Index

A

AcquisitionStrategy (class in vopy.acquisition) AdaptivelyDiscretizedDesignSpace (class in vopy.design_space) add_sample() (vopy.models.EmpiricalMeanVarModel method) (vopy.models.GPyTorchModelListExactModel method) (vopy.models.GPyTorchMultioutputExactModel method)

Auer (class in vopy.algorithms)

B

BatchIndependentExactGPModel (class in vopy.models) beta (vopy.ordering_cone.ConeTheta2D property)

big_m() (vopy.algorithms.Auer method) binary_entropy() (in module vopy.utils) BraninCurrin (class in vopy.maximization_problem)

C

calculate_design_vh() (vopy.design_space.AdaptivelyDiscretizedDesignSpace method) calculate_epsilonF1_score() (in module vopy.utils.evaluate) calculate_hypervolume_discrepancy_for_model() (in module vopy.utils.evaluate) center (vopy.confidence_region.RectangularConfidenceRegion property) check_dominates() (vopy.confidence_region.EllipsoidalConfidenceRegion class method) (vopy.confidence_region.RectangularConfidenceRegion class method) clear_data() (vopy.models.EmpiricalMeanVarModel method) (vopy.models.GPyTorchModelListExactModel method) (vopy.models.GPyTorchMultioutputExactModel method) ComponentwiseOrder (class in vopy.order) compute_alpha() (vopy.algorithms.PaVeBaGP method) (vopy.algorithms.PaVeBaGPOnline method) (vopy.algorithms.PaVeBaPartialGP method) compute_beta() (vopy.algorithms.Auer method) (vopy.algorithms.EpsilonPAL method) (vopy.algorithms.VOGP method) (vopy.algorithms.VOGP_AD method)

compute_ice_cream_cone() (vopy.order.ConeOrder3DIceCream method) compute_pessimistic_set() (vopy.algorithms.EpsilonPAL method) (vopy.algorithms.VOGP method) (vopy.algorithms.VOGP_AD method) compute_radius() (vopy.algorithms.PaVeBa method) compute_u_star() (vopy.algorithms.VOGP method) (vopy.algorithms.VOGP_AD method) ConeOrder3D (class in vopy.order) ConeOrder3DIceCream (class in vopy.order) ConeTheta2D (class in vopy.ordering_cone) ConeTheta2DOrder (class in vopy.order) confidence_region_check_dominates() (in module vopy.confidence_region) confidence_region_is_covered() (in module vopy.confidence_region) confidence_region_is_dominated() (in module vopy.confidence_region) ConfidenceRegion (class in vopy.confidence_region) ContinuousProblem (class in vopy.maximization_problem) CorrelatedExactGPyTorchModel (class in vopy.models)

D

Dataset (class in vopy.datasets.dataset) DecoupledAcquisitionStrategy (class in vopy.acquisition) DecoupledEvaluationProblem (class in vopy.maximization_problem) DecoupledGP (class in vopy.algorithms) DesignSpace (class in vopy.design_space) diagonal() (vopy.confidence_region.RectangularConfidenceRegion method) discarding() (vopy.algorithms.Auer method) (vopy.algorithms.EpsilonPAL method) (vopy.algorithms.PaVeBa method) (vopy.algorithms.PaVeBaGP method) (vopy.algorithms.PaVeBaGPOnline method) (vopy.algorithms.PaVeBaPartialGP method) (vopy.algorithms.VOGP method) (vopy.algorithms.VOGP_AD method)

DiscBrake (class in vopy.datasets.dataset) DiscreteDesignSpace (class in vopy.design_space) dominates() (vopy.order.PolyhedralConeOrder method)

E

EllipsoidalConfidenceRegion (class in vopy.confidence_region) EmpiricalMeanVarModel (class in vopy.models) epsiloncovering() (vopy.algorithms.EpsilonPAL method) (vopy.algorithms.VOGP method) (vopy.algorithms.VOGP_AD method) EpsilonPAL (class in vopy.algorithms) evaluate() (vopy.maximization_problem.ContinuousProblem method) (vopy.maximization_problem.DecoupledEvaluationProblem method) (vopy.maximization_problem.FixedPointsProblem method) (vopy.maximization_problem.Problem method) (vopy.maximization_problem.ProblemFromDataset method)

evaluate_kernel() (vopy.models.GPyTorchModelListExactModel method) (vopy.models.GPyTorchMultioutputExactModel method) evaluate_refine() (vopy.algorithms.VOGP_AD method) evaluate_true() (vopy.maximization_problem.BraninCurrin method) evaluating() (vopy.algorithms.Auer method) (vopy.algorithms.DecoupledGP method) (vopy.algorithms.EpsilonPAL method) (vopy.algorithms.PaVeBa method) (vopy.algorithms.PaVeBaGP method) (vopy.algorithms.PaVeBaGPOnline method) (vopy.algorithms.PaVeBaPartialGP method) (vopy.algorithms.VOGP method)

F

Fairness (class in vopy.datasets.dataset) fit_transform() (vopy.utils.transforms.InputTransform method) (vopy.utils.transforms.NormalizeInput method) (vopy.utils.transforms.OutputTransform method) (vopy.utils.transforms.StandardizeOutput method) FixedPointsDesignSpace (class in vopy.design_space) FixedPointsProblem (class in vopy.maximization_problem)

forward() (vopy.acquisition.MaxDiagonalAcquisition method) (vopy.acquisition.MaxVarianceDecoupledAcquisition method) (vopy.acquisition.SumVarianceAcquisition method) (vopy.acquisition.ThompsonEntropyDecoupledAcquisition method) (vopy.models.BatchIndependentExactGPModel method) (vopy.models.MixedKernel method) (vopy.models.MultitaskExactGPModel method) (vopy.models.SingleTaskGP method)

G

generate_child_designs() (vopy.design_space.AdaptivelyDiscretizedDesignSpace method) generate_sobol_samples() (in module vopy.utils) get_2d_w() (in module vopy.utils) get_alpha() (in module vopy.utils) get_alpha_vec() (in module vopy.utils) get_bigmij() (in module vopy.utils) get_closest_indices_from_points() (in module vopy.utils) get_continuous_problem() (in module vopy.maximization_problem) get_dataset_instance() (in module vopy.datasets.dataset) get_delta() (in module vopy.utils) get_kernel_type() (vopy.models.GPModel method) (vopy.models.GPyTorchModel method)

get_lengthscale_and_var() (vopy.models.GPModel method) (vopy.models.GPyTorchModelListExactModel method) (vopy.models.GPyTorchMultioutputExactModel method) get_noisy_evaluations_chol() (in module vopy.utils) get_pareto_set() (vopy.order.PolyhedralConeOrder method) get_pareto_set_naive() (vopy.order.PolyhedralConeOrder method) get_smallmij() (in module vopy.utils) get_uncovered_set() (in module vopy.utils) get_uncovered_size() (in module vopy.utils) GPModel (class in vopy.models) GPyTorchModel (class in vopy.models) GPyTorchModelListExactModel (class in vopy.models) GPyTorchMultioutputExactModel (class in vopy.models)

H

hyperrectangle_check_intersection() (in module vopy.utils)

hyperrectangle_get_region_matrix() (in module vopy.utils) hyperrectangle_get_vertices() (in module vopy.utils)

I

IndependentExactGPyTorchModel (class in vopy.models) initial_sampling() (vopy.algorithms.PaVeBaGPOnline method) InputTransform (class in vopy.utils.transforms) intersect() (vopy.confidence_region.RectangularConfidenceRegion method) is_covered() (in module vopy.utils) (vopy.confidence_region.EllipsoidalConfidenceRegion class method) (vopy.confidence_region.RectangularConfidenceRegion class method)

is_dominated() (vopy.confidence_region.EllipsoidalConfidenceRegion class method) (vopy.confidence_region.RectangularConfidenceRegion class method) is_inside() (vopy.ordering_cone.OrderingCone method) is_pt_in_extended_polytope() (in module vopy.utils)

L

line_seg_pt_intersect_at_dim() (in module vopy.utils)

locate_points() (vopy.design_space.DiscreteDesignSpace method)

M

MaxDiagonalAcquisition (class in vopy.acquisition) MaxVarianceDecoupledAcquisition (class in vopy.acquisition) MixedKernel (class in vopy.models) Model (class in vopy.models) modeling() (vopy.algorithms.Auer method) (vopy.algorithms.EpsilonPAL method) (vopy.algorithms.PaVeBa method) (vopy.algorithms.PaVeBaGP method) (vopy.algorithms.PaVeBaGPOnline method) (vopy.algorithms.PaVeBaPartialGP method) (vopy.algorithms.VOGP method) (vopy.algorithms.VOGP_AD method) ModelList (class in vopy.models) module vopy.acquisition vopy.algorithms vopy.confidence_region vopy.datasets vopy.datasets.dataset vopy.design_space vopy.maximization_problem vopy.models vopy.order vopy.ordering_cone vopy.utils vopy.utils.evaluate vopy.utils.plotting vopy.utils.transforms

MultitaskExactGPModel (class in vopy.models)

N

NaiveElimination (class in vopy.algorithms)

normalize() (in module vopy.utils) NormalizeInput (class in vopy.utils.transforms)

O

optimize_acqf_discrete() (in module vopy.acquisition) optimize_decoupled_acqf_discrete() (in module vopy.acquisition)

Order (class in vopy.order) OrderingCone (class in vopy.ordering_cone) OutputTransform (class in vopy.utils.transforms)

P

P (vopy.algorithms.NaiveElimination property) pareto_updating() (vopy.algorithms.Auer method) (vopy.algorithms.DecoupledGP method) (vopy.algorithms.PaVeBa method) (vopy.algorithms.PaVeBaGP method) (vopy.algorithms.PaVeBaGPOnline method) (vopy.algorithms.PaVeBaPartialGP method) PaVeBa (class in vopy.algorithms) PaVeBaGP (class in vopy.algorithms) PaVeBaGPOnline (class in vopy.algorithms) PaVeBaPartialGP (class in vopy.algorithms) plot() (vopy.ordering_cone.ConeTheta2D method) (vopy.ordering_cone.OrderingCone method)

plot_2d_cone() (in module vopy.utils.plotting) plot_2d_theta_cone() (in module vopy.utils.plotting) plot_3d_cone() (in module vopy.utils.plotting) plot_cells_with_centers() (in module vopy.utils.plotting) plot_pareto_front() (in module vopy.utils.plotting) plot_pareto_set() (vopy.order.PolyhedralConeOrder method) PolyhedralConeOrder (class in vopy.order) predict() (vopy.models.CorrelatedExactGPyTorchModel method) (vopy.models.EmpiricalMeanVarModel method) (vopy.models.GPyTorchModelListExactModel method) (vopy.models.IndependentExactGPyTorchModel method) Problem (class in vopy.maximization_problem) ProblemFromDataset (class in vopy.maximization_problem)

R

RectangularConfidenceRegion (class in vopy.confidence_region) refine_design() (vopy.design_space.AdaptivelyDiscretizedDesignSpace method) run_one_step() (vopy.algorithms.Auer method) (vopy.algorithms.DecoupledGP method) (vopy.algorithms.EpsilonPAL method) (vopy.algorithms.NaiveElimination method) (vopy.algorithms.PaVeBa method) (vopy.algorithms.PaVeBaGP method) (vopy.algorithms.PaVeBaGPOnline method) (vopy.algorithms.PaVeBaPartialGP method) (vopy.algorithms.VOGP method) (vopy.algorithms.VOGP_AD method)

S

sample_from_posterior() (vopy.models.GPyTorchModelListExactModel method) sample_from_single_posterior() (vopy.models.GPyTorchModelListExactModel method) set_seed() (in module vopy.utils) should_refine_design() (vopy.design_space.AdaptivelyDiscretizedDesignSpace method)

SingleTaskGP (class in vopy.models) small_m() (vopy.algorithms.Auer method) SNW (class in vopy.datasets.dataset) StandardizeOutput (class in vopy.utils.transforms) SumVarianceAcquisition (class in vopy.acquisition)

T

Test (class in vopy.datasets.dataset) ThompsonEntropyDecoupledAcquisition (class in vopy.acquisition) to_tensor() (vopy.models.GPyTorchModel method) train() (vopy.models.EmpiricalMeanVarModel method) (vopy.models.GPyTorchModelListExactModel method) (vopy.models.GPyTorchMultioutputExactModel method)

transform() (vopy.utils.transforms.InputTransform method) (vopy.utils.transforms.NormalizeInput method) (vopy.utils.transforms.OutputTransform method) (vopy.utils.transforms.StandardizeOutput method)

U

UncertaintyPredictiveModel (class in vopy.models) unnormalize() (in module vopy.utils) untransform() (vopy.utils.transforms.InputTransform method) (vopy.utils.transforms.NormalizeInput method) (vopy.utils.transforms.OutputTransform method) (vopy.utils.transforms.StandardizeOutput method) update() (vopy.confidence_region.EllipsoidalConfidenceRegion method) (vopy.confidence_region.RectangularConfidenceRegion method) (vopy.design_space.AdaptivelyDiscretizedDesignSpace method) (vopy.design_space.DesignSpace method) (vopy.design_space.FixedPointsDesignSpace method) (vopy.models.EmpiricalMeanVarModel method) (vopy.models.GPyTorchModelListExactModel method) (vopy.models.GPyTorchMultioutputExactModel method)

use_empirical_beta (vopy.algorithms.Auer property) useful_updating() (vopy.algorithms.PaVeBa method) (vopy.algorithms.PaVeBaGP method) (vopy.algorithms.PaVeBaGPOnline method) (vopy.algorithms.PaVeBaPartialGP method)

V

VehicleSafety (class in vopy.datasets.dataset) visualize_design_space() (vopy.design_space.AdaptivelyDiscretizedDesignSpace method) VOGP (class in vopy.algorithms) VOGP_AD (class in vopy.algorithms) vopy.acquisition module vopy.algorithms module vopy.confidence_region module vopy.datasets module vopy.datasets.dataset module vopy.design_space module

vopy.maximization_problem module vopy.models module vopy.order module vopy.ordering_cone module vopy.utils module vopy.utils.evaluate module vopy.utils.plotting module vopy.utils.transforms module