | 31/100 [00:00<00:00, 918.74 it/sec, obj=730]
INFO - 08:23:01: ...  32%|███▏      | 32/100 [00:00<00:00, 931.19 it/sec, obj=1.69e+4]
INFO - 08:23:01: ...  33%|███▎      | 33/100 [00:00<00:00, 943.73 it/sec, obj=2.2e+3]
INFO - 08:23:01: ...  34%|███▍      | 34/100 [00:00<00:00, 955.92 it/sec, obj=4.98e+3]
INFO - 08:23:01: ...  35%|███▌      | 35/100 [00:00<00:00, 967.83 it/sec, obj=126]
INFO - 08:23:01: ...  36%|███▌      | 36/100 [00:00<00:00, 979.33 it/sec, obj=1.21e+3]
ERROR - 08:23:01: Failed to evaluate function y_4
ERROR - 08:23:01: Problem with evaluation of sample :[6.31287105e-02 4.23324465e+04 1.41438529e+00 4.38495848e+00
ERROR - 08:23:01:  5.18016406e+01 9.81706178e+02 4.02684763e+04 4.04292612e+04
ERROR - 08:23:01:  1.63495128e+00 1.58647382e+00] result is not taken into account in DOE.
ERROR - 08:23:01: Traceback (most recent call last):
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/algos/doe/doe_library.py", line 401, in evaluate_samples
ERROR - 08:23:01:     self.problem.evaluate_functions(
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/algos/opt_problem.py", line 1185, in evaluate_functions
ERROR - 08:23:01:     outputs[function.name] = function.evaluate(preprocessed_x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 427, in evaluate
ERROR - 08:23:01:     val = self.__counted_f(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 356, in __counted_f
ERROR - 08:23:01:     self.last_eval = self._func(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/norm_db_function.py", line 128, in _func_to_wrap
ERROR - 08:23:01:     value = self.__evaluate_orig_func(xu_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 427, in evaluate
ERROR - 08:23:01:     val = self.__counted_f(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 356, in __counted_f
ERROR - 08:23:01:     self.last_eval = self._func(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/norm_function.py", line 100, in _func_to_wrap
ERROR - 08:23:01:     return self.__evaluate_orig_func(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 427, in evaluate
ERROR - 08:23:01:     val = self.__counted_f(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 356, in __counted_f
ERROR - 08:23:01:     self.last_eval = self._func(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/function_from_discipline.py", line 125, in _func_to_wrap
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 415, in __call__
ERROR - 08:23:01:     return self.evaluate(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 427, in evaluate
ERROR - 08:23:01:     val = self.__counted_f(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 356, in __counted_f
ERROR - 08:23:01:     self.last_eval = self._func(x_vect)
ERROR - 08:23:01:     output_data = self.__discipline.execute(input_data)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/discipline.py", line 989, in execute
ERROR - 08:23:01:     self._run()
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/problems/sobieski/disciplines.py", line 123, in _run
ERROR - 08:23:01:     y_4 = self.sobieski_problem.mission.execute(x_shared, y_14, y_24, y_34)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 266, in execute
ERROR - 08:23:01:     return self._execute(
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 293, in _execute
ERROR - 08:23:01:     [self.__compute_range(altitude, mach, w_t, w_f, cl_cd, sfc)],
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 153, in __compute_range
ERROR - 08:23:01:     return ((mach * cl_cd) * 661.0 * sqrt_theta / sfc) * self.math.log(
ERROR - 08:23:01: ValueError: math domain error
ERROR - 08:23:01:
INFO - 08:23:01: ...  37%|███▋      | 37/100 [00:00<00:00, 934.14 it/sec, obj=-93.8]
ERROR - 08:23:01: Failed to evaluate function y_4
ERROR - 08:23:01: Problem with evaluation of sample :[4.70074524e-02 4.40740007e+04 1.62275117e+00 4.39813380e+00
ERROR - 08:23:01:  6.53898046e+01 1.27066268e+03 3.10026856e+04 3.93852349e+04
ERROR - 08:23:01:  5.25707580e+00 4.69709094e-01] result is not taken into account in DOE.
ERROR - 08:23:01: Traceback (most recent call last):
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/algos/doe/doe_library.py", line 401, in evaluate_samples
ERROR - 08:23:01:     self.problem.evaluate_functions(
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/algos/opt_problem.py", line 1185, in evaluate_functions
ERROR - 08:23:01:     outputs[function.name] = function.evaluate(preprocessed_x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 427, in evaluate
ERROR - 08:23:01:     val = self.__counted_f(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 356, in __counted_f
ERROR - 08:23:01:     self.last_eval = self._func(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/norm_db_function.py", line 128, in _func_to_wrap
ERROR - 08:23:01:     value = self.__evaluate_orig_func(xu_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 427, in evaluate
ERROR - 08:23:01:     val = self.__counted_f(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 356, in __counted_f
ERROR - 08:23:01:     self.last_eval = self._func(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/norm_function.py", line 100, in _func_to_wrap
ERROR - 08:23:01:     return self.__evaluate_orig_func(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 427, in evaluate
ERROR - 08:23:01:     val = self.__counted_f(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 356, in __counted_f
ERROR - 08:23:01:     self.last_eval = self._func(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/function_from_discipline.py", line 125, in _func_to_wrap
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 415, in __call__
ERROR - 08:23:01:     return self.evaluate(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 427, in evaluate
ERROR - 08:23:01:     val = self.__counted_f(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 356, in __counted_f
ERROR - 08:23:01:     self.last_eval = self._func(x_vect)
ERROR - 08:23:01:     output_data = self.__discipline.execute(input_data)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/discipline.py", line 989, in execute
ERROR - 08:23:01:     self._run()
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/problems/sobieski/disciplines.py", line 123, in _run
ERROR - 08:23:01:     y_4 = self.sobieski_problem.mission.execute(x_shared, y_14, y_24, y_34)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 266, in execute
ERROR - 08:23:01:     return self._execute(
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 293, in _execute
ERROR - 08:23:01:     [self.__compute_range(altitude, mach, w_t, w_f, cl_cd, sfc)],
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 153, in __compute_range
ERROR - 08:23:01:     return ((mach * cl_cd) * 661.0 * sqrt_theta / sfc) * self.math.log(
ERROR - 08:23:01: ValueError: math domain error
ERROR - 08:23:01:
INFO - 08:23:01: ...  38%|███▊      | 38/100 [00:00<00:00, 895.27 it/sec, obj=2.62e+3]
ERROR - 08:23:01: Failed to evaluate function y_4
ERROR - 08:23:01: Problem with evaluation of sample :[5.02116961e-02 4.11016864e+04 1.76501712e+00 7.39553905e+00
ERROR - 08:23:01:  4.03455877e+01 8.42798741e+02 3.16404732e+04 3.77881168e+04
ERROR - 08:23:01:  4.99873191e+00 5.33732657e-01] result is not taken into account in DOE.
ERROR - 08:23:01: Traceback (most recent call last):
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/algos/doe/doe_library.py", line 401, in evaluate_samples
ERROR - 08:23:01:     self.problem.evaluate_functions(
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/algos/opt_problem.py", line 1185, in evaluate_functions
ERROR - 08:23:01:     outputs[function.name] = function.evaluate(preprocessed_x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 427, in evaluate
ERROR - 08:23:01:     val = self.__counted_f(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 356, in __counted_f
ERROR - 08:23:01:     self.last_eval = self._func(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/norm_db_function.py", line 128, in _func_to_wrap
ERROR - 08:23:01:     value = self.__evaluate_orig_func(xu_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 427, in evaluate
ERROR - 08:23:01:     val = self.__counted_f(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 356, in __counted_f
ERROR - 08:23:01:     self.last_eval = self._func(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/norm_function.py", line 100, in _func_to_wrap
ERROR - 08:23:01:     return self.__evaluate_orig_func(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 427, in evaluate
ERROR - 08:23:01:     val = self.__counted_f(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 356, in __counted_f
ERROR - 08:23:01:     self.last_eval = self._func(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/function_from_discipline.py", line 125, in _func_to_wrap
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 415, in __call__
ERROR - 08:23:01:     return self.evaluate(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 427, in evaluate
ERROR - 08:23:01:     val = self.__counted_f(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 356, in __counted_f
ERROR - 08:23:01:     self.last_eval = self._func(x_vect)
ERROR - 08:23:01:     output_data = self.__discipline.execute(input_data)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/discipline.py", line 989, in execute
ERROR - 08:23:01:     self._run()
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/problems/sobieski/disciplines.py", line 123, in _run
ERROR - 08:23:01:     y_4 = self.sobieski_problem.mission.execute(x_shared, y_14, y_24, y_34)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 266, in execute
ERROR - 08:23:01:     return self._execute(
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 293, in _execute
ERROR - 08:23:01:     [self.__compute_range(altitude, mach, w_t, w_f, cl_cd, sfc)],
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 153, in __compute_range
ERROR - 08:23:01:     return ((mach * cl_cd) * 661.0 * sqrt_theta / sfc) * self.math.log(
ERROR - 08:23:01: ValueError: math domain error
ERROR - 08:23:01:
INFO - 08:23:01: ...  39%|███▉      | 39/100 [00:00<00:00, 860.87 it/sec, obj=2.4e+3]
INFO - 08:23:01: ...  40%|████      | 40/100 [00:00<00:00, 871.15 it/sec, obj=3.82e+3]
INFO - 08:23:01: ...  41%|████      | 41/100 [00:00<00:00, 881.00 it/sec, obj=5.76e+3]
ERROR - 08:23:01: Failed to evaluate function y_4
ERROR - 08:23:01: Problem with evaluation of sample :[1.79955568e-02 4.13572866e+04 1.53514395e+00 6.06896708e+00
ERROR - 08:23:01:  6.30366946e+01 5.07973536e+02 3.06338667e+04 3.54965135e+04
ERROR - 08:23:01:  6.15365417e-01 1.38454066e+00] result is not taken into account in DOE.
ERROR - 08:23:01: Traceback (most recent call last):
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/algos/doe/doe_library.py", line 401, in evaluate_samples
ERROR - 08:23:01:     self.problem.evaluate_functions(
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/algos/opt_problem.py", line 1185, in evaluate_functions
ERROR - 08:23:01:     outputs[function.name] = function.evaluate(preprocessed_x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 427, in evaluate
ERROR - 08:23:01:     val = self.__counted_f(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 356, in __counted_f
ERROR - 08:23:01:     self.last_eval = self._func(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/norm_db_function.py", line 128, in _func_to_wrap
ERROR - 08:23:01:     value = self.__evaluate_orig_func(xu_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 427, in evaluate
ERROR - 08:23:01:     val = self.__counted_f(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 356, in __counted_f
ERROR - 08:23:01:     self.last_eval = self._func(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/norm_function.py", line 100, in _func_to_wrap
ERROR - 08:23:01:     return self.__evaluate_orig_func(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 427, in evaluate
ERROR - 08:23:01:     val = self.__counted_f(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 356, in __counted_f
ERROR - 08:23:01:     self.last_eval = self._func(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/function_from_discipline.py", line 125, in _func_to_wrap
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 415, in __call__
ERROR - 08:23:01:     return self.evaluate(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 427, in evaluate
ERROR - 08:23:01:     val = self.__counted_f(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 356, in __counted_f
ERROR - 08:23:01:     self.last_eval = self._func(x_vect)
ERROR - 08:23:01:     output_data = self.__discipline.execute(input_data)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/discipline.py", line 989, in execute
ERROR - 08:23:01:     self._run()
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/problems/sobieski/disciplines.py", line 123, in _run
ERROR - 08:23:01:     y_4 = self.sobieski_problem.mission.execute(x_shared, y_14, y_24, y_34)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 266, in execute
ERROR - 08:23:01:     return self._execute(
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 293, in _execute
ERROR - 08:23:01:     [self.__compute_range(altitude, mach, w_t, w_f, cl_cd, sfc)],
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 153, in __compute_range
ERROR - 08:23:01:     return ((mach * cl_cd) * 661.0 * sqrt_theta / sfc) * self.math.log(
ERROR - 08:23:01: ValueError: math domain error
ERROR - 08:23:01:
INFO - 08:23:01: ...  42%|████▏     | 42/100 [00:00<00:00, 851.30 it/sec, obj=3.15e+3]
INFO - 08:23:01: ...  43%|████▎     | 43/100 [00:00<00:00, 860.96 it/sec, obj=1.47e+4]
INFO - 08:23:01: ...  44%|████▍     | 44/100 [00:00<00:00, 870.29 it/sec, obj=342]
INFO - 08:23:01: ...  45%|████▌     | 45/100 [00:00<00:00, 879.67 it/sec, obj=149]
INFO - 08:23:01: ...  46%|████▌     | 46/100 [00:00<00:00, 888.88 it/sec, obj=3.48e+3]
ERROR - 08:23:01: Failed to evaluate function y_4
ERROR - 08:23:01: Problem with evaluation of sample :[7.34156617e-02 4.29755065e+04 1.65638244e+00 4.73092799e+00
ERROR - 08:23:01:  6.39497950e+01 7.54812818e+02 3.75942160e+04 4.10549422e+04
ERROR - 08:23:01:  1.01970094e+01 1.93999914e+00] result is not taken into account in DOE.
ERROR - 08:23:01: Traceback (most recent call last):
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/algos/doe/doe_library.py", line 401, in evaluate_samples
ERROR - 08:23:01:     self.problem.evaluate_functions(
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/algos/opt_problem.py", line 1185, in evaluate_functions
ERROR - 08:23:01:     outputs[function.name] = function.evaluate(preprocessed_x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 427, in evaluate
ERROR - 08:23:01:     val = self.__counted_f(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 356, in __counted_f
ERROR - 08:23:01:     self.last_eval = self._func(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/norm_db_function.py", line 128, in _func_to_wrap
ERROR - 08:23:01:     value = self.__evaluate_orig_func(xu_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 427, in evaluate
ERROR - 08:23:01:     val = self.__counted_f(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 356, in __counted_f
ERROR - 08:23:01:     self.last_eval = self._func(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/norm_function.py", line 100, in _func_to_wrap
ERROR - 08:23:01:     return self.__evaluate_orig_func(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 427, in evaluate
ERROR - 08:23:01:     val = self.__counted_f(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 356, in __counted_f
ERROR - 08:23:01:     self.last_eval = self._func(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/function_from_discipline.py", line 125, in _func_to_wrap
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 415, in __call__
ERROR - 08:23:01:     return self.evaluate(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 427, in evaluate
ERROR - 08:23:01:     val = self.__counted_f(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 356, in __counted_f
ERROR - 08:23:01:     self.last_eval = self._func(x_vect)
ERROR - 08:23:01:     output_data = self.__discipline.execute(input_data)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/discipline.py", line 989, in execute
ERROR - 08:23:01:     self._run()
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/problems/sobieski/disciplines.py", line 123, in _run
ERROR - 08:23:01:     y_4 = self.sobieski_problem.mission.execute(x_shared, y_14, y_24, y_34)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 266, in execute
ERROR - 08:23:01:     return self._execute(
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 293, in _execute
ERROR - 08:23:01:     [self.__compute_range(altitude, mach, w_t, w_f, cl_cd, sfc)],
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 153, in __compute_range
ERROR - 08:23:01:     return ((mach * cl_cd) * 661.0 * sqrt_theta / sfc) * self.math.log(
ERROR - 08:23:01: ValueError: math domain error
ERROR - 08:23:01:
INFO - 08:23:01: ...  47%|████▋     | 47/100 [00:00<00:00, 861.48 it/sec, obj=-121]
INFO - 08:23:01: ...  48%|████▊     | 48/100 [00:00<00:00, 870.13 it/sec, obj=3.52e+3]
ERROR - 08:23:01: Failed to evaluate function y_4
ERROR - 08:23:01: Problem with evaluation of sample :[8.69811400e-02 3.42276221e+04 1.48336149e+00 4.28449805e+00
ERROR - 08:23:01:  4.74431990e+01 9.08368407e+02 3.06851402e+04 4.29931580e+04
ERROR - 08:23:01:  9.77470946e+00 9.51964086e-01] result is not taken into account in DOE.
ERROR - 08:23:01: Traceback (most recent call last):
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/algos/doe/doe_library.py", line 401, in evaluate_samples
ERROR - 08:23:01:     self.problem.evaluate_functions(
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/algos/opt_problem.py", line 1185, in evaluate_functions
ERROR - 08:23:01:     outputs[function.name] = function.evaluate(preprocessed_x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 427, in evaluate
ERROR - 08:23:01:     val = self.__counted_f(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 356, in __counted_f
ERROR - 08:23:01:     self.last_eval = self._func(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/norm_db_function.py", line 128, in _func_to_wrap
ERROR - 08:23:01:     value = self.__evaluate_orig_func(xu_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 427, in evaluate
ERROR - 08:23:01:     val = self.__counted_f(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 356, in __counted_f
ERROR - 08:23:01:     self.last_eval = self._func(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/norm_function.py", line 100, in _func_to_wrap
ERROR - 08:23:01:     return self.__evaluate_orig_func(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 427, in evaluate
ERROR - 08:23:01:     val = self.__counted_f(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 356, in __counted_f
ERROR - 08:23:01:     self.last_eval = self._func(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/function_from_discipline.py", line 125, in _func_to_wrap
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 415, in __call__
ERROR - 08:23:01:     return self.evaluate(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 427, in evaluate
ERROR - 08:23:01:     val = self.__counted_f(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 356, in __counted_f
ERROR - 08:23:01:     self.last_eval = self._func(x_vect)
ERROR - 08:23:01:     output_data = self.__discipline.execute(input_data)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/discipline.py", line 989, in execute
ERROR - 08:23:01:     self._run()
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/problems/sobieski/disciplines.py", line 123, in _run
ERROR - 08:23:01:     y_4 = self.sobieski_problem.mission.execute(x_shared, y_14, y_24, y_34)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 266, in execute
ERROR - 08:23:01:     return self._execute(
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 293, in _execute
ERROR - 08:23:01:     [self.__compute_range(altitude, mach, w_t, w_f, cl_cd, sfc)],
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 153, in __compute_range
ERROR - 08:23:01:     return ((mach * cl_cd) * 661.0 * sqrt_theta / sfc) * self.math.log(
ERROR - 08:23:01: ValueError: math domain error
ERROR - 08:23:01:
INFO - 08:23:01: ...  49%|████▉     | 49/100 [00:00<00:00, 845.38 it/sec, obj=6.03e+3]
INFO - 08:23:01: ...  50%|█████     | 50/100 [00:00<00:00, 853.49 it/sec, obj=143]
ERROR - 08:23:01: Failed to evaluate function y_4
ERROR - 08:23:01: Problem with evaluation of sample :[8.44564380e-02 3.07957264e+04 1.54087352e+00 5.88383336e+00
ERROR - 08:23:01:  4.21051139e+01 5.91254283e+02 3.08786610e+04 3.32313216e+04
ERROR - 08:23:01:  4.95940225e+00 7.91759531e-01] result is not taken into account in DOE.
ERROR - 08:23:01: Traceback (most recent call last):
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/algos/doe/doe_library.py", line 401, in evaluate_samples
ERROR - 08:23:01:     self.problem.evaluate_functions(
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/algos/opt_problem.py", line 1185, in evaluate_functions
ERROR - 08:23:01:     outputs[function.name] = function.evaluate(preprocessed_x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 427, in evaluate
ERROR - 08:23:01:     val = self.__counted_f(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 356, in __counted_f
ERROR - 08:23:01:     self.last_eval = self._func(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/norm_db_function.py", line 128, in _func_to_wrap
ERROR - 08:23:01:     value = self.__evaluate_orig_func(xu_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 427, in evaluate
ERROR - 08:23:01:     val = self.__counted_f(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 356, in __counted_f
ERROR - 08:23:01:     self.last_eval = self._func(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/norm_function.py", line 100, in _func_to_wrap
ERROR - 08:23:01:     return self.__evaluate_orig_func(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 427, in evaluate
ERROR - 08:23:01:     val = self.__counted_f(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 356, in __counted_f
ERROR - 08:23:01:     self.last_eval = self._func(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/function_from_discipline.py", line 125, in _func_to_wrap
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 415, in __call__
ERROR - 08:23:01:     return self.evaluate(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 427, in evaluate
ERROR - 08:23:01:     val = self.__counted_f(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 356, in __counted_f
ERROR - 08:23:01:     self.last_eval = self._func(x_vect)
ERROR - 08:23:01:     output_data = self.__discipline.execute(input_data)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/discipline.py", line 989, in execute
ERROR - 08:23:01:     self._run()
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/problems/sobieski/disciplines.py", line 123, in _run
ERROR - 08:23:01:     y_4 = self.sobieski_problem.mission.execute(x_shared, y_14, y_24, y_34)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 266, in execute
ERROR - 08:23:01:     return self._execute(
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 293, in _execute
ERROR - 08:23:01:     [self.__compute_range(altitude, mach, w_t, w_f, cl_cd, sfc)],
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 153, in __compute_range
ERROR - 08:23:01:     return ((mach * cl_cd) * 661.0 * sqrt_theta / sfc) * self.math.log(
ERROR - 08:23:01: ValueError: math domain error
ERROR - 08:23:01:
INFO - 08:23:01: ...  51%|█████     | 51/100 [00:00<00:00, 830.85 it/sec, obj=2.77e+3]
INFO - 08:23:01: ...  52%|█████▏    | 52/100 [00:00<00:00, 838.90 it/sec, obj=114]
INFO - 08:23:01: ...  53%|█████▎    | 53/100 [00:00<00:00, 846.60 it/sec, obj=1.64e+4]
INFO - 08:23:01: ...  54%|█████▍    | 54/100 [00:00<00:00, 854.30 it/sec, obj=1.54e+3]
INFO - 08:23:01: ...  55%|█████▌    | 55/100 [00:00<00:00, 861.91 it/sec, obj=3.24e+4]
INFO - 08:23:01: ...  56%|█████▌    | 56/100 [00:00<00:00, 869.48 it/sec, obj=390]
INFO - 08:23:01: ...  57%|█████▋    | 57/100 [00:00<00:00, 876.91 it/sec, obj=-139]
INFO - 08:23:01: ...  58%|█████▊    | 58/100 [00:00<00:00, 883.47 it/sec, obj=4.99e+3]
INFO - 08:23:01: ...  59%|█████▉    | 59/100 [00:00<00:00, 890.55 it/sec, obj=157]
INFO - 08:23:01: ...  60%|██████    | 60/100 [00:00<00:00, 897.21 it/sec, obj=4.78e+3]
INFO - 08:23:01: ...  61%|██████    | 61/100 [00:00<00:00, 904.02 it/sec, obj=2.81e+3]
INFO - 08:23:01: ...  62%|██████▏   | 62/100 [00:00<00:00, 910.71 it/sec, obj=8.8e+3]
INFO - 08:23:01: ...  63%|██████▎   | 63/100 [00:00<00:00, 917.34 it/sec, obj=371]
ERROR - 08:23:01: Failed to evaluate function y_4
ERROR - 08:23:01: Problem with evaluation of sample :[6.77585739e-02 3.79793238e+04 1.74373635e+00 3.43230716e+00
ERROR - 08:23:01:  4.13701698e+01 1.31335579e+03 2.88266747e+04 3.74178761e+04
ERROR - 08:23:01:  8.88078902e+00 1.83214824e+00] result is not taken into account in DOE.
ERROR - 08:23:01: Traceback (most recent call last):
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/algos/doe/doe_library.py", line 401, in evaluate_samples
ERROR - 08:23:01:     self.problem.evaluate_functions(
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/algos/opt_problem.py", line 1185, in evaluate_functions
ERROR - 08:23:01:     outputs[function.name] = function.evaluate(preprocessed_x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 427, in evaluate
ERROR - 08:23:01:     val = self.__counted_f(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 356, in __counted_f
ERROR - 08:23:01:     self.last_eval = self._func(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/norm_db_function.py", line 128, in _func_to_wrap
ERROR - 08:23:01:     value = self.__evaluate_orig_func(xu_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 427, in evaluate
ERROR - 08:23:01:     val = self.__counted_f(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 356, in __counted_f
ERROR - 08:23:01:     self.last_eval = self._func(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/norm_function.py", line 100, in _func_to_wrap
ERROR - 08:23:01:     return self.__evaluate_orig_func(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 427, in evaluate
ERROR - 08:23:01:     val = self.__counted_f(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 356, in __counted_f
ERROR - 08:23:01:     self.last_eval = self._func(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/function_from_discipline.py", line 125, in _func_to_wrap
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 415, in __call__
ERROR - 08:23:01:     return self.evaluate(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 427, in evaluate
ERROR - 08:23:01:     val = self.__counted_f(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 356, in __counted_f
ERROR - 08:23:01:     self.last_eval = self._func(x_vect)
ERROR - 08:23:01:     output_data = self.__discipline.execute(input_data)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/discipline.py", line 989, in execute
ERROR - 08:23:01:     self._run()
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/problems/sobieski/disciplines.py", line 123, in _run
ERROR - 08:23:01:     y_4 = self.sobieski_problem.mission.execute(x_shared, y_14, y_24, y_34)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 266, in execute
ERROR - 08:23:01:     return self._execute(
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 293, in _execute
ERROR - 08:23:01:     [self.__compute_range(altitude, mach, w_t, w_f, cl_cd, sfc)],
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 153, in __compute_range
ERROR - 08:23:01:     return ((mach * cl_cd) * 661.0 * sqrt_theta / sfc) * self.math.log(
ERROR - 08:23:01: ValueError: math domain error
ERROR - 08:23:01:
INFO - 08:23:01: ...  64%|██████▍   | 64/100 [00:00<00:00, 894.99 it/sec, obj=6.2e+4]
INFO - 08:23:01: ...  65%|██████▌   | 65/100 [00:00<00:00, 901.35 it/sec, obj=4.9e+4]
INFO - 08:23:01: ...  66%|██████▌   | 66/100 [00:00<00:00, 907.65 it/sec, obj=1.49e+3]
INFO - 08:23:01: ...  67%|██████▋   | 67/100 [00:00<00:00, 913.44 it/sec, obj=7.4e+3]
INFO - 08:23:01: ...  68%|██████▊   | 68/100 [00:00<00:00, 919.49 it/sec, obj=2.16e+3]
INFO - 08:23:01: ...  69%|██████▉   | 69/100 [00:00<00:00, 925.28 it/sec, obj=2.42e+3]
INFO - 08:23:01: ...  70%|███████   | 70/100 [00:00<00:00, 931.15 it/sec, obj=1.26e+3]
INFO - 08:23:01: ...  71%|███████   | 71/100 [00:00<00:00, 936.99 it/sec, obj=1.1e+3]
INFO - 08:23:01: ...  72%|███████▏  | 72/100 [00:00<00:00, 942.75 it/sec, obj=1.25e+4]
ERROR - 08:23:01: Failed to evaluate function y_4
ERROR - 08:23:01: Problem with evaluation of sample :[1.63329215e-02 5.97324226e+04 1.56766182e+00 4.71404767e+00
ERROR - 08:23:01:  4.44948320e+01 1.24758949e+03 4.39269694e+04 4.44436533e+04
ERROR - 08:23:01:  6.30023047e+00 8.37747853e-01] result is not taken into account in DOE.
ERROR - 08:23:01: Traceback (most recent call last):
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/algos/doe/doe_library.py", line 401, in evaluate_samples
ERROR - 08:23:01:     self.problem.evaluate_functions(
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/algos/opt_problem.py", line 1185, in evaluate_functions
ERROR - 08:23:01:     outputs[function.name] = function.evaluate(preprocessed_x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 427, in evaluate
ERROR - 08:23:01:     val = self.__counted_f(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 356, in __counted_f
ERROR - 08:23:01:     self.last_eval = self._func(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/norm_db_function.py", line 128, in _func_to_wrap
ERROR - 08:23:01:     value = self.__evaluate_orig_func(xu_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 427, in evaluate
ERROR - 08:23:01:     val = self.__counted_f(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 356, in __counted_f
ERROR - 08:23:01:     self.last_eval = self._func(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/norm_function.py", line 100, in _func_to_wrap
ERROR - 08:23:01:     return self.__evaluate_orig_func(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 427, in evaluate
ERROR - 08:23:01:     val = self.__counted_f(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 356, in __counted_f
ERROR - 08:23:01:     self.last_eval = self._func(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/function_from_discipline.py", line 125, in _func_to_wrap
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 415, in __call__
ERROR - 08:23:01:     return self.evaluate(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 427, in evaluate
ERROR - 08:23:01:     val = self.__counted_f(x_vect)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/mdofunctions/mdo_function.py", line 356, in __counted_f
ERROR - 08:23:01:     self.last_eval = self._func(x_vect)
ERROR - 08:23:01:     output_data = self.__discipline.execute(input_data)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/core/discipline.py", line 989, in execute
ERROR - 08:23:01:     self._run()
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/problems/sobieski/disciplines.py", line 123, in _run
ERROR - 08:23:01:     y_4 = self.sobieski_problem.mission.execute(x_shared, y_14, y_24, y_34)
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 266, in execute
ERROR - 08:23:01:     return self._execute(
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 293, in _execute
ERROR - 08:23:01:     [self.__compute_range(altitude, mach, w_t, w_f, cl_cd, sfc)],
ERROR - 08:23:01:   File "/home/docs/checkouts/readthedocs.org/user_builds/gemseo/envs/5.1.1/lib/python3.9/site-packages/gemseo/problems/sobieski/core/mission.py", line 153, in __compute_range
ERROR - 08:23:01:     return ((mach * cl_cd) * 661.0 * sqrt_theta / sfc) * self.math.log(
ERROR - 08:23:01: ValueError: math domain error
ERROR - 08:23:01:
INFO - 08:23:01: ...  73%|███████▎  | 73/100 [00:00<00:00, 919.39 it/sec, obj=6.65e+3]
INFO - 08:23:01: ...  74%|███████▍  | 74/100 [00:00<00:00, 924.96 it/sec, obj=-185]
INFO - 08:23:01: ...  75%|███████▌  | 75/100 [00:00<00:00, 930.49 it/sec, obj=5.26e+3]
INFO - 08:23:01: ...  76%|███████▌  | 76/100 [00:00<00:00, 935.71 it/sec, obj=3.58e+3]
INFO - 08:23:01: ...  77%|███████▋  | 77/100 [00:00<00:00, 940.93 it/sec, obj=2.08e+3]
INFO - 08:23:01: ...  78%|███████▊  | 78/100 [00:00<00:00, 946.01 it/sec, obj=2.15e+3]
INFO - 08:23:01: ...  79%|███████▉  | 79/100 [00:00<00:00, 951.15 it/sec, obj=1.28e+3]
INFO - 08:23:01: ...  80%|████████  | 80/100 [00:00<00:00, 956.28 it/sec, obj=1.31e+3]
INFO - 08:23:01: ...  81%|████████  | 81/100 [00:00<00:00, 961.38 it/sec, obj=538]
INFO - 08:23:01: ...  82%|████████▏ | 82/100 [00:00<00:00, 966.04 it/sec, obj=-268]
INFO - 08:23:01: ...  83%|████████▎ | 83/100 [00:00<00:00, 969.95 it/sec, obj=92.5]
INFO - 08:23:01: ...  84%|████████▍ | 84/100 [00:00<00:00, 974.68 it/sec, obj=-108]
INFO - 08:23:01: ...  85%|████████▌ | 85/100 [00:00<00:00, 979.24 it/sec, obj=141]
INFO - 08:23:01: ...  86%|████████▌ | 86/100 [00:00<00:00, 983.92 it/sec, obj=7.2e+3]
INFO - 08:23:01: Optimization result:
INFO - 08:23:01:    Optimizer info:
INFO - 08:23:01:       Status: None
INFO - 08:23:01:       Message: None
INFO - 08:23:01:       Number of calls to the objective function by the optimizer: 100
INFO - 08:23:01:    Solution:
INFO - 08:23:01:       Objective: -1532.410845601642
INFO - 08:23:01:       Design space:
INFO - 08:23:01:       +-------------+-------------+---------------------+-------------+-------+
INFO - 08:23:01:       | name        | lower_bound |        value        | upper_bound | type  |
INFO - 08:23:01:       +-------------+-------------+---------------------+-------------+-------+
INFO - 08:23:01:       | x_shared[0] |     0.01    | 0.07639739427791871 |     0.09    | float |
INFO - 08:23:01:       | x_shared[1] |    30000    |  30382.18560041557  |    60000    | float |
INFO - 08:23:01:       | x_shared[2] |     1.4     |  1.639876251582323  |     1.8     | float |
INFO - 08:23:01:       | x_shared[3] |     2.5     |  6.678131125265034  |     8.5     | float |
INFO - 08:23:01:       | x_shared[4] |      40     |  48.22252066873557  |      70     | float |
INFO - 08:23:01:       | x_shared[5] |     500     |  1398.577963779934  |     1500    | float |
INFO - 08:23:01:       | y_14[0]     |    24850    |  73521.45283526971  |    77100    | float |
INFO - 08:23:01:       | y_14[1]     |    -7700    |  -6556.014595540449 |    45000    | float |
INFO - 08:23:01:       | y_24        |     0.44    |  8.311658540076003  |    11.13    | float |
INFO - 08:23:01:       | y_34        |     0.44    |  0.4466759405180455 |     1.98    | float |
INFO - 08:23:01:       +-------------+-------------+---------------------+-------------+-------+
INFO - 08:23:01: *** End DOEScenario execution (time: 0:00:00.102807) ***

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


## Create an EmpiricalStatistics object for all variables¶

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

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

analysis

INFO - 08:23:01: 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:

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, variable_names=["y_4"], name="SobieskiMission.range"
)
analysis

INFO - 08:23:01: Create SobieskiMission.range, a EmpiricalStatistics library.

SobieskiMission.range
• n_samples: 86
• n_variables: 1
• variables: y_4

### Get minimum¶

Here is the minimum value:

analysis.compute_minimum()

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


### Get maximum¶

Here is the maximum value:

analysis.compute_maximum()

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


### Get range¶

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

analysis.compute_range()

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


### Get mean¶

Here is the mean value:

analysis.compute_mean()

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


### Get central moment¶

Here is the second central moment:

analysis.compute_moment(2)

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


### Get standard deviation¶

Here is the standard deviation:

analysis.compute_standard_deviation()

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


### Get variance¶

Here is the variance.

analysis.compute_variance()

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


### Get quantile¶

Here is the quantile with level equal to 80%:

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()
analysis.compute_probability(default_output), analysis.compute_probability(
default_output, greater=False
)

({'y_4': array([0.76744186])}, {'y_4': array([0.23255814])})


### Get quartile¶

Here is the second quartile:

analysis.compute_quartile(2)

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


### Get percentile¶

Here is the 50the percentile:

analysis.compute_percentile(50)

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


### Get median¶

Here is the median:

analysis.compute_median()

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


Total running time of the script: (0 minutes 0.136 seconds)

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