Index

_

__call__() (blackboxopt.gp.GaussianProcess method) (blackboxopt.rbf.MedianLpfFilter method) (blackboxopt.rbf.RbfFilter method) (blackboxopt.rbf.RbfModel method)

_cycle (blackboxopt.acquisition.TargetValueAcquisition attribute) _neval (blackboxopt.acquisition.WeightedAcquisition attribute)

A

acquire() (blackboxopt.acquisition.AcquisitionFunction method) (blackboxopt.acquisition.CoordinatePerturbationOverNondominated method) (blackboxopt.acquisition.EndPointsParetoFront method) (blackboxopt.acquisition.GosacSample method) (blackboxopt.acquisition.MaximizeEI method) (blackboxopt.acquisition.MinimizeMOSurrogate method) (blackboxopt.acquisition.MinimizeSurrogate method) (blackboxopt.acquisition.ParetoFront method) (blackboxopt.acquisition.TargetValueAcquisition method) (blackboxopt.acquisition.WeightedAcquisition method)

acquisitionFunc (blackboxopt.acquisition.CoordinatePerturbationOverNondominated attribute) AcquisitionFunction (class in blackboxopt.acquisition) argminscore() (blackboxopt.acquisition.WeightedAcquisition static method) avoid_clusters (blackboxopt.acquisition.MaximizeEI attribute)

B

bayesian_optimization() (in module blackboxopt.optimize) BBOptDuplicateElimination (class in blackboxopt.problem) blackboxopt module blackboxopt.acquisition module blackboxopt.gp module blackboxopt.optimize module

blackboxopt.problem module blackboxopt.rbf module blackboxopt.sampling module bounds (tests.gosac_benchmark.Problem attribute) bumpiness_measure() (blackboxopt.acquisition.TargetValueAcquisition static method)

C

calc_dist() (blackboxopt.problem.BBOptDuplicateElimination method) check_initial_design() (blackboxopt.gp.GaussianProcess method) (blackboxopt.rbf.RbfModel method) CoordinatePerturbationOverNondominated (class in blackboxopt.acquisition)

cptv() (in module blackboxopt.optimize) cptvl() (in module blackboxopt.optimize) create_initial_design() (blackboxopt.rbf.RbfModel method) CUBIC (blackboxopt.rbf.RbfKernel attribute) cycleLength (blackboxopt.acquisition.TargetValueAcquisition attribute)

D

ddpbasis() (blackboxopt.rbf.RbfModel method) ddphi() (blackboxopt.rbf.RbfModel method) DDS (blackboxopt.sampling.SamplingStrategy attribute) DDS_UNIFORM (blackboxopt.sampling.SamplingStrategy attribute)

dim() (blackboxopt.rbf.RbfModel method) dpbasis() (blackboxopt.rbf.RbfModel method) dphi() (blackboxopt.rbf.RbfModel method) dphiOverR() (blackboxopt.rbf.RbfModel method) dycors() (in module blackboxopt.optimize)

E

EndPointsParetoFront (class in blackboxopt.acquisition)

eval_kernel() (blackboxopt.gp.GaussianProcess method) expected_improvement() (in module blackboxopt.acquisition)

F

filter (blackboxopt.rbf.RbfModel attribute) find_pareto_front() (in module blackboxopt.acquisition) fmin (tests.gosac_benchmark.Problem attribute) fRana() (in module tests.gosac_benchmark)

fsample (blackboxopt.optimize.OptimizeResult attribute) fun (blackboxopt.acquisition.GosacSample attribute) fWeierstrass() (in module tests.gosac_benchmark) fx (blackboxopt.optimize.OptimizeResult attribute)

G

GaussianProcess (class in blackboxopt.gp) get_dds_sample() (blackboxopt.sampling.NormalSampler method) get_diameter() (blackboxopt.sampling.NormalSampler method) (blackboxopt.sampling.Sampler method) get_function_domain() (in module tests.vlse_benchmark) get_iindex() (blackboxopt.gp.GaussianProcess method) (blackboxopt.rbf.RbfModel method) get_matrixP() (blackboxopt.rbf.RbfModel method) get_min_function() (in module tests.vlse_benchmark) get_mitchel91_sample() (blackboxopt.sampling.Mitchel91Sampler method)

get_normal_sample() (blackboxopt.sampling.NormalSampler method) get_RBFmatrix() (blackboxopt.rbf.RbfModel method) get_sample() (blackboxopt.sampling.Mitchel91Sampler method) (blackboxopt.sampling.NormalSampler method) (blackboxopt.sampling.Sampler method) get_slhd_sample() (blackboxopt.sampling.Sampler method) get_uniform_sample() (blackboxopt.sampling.Sampler method) gfun (tests.gosac_benchmark.Problem attribute) gfunc (blackboxopt.problem.ProblemWithConstraint attribute) gosac() (in module blackboxopt.optimize) GosacSample (class in blackboxopt.acquisition)

H

hessp() (blackboxopt.rbf.RbfModel method)

I

iindex (blackboxopt.rbf.RbfModel attribute) (tests.gosac_benchmark.Problem attribute) init() (blackboxopt.optimize.OptimizeResult method)

init_best_values() (blackboxopt.optimize.OptimizeResult method) initialize_moo_surrogate() (in module blackboxopt.optimize) initialize_surrogate_constraints() (in module blackboxopt.optimize)

J

jac() (blackboxopt.rbf.RbfModel method)

K

kernel (blackboxopt.rbf.RbfModel attribute)

L

LINEAR (blackboxopt.rbf.RbfKernel attribute)

M

maxCand (blackboxopt.sampling.Mitchel91Sampler attribute) maxeval (blackboxopt.acquisition.WeightedAcquisition attribute) MaximizeEI (class in blackboxopt.acquisition) maxiterLBFGS (blackboxopt.gp.GaussianProcess attribute) MedianLpfFilter (class in blackboxopt.rbf) min_design_space_size() (blackboxopt.gp.GaussianProcess method) (blackboxopt.rbf.RbfModel method) minimize_weightedavg_fx_distx() (blackboxopt.acquisition.WeightedAcquisition method) MinimizeMOSurrogate (class in blackboxopt.acquisition) MinimizeSurrogate (class in blackboxopt.acquisition) MITCHEL91 (blackboxopt.sampling.SamplingStrategy attribute) Mitchel91Sampler (class in blackboxopt.sampling) module blackboxopt blackboxopt.acquisition blackboxopt.gp blackboxopt.optimize blackboxopt.problem blackboxopt.rbf blackboxopt.sampling tests tests.gosac_benchmark tests.test_acquisition tests.test_gosac_bench tests.test_gp tests.test_optimize tests.test_rbf tests.test_sampling tests.test_vlse_bench tests.vlse_benchmark

mooptimizer (blackboxopt.acquisition.MinimizeMOSurrogate attribute) (blackboxopt.acquisition.ParetoFront attribute) mu_measure() (blackboxopt.acquisition.TargetValueAcquisition static method) MultiobjSurrogateProblem (class in blackboxopt.problem) MultiobjTVProblem (class in blackboxopt.problem) multistart_msrs() (in module blackboxopt.optimize)

N

n (blackboxopt.sampling.Sampler attribute) nfev (blackboxopt.optimize.OptimizeResult attribute) nit (blackboxopt.optimize.OptimizeResult attribute)

NORMAL (blackboxopt.sampling.SamplingStrategy attribute) NormalSampler (class in blackboxopt.sampling) ntrain() (blackboxopt.gp.GaussianProcess method) (blackboxopt.rbf.RbfModel method)

O

objf (tests.gosac_benchmark.Problem attribute) objfunc (blackboxopt.problem.ProblemNoConstraint attribute) (blackboxopt.problem.ProblemWithConstraint attribute) oldTV (blackboxopt.acquisition.ParetoFront attribute)

optimizer (blackboxopt.acquisition.EndPointsParetoFront attribute) (blackboxopt.acquisition.GosacSample attribute) (blackboxopt.acquisition.TargetValueAcquisition attribute) OptimizeResult (class in blackboxopt.optimize)

P

pareto_front_target() (blackboxopt.acquisition.ParetoFront method) ParetoFront (class in blackboxopt.acquisition) pbasis() (blackboxopt.rbf.RbfModel method) pdim() (blackboxopt.rbf.RbfModel method)

phi() (blackboxopt.rbf.RbfModel method) Problem (class in tests.gosac_benchmark) ProblemNoConstraint (class in blackboxopt.problem) ProblemWithConstraint (class in blackboxopt.problem)

R

rbf_model (tests.test_rbf.TestRbfModel attribute) RbfFilter (class in blackboxopt.rbf) RbfKernel (class in blackboxopt.rbf) RbfModel (class in blackboxopt.rbf)

reltol (blackboxopt.acquisition.WeightedAcquisition attribute) reserve() (blackboxopt.rbf.RbfModel method) reset() (blackboxopt.rbf.RbfModel method) run_optimizer() (in module tests.test_vlse_bench)

S

sample (blackboxopt.optimize.OptimizeResult attribute) sample() (blackboxopt.rbf.RbfModel method) sampler (blackboxopt.acquisition.MaximizeEI attribute) (blackboxopt.acquisition.MinimizeSurrogate attribute) (blackboxopt.acquisition.WeightedAcquisition attribute) Sampler (class in blackboxopt.sampling) SamplingStrategy (class in blackboxopt.sampling) scale (blackboxopt.sampling.Mitchel91Sampler attribute) scaler (blackboxopt.gp.GaussianProcess attribute)

sigma (blackboxopt.sampling.NormalSampler attribute) sigma_max (blackboxopt.sampling.NormalSampler attribute) sigma_min (blackboxopt.sampling.NormalSampler attribute) SLHD (blackboxopt.sampling.SamplingStrategy attribute) socemo() (in module blackboxopt.optimize) strategy (blackboxopt.sampling.Sampler attribute) surrogate_optimization() (in module blackboxopt.optimize) surrogateModels (blackboxopt.problem.MultiobjSurrogateProblem attribute) (blackboxopt.problem.MultiobjTVProblem attribute)

T

TargetValueAcquisition (class in blackboxopt.acquisition) tau (blackboxopt.problem.MultiobjTVProblem attribute) test_API() (in module tests.test_vlse_bench) test_batched_sampling() (in module tests.test_optimize) test_bayesianopt() (in module tests.test_vlse_bench) test_benchmark() (in module tests.test_gosac_bench) test_callback() (in module tests.test_optimize) test_cptv() (in module tests.test_vlse_bench) test_dim() (tests.test_rbf.TestRbfModel method) test_expected_improvement() (in module tests.test_acquisition) test_iindex_mitchel91_sampler() (in module tests.test_sampling) test_iindex_sampler() (in module tests.test_sampling) test_median_lpf() (in module tests.test_rbf) test_mitchel91_sampler() (in module tests.test_sampling) test_multiple_calls() (in module tests.test_optimize) test_normal_sampler() (in module tests.test_sampling) test_phi() (tests.test_rbf.TestRbfModel method) test_sampler() (in module tests.test_sampling) test_slhd() (in module tests.test_sampling) test_xtrain() (in module tests.test_gp) TestRbfModel (class in tests.test_rbf) tests module tests.gosac_benchmark module

tests.test_acquisition module tests.test_gosac_bench module tests.test_gp module tests.test_optimize module tests.test_rbf module tests.test_sampling module tests.test_vlse_bench module tests.vlse_benchmark module THINPLATE (blackboxopt.rbf.RbfKernel attribute) tol (blackboxopt.acquisition.EndPointsParetoFront attribute) (blackboxopt.acquisition.GosacSample attribute) (blackboxopt.acquisition.MinimizeMOSurrogate attribute) (blackboxopt.acquisition.MinimizeSurrogate attribute) (blackboxopt.acquisition.TargetValueAcquisition attribute) tol() (blackboxopt.acquisition.WeightedAcquisition method)

U

UNIFORM (blackboxopt.sampling.SamplingStrategy attribute) update() (blackboxopt.gp.GaussianProcess method) (blackboxopt.rbf.RbfModel method)

update_coefficients() (blackboxopt.rbf.RbfModel method) update_xtrain() (blackboxopt.rbf.RbfModel method)

W

WeightedAcquisition (class in blackboxopt.acquisition)

weightpattern (blackboxopt.acquisition.WeightedAcquisition attribute)

X

x (blackboxopt.optimize.OptimizeResult attribute) xmin (tests.gosac_benchmark.Problem attribute)

xtrain() (blackboxopt.gp.GaussianProcess method) (blackboxopt.rbf.RbfModel method)

Y

ytrain() (blackboxopt.gp.GaussianProcess method) (blackboxopt.rbf.RbfModel method)