Index

_

__call__() (soogo.GaussianProcess method) (soogo.MedianLpfFilter method) (soogo.model.base.Surrogate method) (soogo.model.CubicRadialBasisFunction method) (soogo.model.GaussianProcess method) (soogo.model.gp.GaussianProcess method) (soogo.model.LinearRadialBasisFunction method) (soogo.model.MedianLpfFilter method) (soogo.model.rbf.MedianLpfFilter method) (soogo.model.rbf.RbfFilter method) (soogo.model.rbf.RbfModel method) (soogo.model.rbf_kernel.CubicRadialBasisFunction method) (soogo.model.rbf_kernel.LinearRadialBasisFunction method) (soogo.model.rbf_kernel.RadialBasisFunction method) (soogo.model.rbf_kernel.ThinPlateRadialBasisFunction method) (soogo.model.RbfModel method) (soogo.model.Surrogate method) (soogo.model.ThinPlateRadialBasisFunction method) (soogo.RbfModel method)

_cycle (soogo.acquisition.TargetValueAcquisition attribute)

A

acquisitionFunc (soogo.acquisition.CoordinatePerturbationOverNondominated attribute) AcquisitionFunction (class in soogo.acquisition)

argminscore() (soogo.acquisition.WeightedAcquisition static method) avoid_clusters (soogo.acquisition.MaximizeEI attribute)

B

bayesian_optimization() (in module soogo) (in module soogo.optimize)

bounds (tests.gosac_benchmark.Problem attribute) bumpiness_measure() (soogo.acquisition.TargetValueAcquisition static method)

C

calc_dist() (soogo.problem.ListDuplicateElimination method) check_initial_design() (soogo.GaussianProcess method) (soogo.model.base.Surrogate method) (soogo.model.GaussianProcess method) (soogo.model.gp.GaussianProcess method) (soogo.model.rbf.RbfModel method) (soogo.model.RbfModel method) (soogo.model.Surrogate method) (soogo.RbfModel method)

CoordinatePerturbationOverNondominated (class in soogo.acquisition) cptv() (in module soogo) (in module soogo.optimize) cptvl() (in module soogo) (in module soogo.optimize) CubicRadialBasisFunction (class in soogo.model) (class in soogo.model.rbf_kernel) cycleLength (soogo.acquisition.TargetValueAcquisition attribute)

D

DDS (soogo.sampling.SamplingStrategy attribute) DDS_UNIFORM (soogo.sampling.SamplingStrategy attribute) dim (soogo.model.base.Surrogate property) (soogo.model.Surrogate property)

dycors() (in module soogo) (in module soogo.optimize)

E

EndPointsParetoFront (class in soogo.acquisition) eval_kernel() (soogo.GaussianProcess method) (soogo.model.base.Surrogate method) (soogo.model.GaussianProcess method) (soogo.model.gp.GaussianProcess method) (soogo.model.rbf.RbfModel method) (soogo.model.RbfModel method) (soogo.model.Surrogate method) (soogo.RbfModel method)

expected_improvement() (soogo.GaussianProcess method) (soogo.model.GaussianProcess method) (soogo.model.gp.GaussianProcess method)

F

filter (soogo.model.rbf.RbfModel attribute) (soogo.model.RbfModel attribute) (soogo.RbfModel attribute) find_pareto_front() (in module soogo.utils) fmin (tests.gosac_benchmark.Problem attribute) fRana() (in module tests.gosac_benchmark)

fsample (soogo.optimize_result.OptimizeResult attribute) (soogo.OptimizeResult attribute) fun (soogo.acquisition.GosacSample attribute) fWeierstrass() (in module tests.gosac_benchmark) fx (soogo.optimize_result.OptimizeResult attribute) (soogo.OptimizeResult attribute)

G

GaussianProcess (class in soogo) (class in soogo.model) (class in soogo.model.gp) get_dds_sample() (soogo.sampling.NormalSampler method) get_mitchel91_sample() (soogo.sampling.Mitchel91Sampler method) get_normal_sample() (soogo.sampling.NormalSampler method) get_sample() (soogo.sampling.Mitchel91Sampler method) (soogo.sampling.NormalSampler method) (soogo.sampling.Sampler method) get_slhd_sample() (soogo.sampling.Sampler method) get_uniform_sample() (soogo.sampling.Sampler method)

gfun (tests.gosac_benchmark.Problem attribute) gfunc (soogo.problem.PymooProblem attribute) gosac() (in module soogo) (in module soogo.optimize) GosacSample (class in soogo.acquisition) gp_expected_improvement() (in module soogo.utils) grad() (soogo.model.rbf_kernel.RadialBasisFunction method) grad_over_r() (soogo.model.CubicRadialBasisFunction method) (soogo.model.rbf_kernel.CubicRadialBasisFunction method) (soogo.model.rbf_kernel.RadialBasisFunction method) (soogo.model.rbf_kernel.ThinPlateRadialBasisFunction method) (soogo.model.ThinPlateRadialBasisFunction method)

H

has_converged() (soogo.acquisition.AcquisitionFunction method) hess() (soogo.model.rbf_kernel.RadialBasisFunction method)

hessp() (soogo.model.rbf.RbfModel method) (soogo.model.RbfModel method) (soogo.RbfModel method)

I

iindex (soogo.GaussianProcess property) (soogo.model.base.Surrogate property) (soogo.model.GaussianProcess property) (soogo.model.gp.GaussianProcess property) (soogo.model.rbf.RbfModel property) (soogo.model.RbfModel property) (soogo.model.Surrogate property) (soogo.RbfModel property) (tests.gosac_benchmark.Problem attribute)

init() (soogo.optimize_result.OptimizeResult method) (soogo.OptimizeResult method) init_best_values() (soogo.optimize_result.OptimizeResult method) (soogo.OptimizeResult method) is_met() (soogo.termination.RobustCondition method) (soogo.termination.TerminationCondition method) (soogo.termination.UnsuccessfulImprovement method) is_mixed_integer (soogo.problem.PymooProblem attribute)

J

jac() (soogo.model.rbf.RbfModel method) (soogo.model.RbfModel method) (soogo.RbfModel method)

K

kernel (soogo.model.rbf.RbfModel attribute) (soogo.model.RbfModel attribute) (soogo.RbfModel attribute)

L

LinearRadialBasisFunction (class in soogo.model) (class in soogo.model.rbf_kernel)

ListDuplicateElimination (class in soogo.problem) lowest_value (soogo.termination.UnsuccessfulImprovement attribute)

M

maxCand (soogo.sampling.Mitchel91Sampler attribute) maxeval (soogo.acquisition.WeightedAcquisition attribute) MaximizeEI (class in soogo.acquisition) MedianLpfFilter (class in soogo) (class in soogo.model) (class in soogo.model.rbf) mi_optimizer (soogo.acquisition.AcquisitionFunction attribute) min_design_space_size() (soogo.GaussianProcess method) (soogo.model.base.Surrogate method) (soogo.model.GaussianProcess method) (soogo.model.gp.GaussianProcess method) (soogo.model.rbf.RbfModel method) (soogo.model.RbfModel method) (soogo.model.Surrogate method) (soogo.RbfModel method) minimize_weightedavg_fx_distx() (soogo.acquisition.WeightedAcquisition method) MinimizeMOSurrogate (class in soogo.acquisition) MinimizeSurrogate (class in soogo.acquisition) MITCHEL91 (soogo.sampling.SamplingStrategy attribute) Mitchel91Sampler (class in soogo.sampling) model (soogo.GaussianProcess attribute) (soogo.model.GaussianProcess attribute) (soogo.model.gp.GaussianProcess attribute) module soogo soogo.acquisition soogo.model soogo.model.base soogo.model.gp soogo.model.rbf soogo.model.rbf_kernel soogo.optimize soogo.optimize_result soogo.problem soogo.sampling soogo.termination soogo.utils tests tests.gosac_benchmark tests.test_acquisition tests.test_gosac_bench tests.test_gp tests.test_optimize tests.test_rbf tests.test_sampling

mu_measure() (soogo.model.rbf.RbfModel method) (soogo.model.RbfModel method) (soogo.RbfModel method) multistart_msrs() (in module soogo) (in module soogo.optimize)

N

n (soogo.sampling.Sampler attribute) neval (soogo.acquisition.WeightedAcquisition attribute) nfev (soogo.optimize_result.OptimizeResult attribute) (soogo.OptimizeResult attribute) nit (soogo.optimize_result.OptimizeResult attribute) (soogo.OptimizeResult attribute) nobj (soogo.optimize_result.OptimizeResult attribute) (soogo.OptimizeResult attribute)

NORMAL (soogo.sampling.SamplingStrategy attribute) NormalSampler (class in soogo.sampling) ntarget (soogo.model.base.Surrogate property) (soogo.model.Surrogate property) ntrain (soogo.model.base.Surrogate property) (soogo.model.Surrogate property)

O

objf (tests.gosac_benchmark.Problem attribute) objfunc (soogo.problem.PymooProblem attribute) oldTV (soogo.acquisition.ParetoFront attribute) optimize() (soogo.acquisition.AcquisitionFunction method) (soogo.acquisition.CoordinatePerturbationOverNondominated method) (soogo.acquisition.EndPointsParetoFront method) (soogo.acquisition.GosacSample method) (soogo.acquisition.MaximizeEI method) (soogo.acquisition.MinimizeMOSurrogate method) (soogo.acquisition.MinimizeSurrogate method) (soogo.acquisition.ParetoFront method) (soogo.acquisition.TargetValueAcquisition method) (soogo.acquisition.WeightedAcquisition method)

optimizer (soogo.acquisition.AcquisitionFunction attribute) OptimizeResult (class in soogo) (class in soogo.optimize_result)

P

pareto_front_target() (soogo.acquisition.ParetoFront method) ParetoFront (class in soogo.acquisition) polynomial_tail() (soogo.model.rbf.RbfModel method) (soogo.model.RbfModel method) (soogo.RbfModel method) polynomial_tail_order() (soogo.model.CubicRadialBasisFunction static method) (soogo.model.LinearRadialBasisFunction static method) (soogo.model.rbf_kernel.CubicRadialBasisFunction static method) (soogo.model.rbf_kernel.LinearRadialBasisFunction static method) (soogo.model.rbf_kernel.RadialBasisFunction static method) (soogo.model.rbf_kernel.ThinPlateRadialBasisFunction static method) (soogo.model.ThinPlateRadialBasisFunction static method)

polynomial_tail_size() (soogo.model.rbf.RbfModel method) (soogo.model.RbfModel method) (soogo.RbfModel method) prepare_mu_measure() (soogo.model.rbf.RbfModel method) (soogo.model.RbfModel method) (soogo.RbfModel method) Problem (class in tests.gosac_benchmark) PymooProblem (class in soogo.problem)

R

RadialBasisFunction (class in soogo.model.rbf_kernel) rbf_model (tests.test_rbf.TestRbfModel attribute) RbfFilter (class in soogo.model.rbf) RbfModel (class in soogo) (class in soogo.model) (class in soogo.model.rbf) reserve() (soogo.GaussianProcess method) (soogo.model.base.Surrogate method) (soogo.model.GaussianProcess method) (soogo.model.gp.GaussianProcess method) (soogo.model.rbf.RbfModel method) (soogo.model.RbfModel method) (soogo.model.Surrogate method) (soogo.RbfModel method)

reset() (soogo.termination.RobustCondition method) (soogo.termination.TerminationCondition method) (soogo.termination.UnsuccessfulImprovement method) reset_data() (soogo.GaussianProcess method) (soogo.model.base.Surrogate method) (soogo.model.GaussianProcess method) (soogo.model.gp.GaussianProcess method) (soogo.model.rbf.RbfModel method) (soogo.model.RbfModel method) (soogo.model.Surrogate method) (soogo.RbfModel method) RobustCondition (class in soogo.termination) rtol (soogo.acquisition.AcquisitionFunction attribute)

S

sample (soogo.optimize_result.OptimizeResult attribute) (soogo.OptimizeResult attribute) Sampler (class in soogo.sampling) sampler (soogo.acquisition.MaximizeEI attribute) (soogo.acquisition.MinimizeSurrogate attribute) (soogo.acquisition.WeightedAcquisition attribute) SamplingStrategy (class in soogo.sampling) scale (soogo.sampling.Mitchel91Sampler attribute) scaler (soogo.GaussianProcess attribute) (soogo.model.GaussianProcess attribute) (soogo.model.gp.GaussianProcess attribute) score() (soogo.acquisition.WeightedAcquisition static method) sigma (soogo.sampling.NormalSampler attribute) SLHD (soogo.sampling.SamplingStrategy attribute) socemo() (in module soogo) (in module soogo.optimize) soogo module soogo.acquisition module soogo.model module soogo.model.base module

soogo.model.gp module soogo.model.rbf module soogo.model.rbf_kernel module soogo.optimize module soogo.optimize_result module soogo.problem module soogo.sampling module soogo.termination module soogo.utils module strategy (soogo.sampling.Sampler attribute) Surrogate (class in soogo.model) (class in soogo.model.base) surrogate_optimization() (in module soogo) (in module soogo.optimize)

T

TargetValueAcquisition (class in soogo.acquisition) TerminationCondition (class in soogo.termination) test_batched_sampling() (in module tests.test_optimize) test_benchmark() (in module tests.test_gosac_bench) test_callback() (in module tests.test_optimize) test_dim() (tests.test_rbf.TestRbfModel method) test_expected_improvement() (in module tests.test_gp) 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_X() (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 ThinPlateRadialBasisFunction (class in soogo.model) (class in soogo.model.rbf_kernel) threshold (soogo.termination.UnsuccessfulImprovement attribute) tol() (soogo.acquisition.AcquisitionFunction method) (soogo.acquisition.WeightedAcquisition method)

U

UNIFORM (soogo.sampling.SamplingStrategy attribute) UnsuccessfulImprovement (class in soogo.termination) update() (soogo.acquisition.AcquisitionFunction method) (soogo.acquisition.WeightedAcquisition method) (soogo.GaussianProcess method) (soogo.model.base.Surrogate method) (soogo.model.GaussianProcess method) (soogo.model.gp.GaussianProcess method) (soogo.model.rbf.RbfModel method) (soogo.model.RbfModel method) (soogo.model.Surrogate method) (soogo.RbfModel method) (soogo.termination.RobustCondition method) (soogo.termination.TerminationCondition method) (soogo.termination.UnsuccessfulImprovement method)

V

value_range (soogo.termination.UnsuccessfulImprovement attribute)

W

WeightedAcquisition (class in soogo.acquisition)

weightpattern (soogo.acquisition.WeightedAcquisition attribute)

X

X (soogo.GaussianProcess property) (soogo.model.base.Surrogate property) (soogo.model.GaussianProcess property) (soogo.model.gp.GaussianProcess property) (soogo.model.rbf.RbfModel property) (soogo.model.RbfModel property) (soogo.model.Surrogate property)

x (soogo.optimize_result.OptimizeResult attribute) (soogo.OptimizeResult attribute) X (soogo.RbfModel property) xmin (tests.gosac_benchmark.Problem attribute)

Y

Y (soogo.GaussianProcess property) (soogo.model.base.Surrogate property) (soogo.model.GaussianProcess property) (soogo.model.gp.GaussianProcess property) (soogo.model.rbf.RbfModel property) (soogo.model.RbfModel property) (soogo.model.Surrogate property) (soogo.RbfModel property)