Index

_

__call__() (AckleyFunction method) (ApproximateRankingMetamodel method) (BentCigarFunction method) (CumulativeSquaredSums method) (IEPolationSurrogate method) (IncreasingWeightCigar method) (KNNSurrogateObjectiveFunction method) (LinearFunction method) (LocallyWeightedPolynomialRegression method) (MLPSurrogateObjectiveFunction method) (NoisyFunction method) (ObjectiveFunction method) (PolynomialRegression method) (RastriginFunction method) (RosenbrockFunction method) (SphereFunction method) (SurrogateObjectiveFunction method) (TopHalfMetamodel method) (XGBoostSurrogateObjectiveFunction method) __contains__() (Bounds method) __eq__() (Point method) __getitem__() (PointList method) __init__() (AckleyFunction method) (ApproximateRankingMetamodel method) (BentCigarFunction method) (CmaEs method) (CumulativeSquaredSums method) (IEPolationSurrogate method) (IncreasingWeightCigar method) (KnnCmaEs method) (KnnIpopCmaEs method) (KNNSurrogateObjectiveFunction method) (LinearFunction method) (LmmCmaEs method) (LmmIpopCmaEs method) (LocallyWeightedPolynomialRegression method) (MLPSurrogateObjectiveFunction method) (NoisyFunction method) (ObjectiveFunction method) (Optimizer method) (PolynomialRegression method) (RastriginFunction method) (RosenbrockFunction method) (SphereFunction method) (SurrogateObjectiveFunction method) (TopHalfKnnIpopCmaEs method) (TopHalfMetamodel method) (XGBoostSurrogateObjectiveFunction method)

__len__() (Bounds method) (PointList method) __post_init__() (Point method) __str__() (Bounds method) _ecdf_thresholding() (in module optilab.plotting.ecdf_curve) _spawn_cmaes() (CmaEs static method) _stop() (CmaEs method) _stop_budget() (Optimizer static method) _stop_external() (Optimizer method) _stop_internal() (CmaEs static method) _stop_target_found() (Optimizer static method) _update_n() (ApproximateRankingMetamodel method)

A

AckleyFunction (class in optilab.functions.multimodal.ackley_function) adapt() (ApproximateRankingMetamodel method) (TopHalfMetamodel method)

aggregate_pvalues() (in module optilab.utils.aggregate_pvalues) aggregate_stats() (in module optilab.utils.aggregate_stats) append() (PointList method) ApproximateRankingMetamodel (class in optilab.metamodels.approximate_ranking_metamodel)

B

BentCigarFunction (class in optilab.functions.unimodal.bent_cigar_function) best() (PointList method) best_index() (PointList method) best_y() (PointList method)

bests_y() (OptimizationRun method) biquadratic_kernel_function() (in module optilab.functions.surrogate.locally_weighted_polynomial_regression) Bounds (class in optilab.data_classes.bounds) bounds (OptimizationRun attribute) build_convex_hull() (IEPolationSurrogate method)

C

CmaEs (class in optilab.optimizers.cma_es)

convergence_curve() (in module optilab.plotting.convergence_curve) CumulativeSquaredSums (class in optilab.functions.unimodal.cumulative_squared_sums)

D

dim (FunctionMetadata attribute) dim() (Point method)

display_test_grid() (in module optilab.utils.stat_test) dump_to_pickle() (in module optilab.utils.pickle_utils)

E

ecdf_curve() (in module optilab.plotting.ecdf_curve) evaluate() (ApproximateRankingMetamodel method) (TopHalfMetamodel method)

extend() (PointList method)

F

from_list() (PointList class method)

function_metadata (OptimizationRun attribute) FunctionMetadata (class in optilab.data_classes.function_metadata)

G

get_log() (ApproximateRankingMetamodel method) (TopHalfMetamodel method)

H

handle_bounds() (Bounds method)

hyperparameters (FunctionMetadata attribute) (OptimizerMetadata attribute)

I

IEPolationSurrogate (class in optilab.metamodels.iepolation_surrogate) IncreasingWeightCigar (class in optilab.functions.unimodal.increasing_weight_cigar) init_n() (ApproximateRankingMetamodel method)

IpopCmaEs (class in optilab.optimizers.ipop_cma_es) is_evaluated (Point attribute) is_in_convex_hull() (IEPolationSurrogate method) is_valid() (Bounds method)

K

KnnCmaEs (class in optilab.optimizers.knn_cma_es)

KnnIpopCmaEs (class in optilab.optimizers.knn_ipop_cma_es) KNNSurrogateObjectiveFunction (class in optilab.functions.surrogate.knn_surrogate_objective_function)

L

LinearFunction (class in optilab.functions.unimodal.linear_function) list_all_pickles() (in module optilab.utils.pickle_utils) LmmCmaEs (class in optilab.optimizers.lmm_cma_es) LmmIpopCmaEs (class in optilab.optimizers.lmm_ipop_cma_es)

load_from_pickle() (in module optilab.utils.pickle_utils) LocallyWeightedPolynomialRegression (class in optilab.functions.surrogate.locally_weighted_polynomial_regression) log_lengths() (OptimizationRun method) logs (OptimizationRun attribute) lower (Bounds attribute)

M

mann_whitney_u_test_grid() (in module optilab.utils.stat_test) MLPSurrogateObjectiveFunction (class in optilab.functions.surrogate.mlp_surrogate_objective_function) model_metadata (OptimizationRun attribute) module optilab optilab.data_classes optilab.data_classes.bounds optilab.data_classes.function_metadata optilab.data_classes.optimization_run optilab.data_classes.optimizer_metadata optilab.data_classes.point optilab.data_classes.point_list optilab.functions optilab.functions.multimodal optilab.functions.multimodal.ackley_function optilab.functions.multimodal.rastrigin_function optilab.functions.multimodal.rosenbrock_function optilab.functions.noisy_function optilab.functions.objective_function optilab.functions.surrogate optilab.functions.surrogate.knn_surrogate_objective_function optilab.functions.surrogate.locally_weighted_polynomial_regression optilab.functions.surrogate.mlp_surrogate_objective_function optilab.functions.surrogate.polynomial_regression optilab.functions.surrogate.surrogate_objective_function optilab.functions.surrogate.xgboost_surrogate_objective_function optilab.functions.unimodal optilab.functions.unimodal.bent_cigar_function optilab.functions.unimodal.cumulative_squared_sums optilab.functions.unimodal.increasing_weight_cigar optilab.functions.unimodal.linear_function optilab.functions.unimodal.sphere_function optilab.metamodels optilab.metamodels.approximate_ranking_metamodel optilab.metamodels.iepolation_surrogate optilab.metamodels.top_half_metamodel optilab.optimizers optilab.optimizers.cma_es optilab.optimizers.ipop_cma_es optilab.optimizers.knn_cma_es optilab.optimizers.knn_ipop_cma_es optilab.optimizers.lmm_cma_es optilab.optimizers.lmm_ipop_cma_es optilab.optimizers.optimizer optilab.optimizers.top_half_knn_ipop_cma_es optilab.plotting optilab.plotting.box_plot optilab.plotting.convergence_curve optilab.plotting.ecdf_curve optilab.utils optilab.utils.aggregate_pvalues optilab.utils.aggregate_stats optilab.utils.pickle_utils optilab.utils.stat_test

N

name (FunctionMetadata attribute) (OptimizerMetadata attribute)

NoisyFunction (class in optilab.functions.noisy_function)

O

ObjectiveFunction (class in optilab.functions.objective_function) only_evaluated() (PointList method) optilab module optilab.data_classes module optilab.data_classes.bounds module optilab.data_classes.function_metadata module optilab.data_classes.optimization_run module optilab.data_classes.optimizer_metadata module optilab.data_classes.point module optilab.data_classes.point_list module optilab.functions module optilab.functions.multimodal module optilab.functions.multimodal.ackley_function module optilab.functions.multimodal.rastrigin_function module optilab.functions.multimodal.rosenbrock_function module optilab.functions.noisy_function module optilab.functions.objective_function module optilab.functions.surrogate module optilab.functions.surrogate.knn_surrogate_objective_function module optilab.functions.surrogate.locally_weighted_polynomial_regression module optilab.functions.surrogate.mlp_surrogate_objective_function module optilab.functions.surrogate.polynomial_regression module optilab.functions.surrogate.surrogate_objective_function module optilab.functions.surrogate.xgboost_surrogate_objective_function module optilab.functions.unimodal module optilab.functions.unimodal.bent_cigar_function module optilab.functions.unimodal.cumulative_squared_sums module optilab.functions.unimodal.increasing_weight_cigar module optilab.functions.unimodal.linear_function module

optilab.functions.unimodal.sphere_function module optilab.metamodels module optilab.metamodels.approximate_ranking_metamodel module optilab.metamodels.iepolation_surrogate module optilab.metamodels.top_half_metamodel module optilab.optimizers module optilab.optimizers.cma_es module optilab.optimizers.ipop_cma_es module optilab.optimizers.knn_cma_es module optilab.optimizers.knn_ipop_cma_es module optilab.optimizers.lmm_cma_es module optilab.optimizers.lmm_ipop_cma_es module optilab.optimizers.optimizer module optilab.optimizers.top_half_knn_ipop_cma_es module optilab.plotting module optilab.plotting.box_plot module optilab.plotting.convergence_curve module optilab.plotting.ecdf_curve module optilab.utils module optilab.utils.aggregate_pvalues module optilab.utils.aggregate_stats module optilab.utils.pickle_utils module optilab.utils.stat_test module OptimizationRun (class in optilab.data_classes.optimization_run) optimize() (CmaEs method) (IpopCmaEs method) (KnnCmaEs method) (KnnIpopCmaEs method) (LmmCmaEs method) (LmmIpopCmaEs method) (Optimizer method) (TopHalfKnnIpopCmaEs method) Optimizer (class in optilab.optimizers.optimizer) OptimizerMetadata (class in optilab.data_classes.optimizer_metadata)

P

pairs() (PointList method) plot_box_plot() (in module optilab.plotting.box_plot) plot_convergence_curve() (in module optilab.plotting.convergence_curve) plot_ecdf_curves() (in module optilab.plotting.ecdf_curve) Point (class in optilab.data_classes.point)

PointList (class in optilab.data_classes.point_list) points (PointList attribute) PolynomialRegression (class in optilab.functions.surrogate.polynomial_regression) population_size (OptimizerMetadata attribute) project() (Bounds method)

R

random_point() (Bounds method) random_point_list() (Bounds method) rank() (PointList method) RastriginFunction (class in optilab.functions.multimodal.rastrigin_function) reflect() (Bounds method)

remove_x() (OptimizationRun method) (Point method) (PointList method) RosenbrockFunction (class in optilab.functions.multimodal.rosenbrock_function) run_optimization() (Optimizer method)

S

set_covariance_matrix() (LocallyWeightedPolynomialRegression method) slice_to_best() (PointList method)

SphereFunction (class in optilab.functions.unimodal.sphere_function) stats() (OptimizationRun method) SurrogateObjectiveFunction (class in optilab.functions.surrogate.surrogate_objective_function)

T

to_list() (Bounds method) tolerance (OptimizationRun attribute) TopHalfKnnIpopCmaEs (class in optilab.optimizers.top_half_knn_ipop_cma_es) TopHalfMetamodel (class in optilab.metamodels.top_half_metamodel) train() (IEPolationSurrogate method) (KNNSurrogateObjectiveFunction method) (LocallyWeightedPolynomialRegression method) (MLPSurrogateObjectiveFunction method) (PolynomialRegression method) (SurrogateObjectiveFunction method) (XGBoostSurrogateObjectiveFunction method)

train_surrogate() (ApproximateRankingMetamodel method) (TopHalfMetamodel method)

U

upper (Bounds attribute)

W

wrap() (Bounds method)

X

x (Point attribute) x() (PointList method)

x_difference() (PointList method) XGBoostSurrogateObjectiveFunction (class in optilab.functions.surrogate.xgboost_surrogate_objective_function)

Y

y (Point attribute)

y() (PointList method)