Index

A

AbstractFEMInterface (class in pyfemtet.opt.interface) AbstractModel (class in pyfemtet.opt.prediction) AbstractOptimizer (class in pyfemtet.opt.optimizer) AbstractSurrogateModelInterfaceBase (class in pyfemtet.opt.interface) add_categorical_parameter() (pyfemtet.opt.FEMOpt method) (pyfemtet.opt.femopt.FEMOpt method) (pyfemtet.opt.optimizer.AbstractOptimizer method) (pyfemtet.opt.optimizer.optuna_optimizer.OptunaOptimizer method) (pyfemtet.opt.optimizer.OptunaOptimizer method) (pyfemtet.opt.OptunaOptimizer method) add_constant_value() (pyfemtet.opt.FEMOpt method) (pyfemtet.opt.femopt.FEMOpt method) (pyfemtet.opt.optimizer.AbstractOptimizer method) add_constraint() (pyfemtet.opt.FEMOpt method) (pyfemtet.opt.femopt.FEMOpt method) (pyfemtet.opt.optimizer.AbstractOptimizer method) add_expression() (pyfemtet.opt.FEMOpt method) (pyfemtet.opt.femopt.FEMOpt method) (pyfemtet.opt.optimizer.AbstractOptimizer method) add_expression_string() (pyfemtet.opt.FEMOpt method) (pyfemtet.opt.femopt.FEMOpt method) (pyfemtet.opt.optimizer.AbstractOptimizer method) add_expression_sympy() (pyfemtet.opt.FEMOpt method) (pyfemtet.opt.femopt.FEMOpt method) (pyfemtet.opt.optimizer.AbstractOptimizer method) add_fem() (pyfemtet.opt.FEMOpt method) (pyfemtet.opt.femopt.FEMOpt method) (pyfemtet.opt.optimizer.AbstractOptimizer method) add_femtet_macro_reference() (pyfemtet.opt.interface.ExcelInterface static method)

add_objective() (pyfemtet.opt.FEMOpt method) (pyfemtet.opt.femopt.FEMOpt method) (pyfemtet.opt.optimizer.AbstractOptimizer method) add_objectives() (pyfemtet.opt.FEMOpt method) (pyfemtet.opt.femopt.FEMOpt method) (pyfemtet.opt.optimizer.AbstractOptimizer method) add_other_output() (pyfemtet.opt.FEMOpt method) (pyfemtet.opt.femopt.FEMOpt method) (pyfemtet.opt.optimizer.AbstractOptimizer method) add_parameter() (pyfemtet.opt.FEMOpt method) (pyfemtet.opt.femopt.FEMOpt method) (pyfemtet.opt.optimizer.AbstractOptimizer method) (pyfemtet.opt.optimizer.optuna_optimizer.OptunaOptimizer method) (pyfemtet.opt.optimizer.OptunaOptimizer method) (pyfemtet.opt.OptunaOptimizer method) add_sub_fidelity_model() (pyfemtet.opt.FEMOpt method) (pyfemtet.opt.femopt.FEMOpt method) (pyfemtet.opt.optimizer.AbstractOptimizer method) (pyfemtet.opt.optimizer.ScipyOptimizer method) (pyfemtet.opt.ScipyOptimizer method) add_trial() (pyfemtet.opt.FEMOpt method) (pyfemtet.opt.femopt.FEMOpt method) (pyfemtet.opt.optimizer.AbstractOptimizer method) (pyfemtet.opt.optimizer.ScipyOptimizer method) (pyfemtet.opt.ScipyOptimizer method) additional_data (pyfemtet.opt.history.History attribute) all_output_names (pyfemtet.opt.history.History property) append() (pyfemtet.opt.interface.FEMListInterface method) args (pyfemtet.opt.problem.problem.Function attribute) (pyfemtet.opt.problem.variable_manager.ExpressionFromFunction attribute)

B

BoTorchInterface (class in pyfemtet.opt.interface)

BoTorchWithExcelSettingsInterface (in module pyfemtet.opt.interface)

C

calc_pof() (pyfemtet.opt.interface.PoFBoTorchInterface method) calc_violation() (pyfemtet.opt.problem.problem.ConstraintResult method) callbacks (pyfemtet.opt.optimizer.optuna_optimizer.OptunaOptimizer attribute), [1] (pyfemtet.opt.optimizer.OptunaOptimizer attribute), [1] (pyfemtet.opt.OptunaOptimizer attribute), [1] CategoricalParameter (class in pyfemtet.opt.problem.variable_manager) CategoricalVariable (class in pyfemtet.opt.problem.variable_manager) check_violation() (pyfemtet.opt.problem.problem.ConstraintResult method) choices (pyfemtet.opt.problem.variable_manager.CategoricalParameter attribute) close() (pyfemtet.opt.FemtetInterface method) (pyfemtet.opt.FemtetWithSolidworksInterface method) (pyfemtet.opt.interface.AbstractFEMInterface method) (pyfemtet.opt.interface.ExcelInterface method) (pyfemtet.opt.interface.FEMListInterface method) (pyfemtet.opt.interface.FemtetInterface method) (pyfemtet.opt.interface.FemtetWithSolidworksInterface method) cns_names (pyfemtet.opt.history.History attribute) ColumnOrderMode (class in pyfemtet.opt.history) com_members (pyfemtet.opt.FemtetInterface attribute) (pyfemtet.opt.interface.ExcelInterface attribute) (pyfemtet.opt.interface.FemtetInterface attribute) connect_excel() (pyfemtet.opt.interface.ExcelInterface method) connect_femtet() (pyfemtet.opt.FemtetInterface method) (pyfemtet.opt.interface.FemtetInterface method) consider_explicit_hard_constraint (pyfemtet.opt.optimizer.optuna_optimizer.PoFConfig attribute) (pyfemtet.opt.optimizer.PoFConfig attribute) consider_pof (pyfemtet.opt.optimizer.optuna_optimizer.PoFConfig attribute) (pyfemtet.opt.optimizer.PoFConfig attribute)

Constraint (class in pyfemtet.opt.problem.problem) constraint_enhancement (pyfemtet.opt.optimizer.ScipyOptimizer attribute) (pyfemtet.opt.ScipyOptimizer attribute) constraint_from_excel() (pyfemtet.opt.interface.ExcelInterface method) constraint_scaling (pyfemtet.opt.optimizer.ScipyOptimizer attribute) (pyfemtet.opt.ScipyOptimizer attribute) constraint_sheet_name (pyfemtet.opt.interface.ExcelInterface attribute) constraint_xlsm_path (pyfemtet.opt.interface.ExcelInterface attribute) ConstraintResult (class in pyfemtet.opt.problem.problem) Constraints (class in pyfemtet.opt.problem.problem) contact_to_optimizer() (pyfemtet.opt.interface.AbstractFEMInterface method) (pyfemtet.opt.interface.AbstractSurrogateModelInterfaceBase method) (pyfemtet.opt.interface.FEMListInterface method) contour_creator() (in module pyfemtet.opt.visualization.plotter.contour_creator) convert() (pyfemtet.opt.problem.problem.Objective method) crashed (pyfemtet.opt.worker_status.WorkerStatus attribute) current_gp_model (pyfemtet.opt.optimizer.optuna_optimizer.PoFBoTorchSampler attribute) (pyfemtet.opt.optimizer.PoFBoTorchSampler attribute) current_model (pyfemtet.opt.prediction.PyFemtetModel attribute) current_obj_std_values (pyfemtet.opt.interface.BoTorchInterface attribute) current_obj_values (pyfemtet.opt.interface.AbstractSurrogateModelInterfaceBase attribute) current_prm_values (pyfemtet.opt.interface.AbstractFEMInterface attribute) (pyfemtet.opt.interface.FemtetInterface attribute) current_trans (pyfemtet.opt.prediction.PyFemtetModel attribute) current_trial (pyfemtet.opt.optimizer.optuna_optimizer.OptunaOptimizer attribute), [1] (pyfemtet.opt.optimizer.OptunaOptimizer attribute), [1] (pyfemtet.opt.OptunaOptimizer attribute), [1]

D

debug_1() (in module pyfemtet.opt.femopt) debug_2() (in module pyfemtet.opt.femopt) debug_3() (in module pyfemtet.opt.femopt) default_method (pyfemtet.opt.optimizer.optuna_optimizer.PartialOptimizeACQFConfig attribute) (pyfemtet.opt.optimizer.PartialOptimizeACQFConfig attribute)

dependencies (pyfemtet.opt.problem.variable_manager.VariableManager attribute) direction (pyfemtet.opt.problem.problem.Objective attribute) dispatch_femtet() (in module pyfemtet.dispatch_extensions) dispatch_specific_femtet() (in module pyfemtet.dispatch_extensions) DispatchExtensionException display_alerts (pyfemtet.opt.interface.ExcelInterface attribute)

E

entire_status (pyfemtet.opt.optimizer.AbstractOptimizer attribute) (pyfemtet.opt.optimizer.optuna_optimizer.OptunaOptimizer attribute) (pyfemtet.opt.optimizer.OptunaOptimizer attribute) eval() (pyfemtet.opt.problem.problem.Function method) eval_expressions() (pyfemtet.opt.problem.variable_manager.VariableManager method) evaluation_order (pyfemtet.opt.problem.variable_manager.VariableManager attribute)

excel (pyfemtet.opt.interface.ExcelInterface attribute), [1] excel_connect_method (pyfemtet.opt.interface.ExcelInterface attribute) ExcelInterface (class in pyfemtet.opt.interface) ExceptionDuringOptimization Expression (class in pyfemtet.opt.problem.variable_manager) ExpressionFromFunction (class in pyfemtet.opt.problem.variable_manager) ExpressionFromString (class in pyfemtet.opt.problem.variable_manager)

F

feasibility_cdf_threshold (pyfemtet.opt.optimizer.optuna_optimizer.PoFConfig attribute) (pyfemtet.opt.optimizer.PoFConfig attribute) feasibility_noise (pyfemtet.opt.optimizer.optuna_optimizer.PoFConfig attribute) (pyfemtet.opt.optimizer.PoFConfig attribute) fem (pyfemtet.opt.optimizer.AbstractOptimizer property) fem_ctx (pyfemtet.opt.problem.problem.Function attribute) FEMError FEMListInterface (class in pyfemtet.opt.interface) FEMOpt (class in pyfemtet.opt) (class in pyfemtet.opt.femopt) femtet_is_alive() (pyfemtet.opt.FemtetInterface method) (pyfemtet.opt.interface.FemtetInterface method) FemtetInterface (class in pyfemtet.opt) (class in pyfemtet.opt.interface) FemtetWithExcelSettingsInterface (in module pyfemtet.opt.interface) FemtetWithNXInterface (class in pyfemtet.opt) (class in pyfemtet.opt.interface)

FemtetWithNXWithExcelSettingsInterface (in module pyfemtet.opt.interface) FemtetWithSolidworksInterface (class in pyfemtet.opt) (class in pyfemtet.opt.interface) FemtetWithSolidworksWithExcelSettingsInterface (in module pyfemtet.opt.interface) fidelity (pyfemtet.opt.optimizer.AbstractOptimizer attribute) (pyfemtet.opt.optimizer.optuna_optimizer.OptunaOptimizer attribute) (pyfemtet.opt.optimizer.OptunaOptimizer attribute) finished (pyfemtet.opt.worker_status.WorkerStatus attribute) finishing (pyfemtet.opt.worker_status.WorkerStatus attribute) fit() (pyfemtet.opt.prediction.AbstractModel method) (pyfemtet.opt.prediction.PyFemtetModel method) (pyfemtet.opt.prediction.SingleTaskGPModel method) force_override_when_load (pyfemtet.opt.interface.ExcelInterface attribute) fun (pyfemtet.opt.problem.problem.Function property) (pyfemtet.opt.problem.variable_manager.ExpressionFromFunction attribute) Function (class in pyfemtet.opt.problem.problem) FunctionResult (class in pyfemtet.opt.problem.problem) Functions (class in pyfemtet.opt.problem.problem)

G

get_dash_logger() (in module pyfemtet.logger) get_dask_logger() (in module pyfemtet.logger) get_default_figure() (in module pyfemtet.opt.visualization.plotter.main_figure_creator) get_df() (pyfemtet.opt.history.History method) get_fun_that_returns_ith_value() (pyfemtet.opt.problem.problem.ObjectivesFunc method) get_hypervolume_plot() (in module pyfemtet.opt.visualization.plotter.main_figure_creator) get_module_logger() (in module pyfemtet.logger)

get_objective_plot() (in module pyfemtet.opt.visualization.plotter.main_figure_creator) get_optuna_logger() (in module pyfemtet.logger) get_parameter() (pyfemtet.opt.optimizer.AbstractOptimizer method) get_trial_name() (in module pyfemtet.opt.history) (pyfemtet.opt.history.History static method) get_variables() (pyfemtet.opt.optimizer.AbstractOptimizer method) (pyfemtet.opt.problem.variable_manager.VariableManager method) gp (pyfemtet.opt.prediction.SingleTaskGPModel attribute)

H

hard (pyfemtet.opt.problem.problem.Constraint attribute) hard_constraint_violation (pyfemtet.opt.history.TrialState attribute) HardConstraintViolation History (class in pyfemtet.opt.history)

history (pyfemtet.opt.optimizer.AbstractOptimizer attribute) (pyfemtet.opt.optimizer.optuna_optimizer.OptunaOptimizer attribute) (pyfemtet.opt.optimizer.OptunaOptimizer attribute) (pyfemtet.opt.prediction.PyFemtetModel attribute)

I

important_first (pyfemtet.opt.history.ColumnOrderMode attribute) include_queued_in_n_trials (pyfemtet.opt.optimizer.AbstractOptimizer attribute) (pyfemtet.opt.optimizer.optuna_optimizer.OptunaOptimizer attribute) (pyfemtet.opt.optimizer.OptunaOptimizer attribute) initializing (pyfemtet.opt.worker_status.WorkerStatus attribute) input_sheet_name (pyfemtet.opt.interface.ExcelInterface attribute), [1]

input_xlsm_path (pyfemtet.opt.interface.ExcelInterface attribute), [1] interactive (pyfemtet.opt.interface.ExcelInterface attribute) InternalClass (pyfemtet.opt.problem.variable_manager.ExpressionFromString attribute) interrupting (pyfemtet.opt.worker_status.WorkerStatus attribute) InterruptOptimization InvalidExpression is_restart (pyfemtet.opt.history.History attribute)

K

kwargs (pyfemtet.opt.interface.AbstractFEMInterface attribute) KWARGS (pyfemtet.opt.prediction.SingleTaskGPModel attribute)

kwargs (pyfemtet.opt.problem.problem.Function attribute) (pyfemtet.opt.problem.variable_manager.ExpressionFromFunction attribute)

L

launch_and_dispatch_femtet() (in module pyfemtet.dispatch_extensions) launching_fem (pyfemtet.opt.worker_status.WorkerStatus attribute) load_constraints() (pyfemtet.opt.interface.AbstractFEMInterface method) (pyfemtet.opt.interface.ExcelInterface method) (pyfemtet.opt.interface.FEMListInterface method) load_objectives() (pyfemtet.opt.FemtetInterface method) (pyfemtet.opt.interface.AbstractFEMInterface method) (pyfemtet.opt.interface.ExcelInterface method) (pyfemtet.opt.interface.FEMListInterface method) (pyfemtet.opt.interface.FemtetInterface method)

load_variables() (pyfemtet.opt.interface.AbstractFEMInterface method) (pyfemtet.opt.interface.ExcelInterface method) (pyfemtet.opt.interface.FEMListInterface method) lower_bound (pyfemtet.opt.problem.problem.Constraint attribute) (pyfemtet.opt.problem.variable_manager.NumericParameter attribute)

M

mesh_error (pyfemtet.opt.history.TrialState attribute) MeshError method (pyfemtet.opt.optimizer.ScipyOptimizer attribute) (pyfemtet.opt.ScipyOptimizer attribute) model_error (pyfemtet.opt.history.TrialState attribute) ModelError module pyfemtet pyfemtet.core pyfemtet.dispatch_extensions pyfemtet.logger pyfemtet.opt pyfemtet.opt.exceptions pyfemtet.opt.femopt pyfemtet.opt.history pyfemtet.opt.interface pyfemtet.opt.meta_script pyfemtet.opt.optimizer pyfemtet.opt.optimizer.optuna_optimizer pyfemtet.opt.optimizer.scipy_optimizer pyfemtet.opt.prediction pyfemtet.opt.problem pyfemtet.opt.problem.problem pyfemtet.opt.problem.variable_manager pyfemtet.opt.visualization pyfemtet.opt.visualization.history_viewer pyfemtet.opt.visualization.history_viewer.result_viewer pyfemtet.opt.visualization.plotter pyfemtet.opt.visualization.plotter.contour_creator pyfemtet.opt.visualization.plotter.main_figure_creator pyfemtet.opt.visualization.plotter.parallel_plot_creator pyfemtet.opt.visualization.plotter.pm_graph_creator pyfemtet.opt.worker_status

monitor_info (pyfemtet.opt.FEMOpt attribute) (pyfemtet.opt.femopt.FEMOpt attribute), [1]

N

n_trials (pyfemtet.opt.optimizer.AbstractOptimizer attribute) (pyfemtet.opt.optimizer.optuna_optimizer.OptunaOptimizer attribute), [1] (pyfemtet.opt.optimizer.OptunaOptimizer attribute), [1] (pyfemtet.opt.OptunaOptimizer attribute), [1]

name (pyfemtet.opt.problem.variable_manager.Variable attribute) NoFEM (class in pyfemtet.opt.interface) NumericParameter (class in pyfemtet.opt.problem.variable_manager) NumericVariable (class in pyfemtet.opt.problem.variable_manager)

O

obj_names (pyfemtet.opt.history.History attribute) object_pass_to_fun (pyfemtet.opt.FemtetInterface property) (pyfemtet.opt.interface.AbstractFEMInterface property) (pyfemtet.opt.interface.AbstractSurrogateModelInterfaceBase property) (pyfemtet.opt.interface.ExcelInterface property) (pyfemtet.opt.interface.FEMListInterface property) (pyfemtet.opt.interface.FemtetInterface property) Objective (class in pyfemtet.opt.problem.problem) objective_from_excel() (pyfemtet.opt.interface.ExcelInterface method) ObjectiveResult (class in pyfemtet.opt.problem.problem) Objectives (class in pyfemtet.opt.problem.problem) ObjectivesFunc (class in pyfemtet.opt.problem.problem) observation_noise (pyfemtet.opt.optimizer.optuna_optimizer.PoFBoTorchSampler attribute) (pyfemtet.opt.optimizer.PoFBoTorchSampler attribute)

open() (pyfemtet.opt.FemtetInterface method) (pyfemtet.opt.interface.FemtetInterface method) open_femtet_ref_xla() (pyfemtet.opt.interface.ExcelInterface method) opt (pyfemtet.opt.FEMOpt attribute), [1] (pyfemtet.opt.femopt.FEMOpt attribute), [1] optimize() (pyfemtet.opt.FEMOpt method) (pyfemtet.opt.femopt.FEMOpt method) options (pyfemtet.opt.optimizer.ScipyOptimizer attribute) (pyfemtet.opt.ScipyOptimizer attribute) OptunaOptimizer (class in pyfemtet.opt) (class in pyfemtet.opt.optimizer) (class in pyfemtet.opt.optimizer.optuna_optimizer) other_output_names (pyfemtet.opt.history.History attribute) output_sheet_name (pyfemtet.opt.interface.ExcelInterface attribute), [1] output_xlsm_path (pyfemtet.opt.interface.ExcelInterface attribute), [1]

P

parallel_plot() (in module pyfemtet.opt.visualization.plotter.parallel_plot_creator) Parameter (class in pyfemtet.opt.problem.variable_manager) parametric_output_indexes_use_as_objective (pyfemtet.opt.interface.FemtetInterface attribute) partial_optimize_acqf_kwargs (pyfemtet.opt.optimizer.optuna_optimizer.PoFBoTorchSampler attribute) (pyfemtet.opt.optimizer.PoFBoTorchSampler attribute) PartialOptimizeACQFConfig (class in pyfemtet.opt.optimizer) (class in pyfemtet.opt.optimizer.optuna_optimizer) pass_to_fem (pyfemtet.opt.problem.variable_manager.Variable attribute) path (pyfemtet.opt.history.History attribute) per_category (pyfemtet.opt.history.ColumnOrderMode attribute) plot2d() (in module pyfemtet.opt.visualization.plotter.pm_graph_creator) plot3d() (in module pyfemtet.opt.visualization.plotter.pm_graph_creator) pof_config (pyfemtet.opt.optimizer.optuna_optimizer.PoFBoTorchSampler attribute) (pyfemtet.opt.optimizer.PoFBoTorchSampler attribute) PoFBoTorchInterface (class in pyfemtet.opt.interface) PoFBoTorchSampler (class in pyfemtet.opt.optimizer) (class in pyfemtet.opt.optimizer.optuna_optimizer) PoFBoTorchWithExcelSettingsInterface (in module pyfemtet.opt.interface) PoFConfig (class in pyfemtet.opt.optimizer) (class in pyfemtet.opt.optimizer.optuna_optimizer) pop() (pyfemtet.opt.interface.FEMListInterface method) post_error (pyfemtet.opt.history.TrialState attribute) postprocess() (pyfemtet.opt.FemtetInterface method) (pyfemtet.opt.interface.FemtetInterface method) PostProcessError predict() (pyfemtet.opt.prediction.AbstractModel method) (pyfemtet.opt.prediction.PyFemtetModel method) (pyfemtet.opt.prediction.SingleTaskGPModel method) preprocess() (pyfemtet.opt.FemtetInterface method) (pyfemtet.opt.interface.FemtetInterface method) prm_names (pyfemtet.opt.history.History attribute) procedure_args (pyfemtet.opt.interface.ExcelInterface attribute), [1] procedure_name (pyfemtet.opt.interface.ExcelInterface attribute), [1] procedure_timeout (pyfemtet.opt.interface.ExcelInterface attribute) properties (pyfemtet.opt.problem.variable_manager.Variable attribute) pyfemtet module pyfemtet.core module pyfemtet.dispatch_extensions module pyfemtet.logger module pyfemtet.opt module

pyfemtet.opt.exceptions module pyfemtet.opt.femopt module pyfemtet.opt.history module pyfemtet.opt.interface module pyfemtet.opt.meta_script module pyfemtet.opt.optimizer module pyfemtet.opt.optimizer.optuna_optimizer module pyfemtet.opt.optimizer.scipy_optimizer module pyfemtet.opt.prediction module pyfemtet.opt.problem module pyfemtet.opt.problem.problem module pyfemtet.opt.problem.variable_manager module pyfemtet.opt.visualization module pyfemtet.opt.visualization.history_viewer module pyfemtet.opt.visualization.history_viewer.result_viewer module pyfemtet.opt.visualization.plotter module pyfemtet.opt.visualization.plotter.contour_creator module pyfemtet.opt.visualization.plotter.main_figure_creator module pyfemtet.opt.visualization.plotter.parallel_plot_creator module pyfemtet.opt.visualization.plotter.pm_graph_creator module pyfemtet.opt.worker_status module pyfemtet_optimizer (pyfemtet.opt.optimizer.optuna_optimizer.PoFBoTorchSampler attribute) (pyfemtet.opt.optimizer.PoFBoTorchSampler attribute) PyFemtetModel (class in pyfemtet.opt.prediction)

Q

quit() (pyfemtet.opt.FemtetInterface method) (pyfemtet.opt.interface.FemtetInterface method)

R

related_file_paths (pyfemtet.opt.interface.ExcelInterface attribute) remove() (pyfemtet.opt.interface.FEMListInterface method) remove_femtet_ref_xla() (pyfemtet.opt.interface.ExcelInterface static method) remove_hard_constraints_from_gp (pyfemtet.opt.optimizer.optuna_optimizer.PoFConfig attribute) (pyfemtet.opt.optimizer.PoFConfig attribute) reopen() (pyfemtet.opt.FemtetInterface method) (pyfemtet.opt.interface.AbstractFEMInterface method) (pyfemtet.opt.interface.FEMListInterface method) (pyfemtet.opt.interface.FemtetInterface method)

resolve() (pyfemtet.opt.problem.variable_manager.VariableManager method) run() (pyfemtet.opt.optimizer.AbstractOptimizer method) (pyfemtet.opt.optimizer.optuna_optimizer.OptunaOptimizer method) (pyfemtet.opt.optimizer.OptunaOptimizer method) (pyfemtet.opt.optimizer.ScipyOptimizer method) (pyfemtet.opt.OptunaOptimizer method) (pyfemtet.opt.ScipyOptimizer method) running (pyfemtet.opt.worker_status.WorkerStatus attribute)

S

sample_relative() (pyfemtet.opt.optimizer.optuna_optimizer.PoFBoTorchSampler method) (pyfemtet.opt.optimizer.PoFBoTorchSampler method) sampler_class (pyfemtet.opt.optimizer.optuna_optimizer.OptunaOptimizer attribute), [1] (pyfemtet.opt.optimizer.OptunaOptimizer attribute), [1] (pyfemtet.opt.OptunaOptimizer attribute), [1] sampler_kwargs (pyfemtet.opt.optimizer.optuna_optimizer.OptunaOptimizer attribute), [1] (pyfemtet.opt.optimizer.OptunaOptimizer attribute), [1] (pyfemtet.opt.OptunaOptimizer attribute), [1] save() (pyfemtet.opt.history.History method) save_screenshot (pyfemtet.opt.interface.FemtetInterface attribute) ScipyOptimizer (class in pyfemtet.opt) (class in pyfemtet.opt.optimizer) seed (pyfemtet.opt.optimizer.AbstractOptimizer attribute) (pyfemtet.opt.optimizer.optuna_optimizer.OptunaOptimizer attribute) (pyfemtet.opt.optimizer.OptunaOptimizer attribute) set_monitor_host() (pyfemtet.opt.FEMOpt method) (pyfemtet.opt.femopt.FEMOpt method) set_random_seed() (pyfemtet.opt.FEMOpt method) (pyfemtet.opt.femopt.FEMOpt method) set_solve_condition() (pyfemtet.opt.optimizer.AbstractOptimizer method) set_termination_condition() (pyfemtet.opt.FEMOpt method) (pyfemtet.opt.femopt.FEMOpt method) (pyfemtet.opt.optimizer.AbstractOptimizer method) set_variable() (pyfemtet.opt.problem.variable_manager.VariableManager method) setup_procedure_args (pyfemtet.opt.interface.ExcelInterface attribute) setup_procedure_name (pyfemtet.opt.interface.ExcelInterface attribute) setup_xlsm_path (pyfemtet.opt.interface.ExcelInterface attribute) sh_constraint (pyfemtet.opt.interface.ExcelInterface property) sh_input (pyfemtet.opt.interface.ExcelInterface property) sh_output (pyfemtet.opt.interface.ExcelInterface property) show_experimental_warning() (in module pyfemtet.opt.exceptions)

SingleTaskGPModel (class in pyfemtet.opt.prediction) skipped (pyfemtet.opt.history.TrialState attribute) SkipSolve soft_constraint_violation (pyfemtet.opt.history.TrialState attribute) solve() (pyfemtet.opt.FemtetInterface method) (pyfemtet.opt.interface.FemtetInterface method) solve_condition (pyfemtet.opt.optimizer.optuna_optimizer.OptunaOptimizer attribute) (pyfemtet.opt.optimizer.OptunaOptimizer attribute) solve_error (pyfemtet.opt.history.TrialState attribute) SolveError step (pyfemtet.opt.problem.variable_manager.NumericParameter attribute) storage (pyfemtet.opt.optimizer.optuna_optimizer.OptunaOptimizer attribute), [1] (pyfemtet.opt.optimizer.OptunaOptimizer attribute), [1] (pyfemtet.opt.OptunaOptimizer attribute), [1] storage_path (pyfemtet.opt.optimizer.optuna_optimizer.OptunaOptimizer attribute), [1] (pyfemtet.opt.optimizer.OptunaOptimizer attribute), [1] (pyfemtet.opt.OptunaOptimizer attribute), [1] study_name (pyfemtet.opt.optimizer.optuna_optimizer.OptunaOptimizer attribute), [1] (pyfemtet.opt.optimizer.OptunaOptimizer attribute), [1] (pyfemtet.opt.OptunaOptimizer attribute), [1] sub_fidelity_models (pyfemtet.opt.optimizer.AbstractOptimizer attribute) (pyfemtet.opt.optimizer.optuna_optimizer.OptunaOptimizer attribute) (pyfemtet.opt.optimizer.OptunaOptimizer attribute) sub_fidelity_name (pyfemtet.opt.optimizer.AbstractOptimizer attribute) (pyfemtet.opt.optimizer.optuna_optimizer.OptunaOptimizer attribute) (pyfemtet.opt.optimizer.OptunaOptimizer attribute) sub_fidelity_names (pyfemtet.opt.history.History attribute) SubFidelityModel (class in pyfemtet.opt.optimizer) SubSampling (in module pyfemtet.opt.problem.problem) substrate_size() (in module pyfemtet.opt.femopt) succeeded (pyfemtet.opt.history.TrialState attribute) SympifyError

T

teardown_procedure_args (pyfemtet.opt.interface.ExcelInterface attribute) teardown_procedure_name (pyfemtet.opt.interface.ExcelInterface attribute) teardown_xlsm_path (pyfemtet.opt.interface.ExcelInterface attribute) terminate_excel_when_quit (pyfemtet.opt.interface.ExcelInterface attribute), [1] terminated (pyfemtet.opt.worker_status.WorkerStatus attribute) termination_condition (pyfemtet.opt.optimizer.optuna_optimizer.OptunaOptimizer attribute) (pyfemtet.opt.optimizer.OptunaOptimizer attribute) timeout (pyfemtet.opt.optimizer.AbstractOptimizer attribute) (pyfemtet.opt.optimizer.optuna_optimizer.OptunaOptimizer attribute), [1] (pyfemtet.opt.optimizer.OptunaOptimizer attribute), [1] (pyfemtet.opt.OptunaOptimizer attribute), [1] tol (pyfemtet.opt.optimizer.ScipyOptimizer attribute) (pyfemtet.opt.ScipyOptimizer attribute) train_history (pyfemtet.opt.interface.AbstractSurrogateModelInterfaceBase attribute) train_model_c() (pyfemtet.opt.optimizer.optuna_optimizer.PoFBoTorchSampler method) (pyfemtet.opt.optimizer.PoFBoTorchSampler method)

trial_postprocess() (pyfemtet.opt.interface.AbstractFEMInterface method) (pyfemtet.opt.interface.FEMListInterface method) trial_postprocess_per_fidelity() (pyfemtet.opt.interface.AbstractFEMInterface method) (pyfemtet.opt.interface.FEMListInterface method) trial_preprocess() (pyfemtet.opt.interface.AbstractFEMInterface method) (pyfemtet.opt.interface.FEMListInterface method) trial_preprocess_per_fidelity() (pyfemtet.opt.interface.AbstractFEMInterface method) (pyfemtet.opt.interface.FEMListInterface method) trial_queue (pyfemtet.opt.optimizer.optuna_optimizer.OptunaOptimizer attribute) (pyfemtet.opt.optimizer.OptunaOptimizer attribute) TrialConstraintOutput (in module pyfemtet.opt.problem.problem) TrialFunctionOutput (in module pyfemtet.opt.problem.problem) TrialInput (in module pyfemtet.opt.problem.problem) TrialOutput (in module pyfemtet.opt.problem.problem) TrialState (class in pyfemtet.opt.history)

U

undefined (pyfemtet.opt.history.TrialState attribute) (pyfemtet.opt.worker_status.WorkerStatus attribute) unknown_error (pyfemtet.opt.history.TrialState attribute) update() (pyfemtet.opt.FemtetInterface method) (pyfemtet.opt.interface.AbstractFEMInterface method) (pyfemtet.opt.interface.BoTorchInterface method) (pyfemtet.opt.interface.ExcelInterface method) (pyfemtet.opt.interface.FEMListInterface method) (pyfemtet.opt.interface.FemtetInterface method) (pyfemtet.opt.interface.NoFEM method) (pyfemtet.opt.interface.PoFBoTorchInterface method) update_model() (pyfemtet.opt.FemtetInterface method) (pyfemtet.opt.FemtetWithNXInterface method) (pyfemtet.opt.FemtetWithSolidworksInterface method) (pyfemtet.opt.interface.FemtetInterface method) (pyfemtet.opt.interface.FemtetWithNXInterface method) (pyfemtet.opt.interface.FemtetWithSolidworksInterface method) (pyfemtet.opt.prediction.PyFemtetModel method)

update_parameter() (pyfemtet.opt.FemtetInterface method) (pyfemtet.opt.FemtetWithSolidworksInterface method) (pyfemtet.opt.interface.AbstractFEMInterface method) (pyfemtet.opt.interface.ExcelInterface method) (pyfemtet.opt.interface.FEMListInterface method) (pyfemtet.opt.interface.FemtetInterface method) (pyfemtet.opt.interface.FemtetWithSolidworksInterface method) upper_bound (pyfemtet.opt.problem.problem.Constraint attribute) (pyfemtet.opt.problem.variable_manager.NumericParameter attribute) use_named_range (pyfemtet.opt.interface.ExcelInterface attribute) use_parametric_output_as_objective() (pyfemtet.opt.FemtetInterface method) (pyfemtet.opt.interface.FemtetInterface method) using_fem (pyfemtet.opt.problem.problem.Constraint property)

V

value (pyfemtet.opt.problem.variable_manager.CategoricalVariable attribute) (pyfemtet.opt.problem.variable_manager.NumericParameter attribute) (pyfemtet.opt.problem.variable_manager.NumericVariable attribute) (pyfemtet.opt.problem.variable_manager.Variable attribute) (pyfemtet.opt.worker_status.WorkerStatus property)

Variable (class in pyfemtet.opt.problem.variable_manager) VariableManager (class in pyfemtet.opt.problem.variable_manager) variables (pyfemtet.opt.problem.variable_manager.VariableManager attribute) visible (pyfemtet.opt.interface.ExcelInterface attribute)

W

waiting (pyfemtet.opt.worker_status.WorkerStatus attribute) wb_constraint (pyfemtet.opt.interface.ExcelInterface property) wb_input (pyfemtet.opt.interface.ExcelInterface property) wb_output (pyfemtet.opt.interface.ExcelInterface property) wb_procedure (pyfemtet.opt.interface.ExcelInterface property) wb_setup (pyfemtet.opt.interface.ExcelInterface property) wb_teardown (pyfemtet.opt.interface.ExcelInterface property)

worker_status (pyfemtet.opt.optimizer.AbstractOptimizer attribute) (pyfemtet.opt.optimizer.optuna_optimizer.OptunaOptimizer attribute) (pyfemtet.opt.optimizer.OptunaOptimizer attribute) worker_status_list (pyfemtet.opt.optimizer.AbstractOptimizer attribute) (pyfemtet.opt.optimizer.optuna_optimizer.OptunaOptimizer attribute) (pyfemtet.opt.optimizer.OptunaOptimizer attribute) WorkerStatus (class in pyfemtet.opt.worker_status)