Index

_

__call__() (ife_surrogate.gp.kernels.Kernel method)

A

alpha (ife_surrogate.gp.kernels.RQ attribute)

apply_fsv() (in module ife_surrogate.utils)

D

DiagNoise (class in ife_surrogate.gp.kernels)

E

evaluate() (ife_surrogate.gp.kernels.DiagNoise method) (ife_surrogate.gp.kernels.FixedFreqKernel method) (ife_surrogate.gp.kernels.Kernel method), [1] (ife_surrogate.gp.kernels.Kriging method) (ife_surrogate.gp.kernels.Matern12 method) (ife_surrogate.gp.kernels.Matern32 method) (ife_surrogate.gp.kernels.Matern52 method) (ife_surrogate.gp.kernels.ProductKernel method) (ife_surrogate.gp.kernels.RBF method) (ife_surrogate.gp.kernels.RQ method) (ife_surrogate.gp.kernels.Scale method) (ife_surrogate.gp.kernels.SeparableKernel method) (ife_surrogate.gp.kernels.SumKernel method)

exempt (ife_surrogate.gp.kernels.Kernel attribute), [1]

F

fit() (ife_surrogate.utils.MinMaxScaler method)

FixedFreqKernel (class in ife_surrogate.gp.kernels)

G

get_attributes() (ife_surrogate.gp.models.GPModel method) get_params() (ife_surrogate.gp.kernels.Kernel method), [1]

get_priors() (ife_surrogate.gp.kernels.Kernel method), [1] GPModel (class in ife_surrogate.gp.models)

I

ife_surrogate.gp module ife_surrogate.gp.kernels module ife_surrogate.gp.models module

ife_surrogate.gp.trainers module ife_surrogate.utils module info() (ife_surrogate.gp.trainers.OptaxTrainer method), [1] (ife_surrogate.gp.trainers.SwarmTrainer method), [1] inverse_transform() (ife_surrogate.utils.MinMaxScaler method)

K

Kernel (class in ife_surrogate.gp.kernels) kernel_1 (ife_surrogate.gp.kernels.ProductKernel attribute), [1] (ife_surrogate.gp.kernels.SumKernel attribute), [1] kernel_2 (ife_surrogate.gp.kernels.ProductKernel attribute), [1] (ife_surrogate.gp.kernels.SumKernel attribute), [1]

key (ife_surrogate.gp.trainers.OptaxTrainer attribute) Kriging (class in ife_surrogate.gp.kernels) kw (ife_surrogate.gp.kernels.SeparableKernel attribute) kx (ife_surrogate.gp.kernels.SeparableKernel attribute)

L

lengthscale (ife_surrogate.gp.kernels.Kriging attribute) (ife_surrogate.gp.kernels.Matern12 attribute) (ife_surrogate.gp.kernels.Matern32 attribute) (ife_surrogate.gp.kernels.Matern52 attribute) (ife_surrogate.gp.kernels.RBF attribute) (ife_surrogate.gp.kernels.RQ attribute) load() (ife_surrogate.gp.models.GPModel static method)

log_likelihood_scalar() (ife_surrogate.gp.models.SeparableMultiOutputGP method) (ife_surrogate.gp.models.WidebandGP method) log_marginal_likelihood() (ife_surrogate.gp.models.ScalarGP method) (ife_surrogate.gp.models.ScalarGPBaysian method) (ife_surrogate.gp.models.SeparableMultiOutputGP method) (ife_surrogate.gp.models.WidebandGP method) loss_fn() (ife_surrogate.gp.trainers.Trainer method)

M

Matern12 (class in ife_surrogate.gp.kernels) Matern32 (class in ife_surrogate.gp.kernels) Matern52 (class in ife_surrogate.gp.kernels) MinMaxScaler (class in ife_surrogate.utils) model (ife_surrogate.gp.trainers.SwarmTrainer attribute) (ife_surrogate.gp.trainers.Trainer property) model_forward() (ife_surrogate.gp.models.ScalarGPBaysian method) (ife_surrogate.gp.models.WidebandGPBaysian method)

module ife_surrogate.gp ife_surrogate.gp.kernels ife_surrogate.gp.models ife_surrogate.gp.trainers ife_surrogate.utils

N

nlml_scalar() (in module ife_surrogate.gp) nmll_kron() (in module ife_surrogate.gp) nmll_wideband() (in module ife_surrogate.gp) noise (ife_surrogate.gp.kernels.DiagNoise attribute) nrms() (in module ife_surrogate.utils)

number_iterations (ife_surrogate.gp.trainers.OptaxTrainer attribute) (ife_surrogate.gp.trainers.SwarmTrainer attribute) number_particles (ife_surrogate.gp.trainers.SwarmTrainer attribute) number_restarts (ife_surrogate.gp.trainers.OptaxTrainer attribute) (ife_surrogate.gp.trainers.SwarmTrainer attribute)

O

OptaxTrainer (class in ife_surrogate.gp.trainers)

optimizer (ife_surrogate.gp.trainers.OptaxTrainer attribute)

P

param_bounds (ife_surrogate.gp.kernels.Kernel attribute), [1] patience (ife_surrogate.gp.trainers.OptaxTrainer attribute) plot_bounded_error() (ife_surrogate.utils.Visualizer method) plot_sns() (ife_surrogate.utils.Visualizer method) plot_testset() (ife_surrogate.utils.Visualizer method) power (ife_surrogate.gp.kernels.Kriging attribute) predict() (ife_surrogate.gp.models.GPModel method) (ife_surrogate.gp.models.ScalarGP method) (ife_surrogate.gp.models.ScalarGPBaysian method) (ife_surrogate.gp.models.SeparableMultiOutputGP method) (ife_surrogate.gp.models.WidebandGP method) (ife_surrogate.gp.models.WidebandGPBaysian method)

predict_old() (ife_surrogate.gp.models.SeparableMultiOutputGP method) (ife_surrogate.gp.models.WidebandGP method) predictive_mean_var_kron() (in module ife_surrogate.gp) predictive_mean_var_scalar() (in module ife_surrogate.gp) predictive_mean_var_wideband() (in module ife_surrogate.gp) priors (ife_surrogate.gp.kernels.Kernel attribute), [1] ProductKernel (class in ife_surrogate.gp.kernels)

Q

quickplot() (ife_surrogate.utils.Visualizer static method)

R

RBF (class in ife_surrogate.gp.kernels) replace() (ife_surrogate.gp.kernels.DiagNoise method) (ife_surrogate.gp.kernels.FixedFreqKernel method) (ife_surrogate.gp.kernels.Kernel method) (ife_surrogate.gp.kernels.Kriging method) (ife_surrogate.gp.kernels.Matern12 method) (ife_surrogate.gp.kernels.Matern32 method) (ife_surrogate.gp.kernels.Matern52 method) (ife_surrogate.gp.kernels.ProductKernel method) (ife_surrogate.gp.kernels.RBF method) (ife_surrogate.gp.kernels.RQ method) (ife_surrogate.gp.kernels.Scale method) (ife_surrogate.gp.kernels.SeparableKernel method) (ife_surrogate.gp.kernels.SumKernel method)

rmse() (in module ife_surrogate.utils) RQ (class in ife_surrogate.gp.kernels)

S

sample_hyperparameters() (ife_surrogate.gp.kernels.Kernel method), [1] sample_parameters (ife_surrogate.gp.trainers.OptaxTrainer attribute) sample_posterior() (ife_surrogate.gp.models.ScalarGP method) (ife_surrogate.gp.models.ScalarGPBaysian method) (ife_surrogate.gp.models.SeparableMultiOutputGP method) (ife_surrogate.gp.models.WidebandGP method) (ife_surrogate.gp.models.WidebandGPBaysian method) sample_prior() (ife_surrogate.gp.models.ScalarGP method) (ife_surrogate.gp.models.ScalarGPBaysian method) (ife_surrogate.gp.models.SeparableMultiOutputGP method) (ife_surrogate.gp.models.WidebandGP method) (ife_surrogate.gp.models.WidebandGPBaysian method) save() (ife_surrogate.gp.models.GPModel method) (ife_surrogate.gp.models.ScalarGP method) (ife_surrogate.gp.models.ScalarGPBaysian method) (ife_surrogate.gp.models.SeparableMultiOutputGP method) (ife_surrogate.gp.models.WidebandGPBaysian method)

save_history (ife_surrogate.gp.trainers.OptaxTrainer attribute) save_to_page() (ife_surrogate.utils.Visualizer method) ScalarGP (class in ife_surrogate.gp.models) ScalarGPBaysian (class in ife_surrogate.gp.models) Scale (class in ife_surrogate.gp.kernels) SeparableKernel (class in ife_surrogate.gp.kernels) SeparableMultiOutputGP (class in ife_surrogate.gp.models) sigma (ife_surrogate.gp.kernels.FixedFreqKernel attribute) SumKernel (class in ife_surrogate.gp.kernels) swarm_settings (ife_surrogate.gp.trainers.SwarmTrainer attribute) SwarmTrainer (class in ife_surrogate.gp.trainers)

T

tolerance (ife_surrogate.gp.trainers.OptaxTrainer attribute) train() (ife_surrogate.gp.models.ScalarGP method) (ife_surrogate.gp.models.SeparableMultiOutputGP method) (ife_surrogate.gp.models.WidebandGP method) (ife_surrogate.gp.models.WidebandGPBaysian method) (ife_surrogate.gp.trainers.OptaxTrainer method) (ife_surrogate.gp.trainers.SwarmTrainer method), [1] (ife_surrogate.gp.trainers.Trainer method)

train_scipy() (ife_surrogate.gp.models.ScalarGP method) (ife_surrogate.gp.models.SeparableMultiOutputGP method) (ife_surrogate.gp.models.WidebandGP method) train_swarm() (ife_surrogate.gp.models.SeparableMultiOutputGP method) (ife_surrogate.gp.models.WidebandGP method) train_test_split() (in module ife_surrogate.utils) Trainer (class in ife_surrogate.gp.trainers) transform() (ife_surrogate.utils.MinMaxScaler method)

U

update_params() (ife_surrogate.gp.kernels.Kernel method), [1]

V

variance (ife_surrogate.gp.kernels.Scale attribute) verbose (ife_surrogate.gp.trainers.OptaxTrainer attribute) (ife_surrogate.gp.trainers.SwarmTrainer attribute)

Visualizer (class in ife_surrogate.utils)

W

WidebandGP (class in ife_surrogate.gp.models)

WidebandGPBaysian (class in ife_surrogate.gp.models)

Z

zero_mean_unit_var_axis0() (in module ife_surrogate.utils)