Index

_

__call__() (paref.express.info.GprBbf method) (paref.interfaces.moo_algorithms.blackbox_function.BlackboxFunction method) (paref.interfaces.moo_algorithms.paref_moo.CompositionWithParetoReflection method) (paref.interfaces.moo_algorithms.paref_moo.ParefMOO method) (paref.interfaces.moo_algorithms.stopping_criteria.StoppingCriteria method) (paref.interfaces.pareto_reflections.pareto_reflection.ParetoReflection method) (paref.moo_algorithms.minimizer.gpr_minimizer.DifferentialEvolution method) (paref.moo_algorithms.minimizer.surrogates.gpr.GPR method) (paref.moo_algorithms.stopping_criteria.convergence_reached.ConvergenceReached method) (paref.moo_algorithms.stopping_criteria.logical_or_stopping_criteria.LogicalOrStoppingCriteria method) (paref.moo_algorithms.stopping_criteria.max_iterations_reached.MaxIterationsReached method) (paref.moo_algorithms.stopping_criteria.time_limit_reached.TimeLimitReached method) (paref.pareto_reflections.avoid_points.AvoidPoints method) (paref.pareto_reflections.find_maximal_pareto_point.FindMaximalParetoPoint method) (paref.pareto_reflections.minimize_g.MinGParetoReflection method) (paref.pareto_reflections.minimize_weighted_norm_to_utopia.MinimizeWeightedNormToUtopia method) (paref.pareto_reflections.operations.compose_reflections.ComposeReflections method) (paref.pareto_reflections.restrict_by_point.RestrictByPoint method)

A

allow_batch_evaluation (paref.interfaces.moo_algorithms.blackbox_function.BlackboxFunction property) apply_moo_operation() (paref.interfaces.moo_algorithms.paref_moo.ParefMOO method) (paref.moo_algorithms.minimizer.differential_evolution_minimizer.DifferentialEvolutionMinimizer method) (paref.moo_algorithms.minimizer.gpr_minimizer.GPRMinimizer method) (paref.moo_algorithms.multi_dimensional.min_g.MinG method)

apply_to_sequence() (paref.interfaces.moo_algorithms.paref_moo.ParefMOO method) AvoidParetoFront (class in paref.pareto_reflection_sequences.multi_dimensional.avoid_pareto_front) AvoidPoints (class in paref.pareto_reflections.avoid_points)

B

best_fits (paref.interfaces.moo_algorithms.paref_moo.ParefMOO property) best_fits() (paref.interfaces.pareto_reflections.pareto_reflection.ParetoReflection method) (paref.interfaces.sequences_pareto_reflections.sequence_pareto_reflections.SequenceParetoReflections method)

BlackboxFunction (class in paref.interfaces.moo_algorithms.blackbox_function)

C

calculate_optimal_scaling_g() (in module paref.moo_algorithms.minimizer.gpr_minimizer) (in module paref.moo_algorithms.multi_dimensional.min_g) calculate_optimal_scaling_x() (in module paref.moo_algorithms.minimizer.gpr_minimizer) (in module paref.moo_algorithms.multi_dimensional.min_g)

clear_evaluations() (paref.interfaces.moo_algorithms.blackbox_function.BlackboxFunction method) ComposeReflections (class in paref.pareto_reflections.operations.compose_reflections) ComposeSequences (class in paref.pareto_reflections.operations.compose_sequences) CompositionWithParetoReflection (class in paref.interfaces.moo_algorithms.paref_moo) ConvergenceReached (class in paref.moo_algorithms.stopping_criteria.convergence_reached)

D

design_space (paref.express.info.GprBbf property) (paref.interfaces.moo_algorithms.blackbox_function.BlackboxFunction property) (paref.interfaces.moo_algorithms.paref_moo.CompositionWithParetoReflection property) DifferentialEvolution (class in paref.moo_algorithms.minimizer.gpr_minimizer) DifferentialEvolutionMinimizer (class in paref.moo_algorithms.minimizer.differential_evolution_minimizer) dimension_codomain (paref.interfaces.pareto_reflections.pareto_reflection.ParetoReflection property) (paref.pareto_reflections.avoid_points.AvoidPoints property) (paref.pareto_reflections.find_maximal_pareto_point.FindMaximalParetoPoint property) (paref.pareto_reflections.minimize_g.MinGParetoReflection property) (paref.pareto_reflections.minimize_weighted_norm_to_utopia.MinimizeWeightedNormToUtopia property) (paref.pareto_reflections.operations.compose_reflections.ComposeReflections property) (paref.pareto_reflections.restrict_by_point.RestrictByPoint property)

dimension_design_space (paref.express.info.GprBbf property) (paref.interfaces.moo_algorithms.blackbox_function.BlackboxFunction property) (paref.interfaces.moo_algorithms.paref_moo.CompositionWithParetoReflection property) dimension_domain (paref.interfaces.pareto_reflections.pareto_reflection.ParetoReflection property) (paref.pareto_reflections.avoid_points.AvoidPoints property) (paref.pareto_reflections.find_maximal_pareto_point.FindMaximalParetoPoint property) (paref.pareto_reflections.minimize_g.MinGParetoReflection property) (paref.pareto_reflections.minimize_weighted_norm_to_utopia.MinimizeWeightedNormToUtopia property) (paref.pareto_reflections.operations.compose_reflections.ComposeReflections property) (paref.pareto_reflections.restrict_by_point.RestrictByPoint property) dimension_target_space (paref.express.info.GprBbf property) (paref.interfaces.moo_algorithms.blackbox_function.BlackboxFunction property) (paref.interfaces.moo_algorithms.paref_moo.CompositionWithParetoReflection property)

E

edge_points (paref.express.express_search.ExpressSearch property) evaluated_sequence (paref.interfaces.moo_algorithms.paref_moo.ParefMOO property)

evaluations (paref.interfaces.moo_algorithms.blackbox_function.BlackboxFunction property) ExactGP0 (class in paref.moo_algorithms.minimizer.surrogates.gpr) ExpressSearch (class in paref.express.express_search)

F

FillGap (class in paref.pareto_reflections.fill_gap) FillGapsOfParetoFront2D (class in paref.moo_algorithms.two_dimensional.fill_gaps_of_pareto_front_2d) FillGapsOfParetoFrontSequence (class in paref.pareto_reflection_sequences.multi_dimensional.fill_gaps_of_pareto_front_sequence) FillGapsOfParetoFrontSequence2D (class in paref.pareto_reflection_sequences.two_dimensional.fill_gaps_of_pareto_front_sequence_2d) Find1ParetoPoints (class in paref.moo_algorithms.multi_dimensional.find_1_pareto_points) (class in paref.pareto_reflections.find_1_pareto_points)

Find1ParetoPointsForAllComponentsSequence (class in paref.pareto_reflection_sequences.multi_dimensional.find_1_pareto_points_for_all_components_sequence) FindEdgePoints (class in paref.moo_algorithms.multi_dimensional.find_edge_points) (class in paref.pareto_reflections.find_edge_points) FindEdgePointsSequence (class in paref.pareto_reflection_sequences.multi_dimensional.find_edge_points_sequence) FindMaximalParetoPoint (class in paref.pareto_reflections.find_maximal_pareto_point) forward() (paref.moo_algorithms.minimizer.surrogates.gpr.ExactGP0 method)

G

g (paref.pareto_reflections.fill_gap.FillGap property) (paref.pareto_reflections.find_1_pareto_points.Find1ParetoPoints property) (paref.pareto_reflections.find_edge_points.FindEdgePoints property) (paref.pareto_reflections.minimize_g.MinGParetoReflection property) (paref.pareto_reflections.priority_search.PrioritySearch property)

GPR (class in paref.moo_algorithms.minimizer.surrogates.gpr) Gpr0Torch (class in paref.moo_algorithms.minimizer.surrogates.gpr) GprBbf (class in paref.express.info) GPRMinimizer (class in paref.moo_algorithms.minimizer.gpr_minimizer) GridSearch (class in paref.pareto_reflection_sequences.multi_dimensional.grid_search)

I

Info (class in paref.express.info) info (paref.moo_algorithms.minimizer.surrogates.gpr.GPR property)

initialize_empty_evaluations() (in module paref.interfaces.decorators) initialize_empty_list_of_pareto_reflections() (in module paref.interfaces.decorators)

L

load() (paref.interfaces.moo_algorithms.blackbox_function.BlackboxFunction method)

load_state() (paref.moo_algorithms.minimizer.surrogates.gpr.Gpr0Torch method) LogicalOrStoppingCriteria (class in paref.moo_algorithms.stopping_criteria.logical_or_stopping_criteria)

M

max_point (paref.express.express_search.ExpressSearch property) MaxIterationsReached (class in paref.moo_algorithms.stopping_criteria.max_iterations_reached) MinG (class in paref.moo_algorithms.multi_dimensional.min_g) MinGParetoReflection (class in paref.pareto_reflections.minimize_g) minima (paref.express.info.Info property) minima_components (paref.express.express_search.ExpressSearch property) minimal_search() (paref.express.express_search.ExpressSearch method) MinimizeWeightedNormToUtopia (class in paref.pareto_reflections.minimize_weighted_norm_to_utopia) model (paref.express.info.Info property) model_convergence (paref.moo_algorithms.minimizer.surrogates.gpr.GPR property) model_fitness (paref.express.info.Info property) module paref.express paref.express.express_search paref.express.info paref.interfaces paref.interfaces.decorators paref.interfaces.moo_algorithms paref.interfaces.moo_algorithms.blackbox_function paref.interfaces.moo_algorithms.paref_moo paref.interfaces.moo_algorithms.stopping_criteria paref.interfaces.pareto_reflections paref.interfaces.pareto_reflections.pareto_reflection paref.interfaces.sequences_pareto_reflections paref.interfaces.sequences_pareto_reflections.sequence_pareto_reflections paref.moo_algorithms paref.moo_algorithms.minimizer paref.moo_algorithms.minimizer.differential_evolution_minimizer paref.moo_algorithms.minimizer.gpr_minimizer paref.moo_algorithms.minimizer.surrogates paref.moo_algorithms.minimizer.surrogates.gpr paref.moo_algorithms.minimizer.surrogates.preprocessing paref.moo_algorithms.multi_dimensional paref.moo_algorithms.multi_dimensional.find_1_pareto_points paref.moo_algorithms.multi_dimensional.find_edge_points paref.moo_algorithms.multi_dimensional.min_g paref.moo_algorithms.stopping_criteria paref.moo_algorithms.stopping_criteria.convergence_reached paref.moo_algorithms.stopping_criteria.logical_or_stopping_criteria paref.moo_algorithms.stopping_criteria.max_iterations_reached paref.moo_algorithms.stopping_criteria.no_pareto_point_was_found paref.moo_algorithms.stopping_criteria.time_limit_reached paref.moo_algorithms.two_dimensional paref.moo_algorithms.two_dimensional.fill_gaps_of_pareto_front_2d paref.pareto_reflection_sequences paref.pareto_reflection_sequences.generic paref.pareto_reflection_sequences.generic.next_when_stopping_criteria_met paref.pareto_reflection_sequences.generic.repeating_sequence paref.pareto_reflection_sequences.multi_dimensional paref.pareto_reflection_sequences.multi_dimensional.avoid_pareto_front paref.pareto_reflection_sequences.multi_dimensional.fill_gaps_of_pareto_front_sequence paref.pareto_reflection_sequences.multi_dimensional.find_1_pareto_points_for_all_components_sequence paref.pareto_reflection_sequences.multi_dimensional.find_edge_points_sequence paref.pareto_reflection_sequences.multi_dimensional.grid_search paref.pareto_reflection_sequences.two_dimensional paref.pareto_reflection_sequences.two_dimensional.fill_gaps_of_pareto_front_sequence_2d paref.pareto_reflections paref.pareto_reflections.avoid_points paref.pareto_reflections.fill_gap paref.pareto_reflections.find_1_pareto_points paref.pareto_reflections.find_edge_points paref.pareto_reflections.find_maximal_pareto_point paref.pareto_reflections.minimize_g paref.pareto_reflections.minimize_weighted_norm_to_utopia paref.pareto_reflections.operations paref.pareto_reflections.operations.compose_reflections paref.pareto_reflections.operations.compose_sequences paref.pareto_reflections.priority_search paref.pareto_reflections.restrict_by_point

N

next() (paref.interfaces.sequences_pareto_reflections.sequence_pareto_reflections.SequenceParetoReflections method) (paref.pareto_reflection_sequences.generic.next_when_stopping_criteria_met.NextWhenStoppingCriteriaMet method) (paref.pareto_reflection_sequences.generic.repeating_sequence.RepeatingSequence method) (paref.pareto_reflection_sequences.multi_dimensional.avoid_pareto_front.AvoidParetoFront method) (paref.pareto_reflection_sequences.multi_dimensional.fill_gaps_of_pareto_front_sequence.FillGapsOfParetoFrontSequence method) (paref.pareto_reflection_sequences.multi_dimensional.find_1_pareto_points_for_all_components_sequence.Find1ParetoPointsForAllComponentsSequence method) (paref.pareto_reflection_sequences.multi_dimensional.find_edge_points_sequence.FindEdgePointsSequence method) (paref.pareto_reflection_sequences.multi_dimensional.grid_search.GridSearch method) (paref.pareto_reflection_sequences.two_dimensional.fill_gaps_of_pareto_front_sequence_2d.FillGapsOfParetoFrontSequence2D method) (paref.pareto_reflections.operations.compose_sequences.ComposeSequences method)

NextWhenStoppingCriteriaMet (class in paref.pareto_reflection_sequences.generic.next_when_stopping_criteria_met) number_evaluations_last_call (paref.moo_algorithms.minimizer.gpr_minimizer.DifferentialEvolution property)

P

paref.express module paref.express.express_search module paref.express.info module paref.interfaces module paref.interfaces.decorators module paref.interfaces.moo_algorithms module paref.interfaces.moo_algorithms.blackbox_function module paref.interfaces.moo_algorithms.paref_moo module paref.interfaces.moo_algorithms.stopping_criteria module paref.interfaces.pareto_reflections module paref.interfaces.pareto_reflections.pareto_reflection module paref.interfaces.sequences_pareto_reflections module paref.interfaces.sequences_pareto_reflections.sequence_pareto_reflections module paref.moo_algorithms module paref.moo_algorithms.minimizer module paref.moo_algorithms.minimizer.differential_evolution_minimizer module paref.moo_algorithms.minimizer.gpr_minimizer module paref.moo_algorithms.minimizer.surrogates module paref.moo_algorithms.minimizer.surrogates.gpr module paref.moo_algorithms.minimizer.surrogates.preprocessing module paref.moo_algorithms.multi_dimensional module paref.moo_algorithms.multi_dimensional.find_1_pareto_points module paref.moo_algorithms.multi_dimensional.find_edge_points module paref.moo_algorithms.multi_dimensional.min_g module paref.moo_algorithms.stopping_criteria module paref.moo_algorithms.stopping_criteria.convergence_reached module paref.moo_algorithms.stopping_criteria.logical_or_stopping_criteria module paref.moo_algorithms.stopping_criteria.max_iterations_reached module paref.moo_algorithms.stopping_criteria.no_pareto_point_was_found module paref.moo_algorithms.stopping_criteria.time_limit_reached module paref.moo_algorithms.two_dimensional module paref.moo_algorithms.two_dimensional.fill_gaps_of_pareto_front_2d module

paref.pareto_reflection_sequences module paref.pareto_reflection_sequences.generic module paref.pareto_reflection_sequences.generic.next_when_stopping_criteria_met module paref.pareto_reflection_sequences.generic.repeating_sequence module paref.pareto_reflection_sequences.multi_dimensional module paref.pareto_reflection_sequences.multi_dimensional.avoid_pareto_front module paref.pareto_reflection_sequences.multi_dimensional.fill_gaps_of_pareto_front_sequence module paref.pareto_reflection_sequences.multi_dimensional.find_1_pareto_points_for_all_components_sequence module paref.pareto_reflection_sequences.multi_dimensional.find_edge_points_sequence module paref.pareto_reflection_sequences.multi_dimensional.grid_search module paref.pareto_reflection_sequences.two_dimensional module paref.pareto_reflection_sequences.two_dimensional.fill_gaps_of_pareto_front_sequence_2d module paref.pareto_reflections module paref.pareto_reflections.avoid_points module paref.pareto_reflections.fill_gap module paref.pareto_reflections.find_1_pareto_points module paref.pareto_reflections.find_edge_points module paref.pareto_reflections.find_maximal_pareto_point module paref.pareto_reflections.minimize_g module paref.pareto_reflections.minimize_weighted_norm_to_utopia module paref.pareto_reflections.operations module paref.pareto_reflections.operations.compose_reflections module paref.pareto_reflections.operations.compose_sequences module paref.pareto_reflections.priority_search module paref.pareto_reflections.restrict_by_point module ParefMOO (class in paref.interfaces.moo_algorithms.paref_moo) pareto_front (paref.interfaces.moo_algorithms.blackbox_function.BlackboxFunction property) ParetoReflection (class in paref.interfaces.pareto_reflections.pareto_reflection) perform_lhc() (paref.interfaces.moo_algorithms.blackbox_function.BlackboxFunction method) plot_loss() (paref.moo_algorithms.minimizer.surrogates.gpr.GPR method) postprocess_std() (in module paref.moo_algorithms.minimizer.surrogates.preprocessing) postprocess_x() (in module paref.moo_algorithms.minimizer.surrogates.preprocessing) postprocess_y() (in module paref.moo_algorithms.minimizer.surrogates.preprocessing) predict_torch() (paref.moo_algorithms.minimizer.surrogates.gpr.Gpr0Torch method) preprocess_x() (in module paref.moo_algorithms.minimizer.surrogates.preprocessing) preprocess_y() (in module paref.moo_algorithms.minimizer.surrogates.preprocessing) priority_point (paref.express.express_search.ExpressSearch property) priority_search() (paref.express.express_search.ExpressSearch method) PrioritySearch (class in paref.pareto_reflections.priority_search)

R

RepeatingSequence (class in paref.pareto_reflection_sequences.generic.repeating_sequence)

RestrictByPoint (class in paref.pareto_reflections.restrict_by_point)

S

save() (paref.interfaces.moo_algorithms.blackbox_function.BlackboxFunction method) save_state() (paref.moo_algorithms.minimizer.surrogates.gpr.Gpr0Torch method) search_for_best_real_trade_off() (paref.express.express_search.ExpressSearch method) search_for_minima() (paref.express.express_search.ExpressSearch method) sequence_of_pareto_reflections (paref.interfaces.moo_algorithms.paref_moo.ParefMOO property) (paref.moo_algorithms.multi_dimensional.find_1_pareto_points.Find1ParetoPoints property) (paref.moo_algorithms.multi_dimensional.find_edge_points.FindEdgePoints property) (paref.moo_algorithms.multi_dimensional.min_g.MinG property) (paref.moo_algorithms.two_dimensional.fill_gaps_of_pareto_front_2d.FillGapsOfParetoFront2D property) SequenceParetoReflections (class in paref.interfaces.sequences_pareto_reflections.sequence_pareto_reflections) std() (paref.moo_algorithms.minimizer.surrogates.gpr.GPR method)

StoppingCriteria (class in paref.interfaces.moo_algorithms.stopping_criteria) store() (in module paref.interfaces.decorators) store_evaluation_bbf() (in module paref.interfaces.decorators) store_pareto_reflections() (in module paref.interfaces.decorators) suggestion_pareto_points (paref.express.info.Info property) supported_codomain_dimensions (paref.interfaces.moo_algorithms.paref_moo.ParefMOO property) (paref.moo_algorithms.minimizer.differential_evolution_minimizer.DifferentialEvolutionMinimizer property) (paref.moo_algorithms.minimizer.gpr_minimizer.GPRMinimizer property) (paref.moo_algorithms.multi_dimensional.find_1_pareto_points.Find1ParetoPoints property) (paref.moo_algorithms.multi_dimensional.find_edge_points.FindEdgePoints property) (paref.moo_algorithms.multi_dimensional.min_g.MinG property) (paref.moo_algorithms.two_dimensional.fill_gaps_of_pareto_front_2d.FillGapsOfParetoFront2D property)

T

TimeLimitReached (class in paref.moo_algorithms.stopping_criteria.time_limit_reached) topology (paref.express.info.Info property)

train() (paref.moo_algorithms.minimizer.surrogates.gpr.GPR method) train_torch() (paref.moo_algorithms.minimizer.surrogates.gpr.Gpr0Torch method)

U

update() (paref.express.info.Info method)

used_pareto_reflections (paref.interfaces.sequences_pareto_reflections.sequence_pareto_reflections.SequenceParetoReflections property)

X

x (paref.interfaces.moo_algorithms.blackbox_function.BlackboxFunction property)

Y

y (paref.interfaces.moo_algorithms.blackbox_function.BlackboxFunction property)