Index

_

__call__() (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.fill_gap.FillGap 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

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)

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

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

Bounds (class in paref.black_box_functions.design_space.bounds)

C

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.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.fill_gap.FillGap property) (paref.pareto_reflections.fill_gap_2d.FillGap2D property) (paref.pareto_reflections.find_1_pareto_points.Find1ParetoPoints property) (paref.pareto_reflections.find_edge_points.FindEdgePoints 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.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.fill_gap.FillGap property) (paref.pareto_reflections.fill_gap_2d.FillGap2D property) (paref.pareto_reflections.find_1_pareto_points.Find1ParetoPoints property) (paref.pareto_reflections.find_edge_points.FindEdgePoints 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.interfaces.moo_algorithms.blackbox_function.BlackboxFunction property) (paref.interfaces.moo_algorithms.paref_moo.CompositionWithParetoReflection property)

E

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

ExactGP0 (class in paref.moo_algorithms.minimizer.surrogates.gpr)

F

FillGap (class in paref.pareto_reflections.fill_gap) FillGap2D (class in paref.pareto_reflections.fill_gap_2d) FillGapsOfParetoFront (class in paref.moo_algorithms.multi_dimensional.fill_gaps_of_pareto_front) 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) FindAllParetoPoints (class in paref.pareto_reflection_sequences.multi_dimensional.find_all_pareto_points) 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) forward() (paref.moo_algorithms.minimizer.surrogates.gpr.ExactGP0 method)

G

GPR (class in paref.moo_algorithms.minimizer.surrogates.gpr)

Gpr0Torch (class in paref.moo_algorithms.minimizer.surrogates.gpr) GPRMinimizer (class in paref.moo_algorithms.minimizer.gpr_minimizer)

L

load_state() (paref.moo_algorithms.minimizer.surrogates.gpr.Gpr0Torch method)

LogicalOrStoppingCriteria (class in paref.moo_algorithms.stopping_criteria.logical_or_stopping_criteria) lower_bounds (paref.black_box_functions.design_space.bounds.Bounds property)

M

MaxIterationsReached (class in paref.moo_algorithms.stopping_criteria.max_iterations_reached) MinimizeWeightedNormToUtopia (class in paref.pareto_reflections.minimize_weighted_norm_to_utopia) module paref.black_box_functions paref.black_box_functions.design_space paref.black_box_functions.design_space.bounds paref.interfaces 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.bayesian_expected_improvement_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.multi_dimensional paref.moo_algorithms.multi_dimensional.fill_gaps_of_pareto_front paref.moo_algorithms.multi_dimensional.find_1_pareto_points paref.moo_algorithms.multi_dimensional.find_all_pareto_points paref.moo_algorithms.multi_dimensional.find_edge_points 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.moo_algorithms.two_dimensional.scan_evenly_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_gap_sequence 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_all_pareto_points paref.pareto_reflection_sequences.multi_dimensional.find_edge_points_sequence paref.pareto_reflection_sequences.multi_dimensional.find_maximal_pareto_point_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.fill_gap_2d paref.pareto_reflections.find_1_pareto_points paref.pareto_reflections.find_2_pareto_points paref.pareto_reflections.find_edge_points 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.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_all_pareto_points.FindAllParetoPoints method) (paref.pareto_reflection_sequences.multi_dimensional.find_edge_points_sequence.FindEdgePointsSequence 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.black_box_functions module paref.black_box_functions.design_space module paref.black_box_functions.design_space.bounds module paref.interfaces 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.bayesian_expected_improvement_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.multi_dimensional module paref.moo_algorithms.multi_dimensional.fill_gaps_of_pareto_front module paref.moo_algorithms.multi_dimensional.find_1_pareto_points module paref.moo_algorithms.multi_dimensional.find_all_pareto_points module paref.moo_algorithms.multi_dimensional.find_edge_points 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.moo_algorithms.two_dimensional.scan_evenly_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_gap_sequence 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_all_pareto_points module paref.pareto_reflection_sequences.multi_dimensional.find_edge_points_sequence module paref.pareto_reflection_sequences.multi_dimensional.find_maximal_pareto_point_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.fill_gap_2d module paref.pareto_reflections.find_1_pareto_points module paref.pareto_reflections.find_2_pareto_points module paref.pareto_reflections.find_edge_points 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.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) predict_torch() (paref.moo_algorithms.minimizer.surrogates.gpr.Gpr0Torch method)

R

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

RestrictByPoint (class in paref.pareto_reflections.restrict_by_point)

S

save_state() (paref.moo_algorithms.minimizer.surrogates.gpr.Gpr0Torch method) ScanEvenly2D (class in paref.moo_algorithms.two_dimensional.scan_evenly_2d) sequence_of_pareto_reflections (paref.interfaces.moo_algorithms.paref_moo.ParefMOO property) (paref.moo_algorithms.multi_dimensional.fill_gaps_of_pareto_front.FillGapsOfParetoFront 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.two_dimensional.fill_gaps_of_pareto_front_2d.FillGapsOfParetoFront2D property) (paref.moo_algorithms.two_dimensional.scan_evenly_2d.ScanEvenly2D 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) 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.fill_gaps_of_pareto_front.FillGapsOfParetoFront 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.two_dimensional.fill_gaps_of_pareto_front_2d.FillGapsOfParetoFront2D property) (paref.moo_algorithms.two_dimensional.scan_evenly_2d.ScanEvenly2D property)

T

TimeLimitReached (class in paref.moo_algorithms.stopping_criteria.time_limit_reached) train() (paref.moo_algorithms.minimizer.surrogates.gpr.GPR method)

train_torch() (paref.moo_algorithms.minimizer.surrogates.gpr.Gpr0Torch method) train_with_attention() (paref.moo_algorithms.minimizer.surrogates.gpr.GPR method) training (paref.moo_algorithms.minimizer.surrogates.gpr.ExactGP0 attribute)

U

upper_bounds (paref.black_box_functions.design_space.bounds.Bounds property)

X

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

Y

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