Index

B

bounds (jetgp.kernel_funcs.kernel_funcs.KernelFactory attribute)

build_companion_array() (in module jetgp.utils) build_companion_array_predict() (in module jetgp.utils)

C

check_gp_gradient() (in module jetgp.utils) clear_caches() (jetgp.kernel_funcs.kernel_funcs.KernelFactory method) cobyla() (in module jetgp.hyperparameter_optimizers.cobyla)

compare_OTI_indices() (in module jetgp.utils) compute_dimension_differences() (in module jetgp.full_gddegp.gddegp_utils) convert_index_to_exponent_form() (in module jetgp.utils) create_kernel() (jetgp.kernel_funcs.kernel_funcs.KernelFactory method)

D

ddegp (class in jetgp.full_ddegp.ddegp) degp (class in jetgp.full_degp.degp) deriv_map() (in module jetgp.full_ddegp.ddegp_utils) (in module jetgp.full_degp.degp_utils) (in module jetgp.full_gddegp.gddegp_utils) (in module jetgp.wdegp.wdegp_utils)

determine_weights() (in module jetgp.wdegp.wdegp_utils) differences_by_dim (jetgp.kernel_funcs.kernel_funcs.KernelFactory attribute) differences_by_dim_func() (in module jetgp.full_ddegp.ddegp_utils) (in module jetgp.full_degp.degp_utils) (in module jetgp.full_gddegp.gddegp_utils) (in module jetgp.wdegp.wdegp_utils) dim (jetgp.kernel_funcs.kernel_funcs.KernelFactory attribute)

E

ecl_acquisition() (in module jetgp.utils) ecl_batch_acquisition() (in module jetgp.utils) extract_and_assign() (in module jetgp.full_ddegp.ddegp_utils) (in module jetgp.full_degp.degp_utils) (in module jetgp.full_gddegp.gddegp_utils) (in module jetgp.wdegp.wdegp_utils) extract_and_assign_transposed() (in module jetgp.full_gddegp.gddegp_utils) extract_cols() (in module jetgp.full_ddegp.ddegp_utils) (in module jetgp.full_degp.degp_utils) (in module jetgp.full_gddegp.gddegp_utils) (in module jetgp.wdegp.wdegp_utils) extract_cols_and_assign() (in module jetgp.full_ddegp.ddegp_utils) (in module jetgp.full_degp.degp_utils) (in module jetgp.full_gddegp.gddegp_utils) (in module jetgp.wdegp.wdegp_utils) extract_cols_and_assign_transposed() (in module jetgp.full_gddegp.gddegp_utils)

extract_cols_transposed() (in module jetgp.full_gddegp.gddegp_utils) extract_rows() (in module jetgp.full_ddegp.ddegp_utils) (in module jetgp.full_degp.degp_utils) (in module jetgp.full_gddegp.gddegp_utils) (in module jetgp.wdegp.wdegp_utils) extract_rows_and_assign() (in module jetgp.full_ddegp.ddegp_utils) (in module jetgp.full_degp.degp_utils) (in module jetgp.full_gddegp.gddegp_utils) (in module jetgp.wdegp.wdegp_utils) extract_rows_and_assign_transposed() (in module jetgp.full_gddegp.gddegp_utils) extract_rows_transposed() (in module jetgp.full_gddegp.gddegp_utils) extract_submatrix() (in module jetgp.full_ddegp.ddegp_utils) (in module jetgp.full_degp.degp_utils) (in module jetgp.full_gddegp.gddegp_utils) (in module jetgp.wdegp.wdegp_utils) extract_submatrix_transposed() (in module jetgp.full_gddegp.gddegp_utils)

F

find_common_derivatives() (in module jetgp.wdegp.wdegp_utils)

finite_difference_gradient() (in module jetgp.utils) flatten_der_indices() (in module jetgp.utils)

G

gddegp (class in jetgp.full_gddegp.gddegp) gen_OTI_indices() (in module jetgp.utils) generate_bernoulli_lambda() (in module jetgp.utils) generate_bernoulli_numbers() (in module jetgp.utils) generate_bernoulli_polynomial() (in module jetgp.utils) generate_submodel_noise_matricies() (in module jetgp.utils) generate_submodel_noise_matricies_old() (in module jetgp.utils)

get_bounds_from_data() (jetgp.kernel_funcs.kernel_funcs.KernelFactory method) get_entropy_ridge_direction_nd() (in module jetgp.utils) get_entropy_ridge_direction_nd_2() (in module jetgp.utils) get_inverse() (in module jetgp.utils) get_optimization_bounds() (in module jetgp.utils) get_oti_module() (in module jetgp.kernel_funcs.kernel_funcs) get_pdf_params() (in module jetgp.utils) get_surrogate_gradient_ray() (in module jetgp.utils)

J

jade() (in module jetgp.hyperparameter_optimizers.jade) (in module jetgp.utils) jetgp.full_ddegp.ddegp module jetgp.full_ddegp.ddegp_utils module jetgp.full_ddegp.optimizer module jetgp.full_degp.degp module jetgp.full_degp.degp_utils module jetgp.full_degp.optimizer module jetgp.full_gddegp.gddegp module jetgp.full_gddegp.gddegp_utils module jetgp.full_gddegp.optimizer module

jetgp.hyperparameter_optimizers.cobyla module jetgp.hyperparameter_optimizers.jade module jetgp.hyperparameter_optimizers.lbfgs module jetgp.hyperparameter_optimizers.powell module jetgp.hyperparameter_optimizers.pso module jetgp.kernel_funcs.kernel_funcs module jetgp.utils module jetgp.wdegp.optimizer module jetgp.wdegp.wdegp module jetgp.wdegp.wdegp_utils module

K

KernelFactory (class in jetgp.kernel_funcs.kernel_funcs)

L

lbfgs() (in module jetgp.hyperparameter_optimizers.lbfgs)

lbfgs_smart() (in module jetgp.hyperparameter_optimizers.lbfgs) local_box_around_point() (in module jetgp.utils)

M

make_first_even() (in module jetgp.full_gddegp.gddegp_utils) make_first_odd() (in module jetgp.full_gddegp.gddegp_utils) matern_kernel_anisotropic() (jetgp.kernel_funcs.kernel_funcs.KernelFactory method) matern_kernel_builder() (in module jetgp.utils) matern_kernel_grad_builder() (in module jetgp.utils) matern_kernel_isotropic() (jetgp.kernel_funcs.kernel_funcs.KernelFactory method) model (jetgp.wdegp.optimizer.Optimizer attribute) module jetgp.full_ddegp.ddegp jetgp.full_ddegp.ddegp_utils jetgp.full_ddegp.optimizer jetgp.full_degp.degp jetgp.full_degp.degp_utils jetgp.full_degp.optimizer jetgp.full_gddegp.gddegp jetgp.full_gddegp.gddegp_utils jetgp.full_gddegp.optimizer jetgp.hyperparameter_optimizers.cobyla jetgp.hyperparameter_optimizers.jade jetgp.hyperparameter_optimizers.lbfgs jetgp.hyperparameter_optimizers.powell jetgp.hyperparameter_optimizers.pso jetgp.kernel_funcs.kernel_funcs jetgp.utils jetgp.wdegp.optimizer jetgp.wdegp.wdegp jetgp.wdegp.wdegp_utils

N

n_order (jetgp.kernel_funcs.kernel_funcs.KernelFactory attribute) negative_log_marginal_likelihood() (jetgp.full_ddegp.optimizer.Optimizer method) (jetgp.full_degp.optimizer.Optimizer method) (jetgp.full_gddegp.optimizer.Optimizer method) (jetgp.wdegp.optimizer.Optimizer method) nll_and_grad() (jetgp.full_ddegp.optimizer.Optimizer method) (jetgp.full_degp.optimizer.Optimizer method) (jetgp.full_gddegp.optimizer.Optimizer method) (jetgp.wdegp.optimizer.Optimizer method) nll_grad() (jetgp.full_ddegp.optimizer.Optimizer method) (jetgp.full_degp.optimizer.Optimizer method) (jetgp.full_gddegp.optimizer.Optimizer method) (jetgp.wdegp.optimizer.Optimizer method)

nll_wrapper() (jetgp.full_ddegp.optimizer.Optimizer method) (jetgp.full_degp.optimizer.Optimizer method) (jetgp.full_gddegp.optimizer.Optimizer method) (jetgp.wdegp.optimizer.Optimizer method) normalize (jetgp.kernel_funcs.kernel_funcs.KernelFactory attribute) normalize_directions() (in module jetgp.utils) normalize_directions_2() (in module jetgp.utils) normalize_x_data_test() (in module jetgp.utils) normalize_x_data_train() (in module jetgp.utils) normalize_y_data() (in module jetgp.utils) normalize_y_data_directional() (in module jetgp.utils) nrmse() (in module jetgp.utils) nu (jetgp.kernel_funcs.kernel_funcs.KernelFactory attribute)

O

optimize_hyperparameters() (jetgp.full_ddegp.ddegp.ddegp method) (jetgp.full_ddegp.optimizer.Optimizer method) (jetgp.full_degp.degp.degp method) (jetgp.full_degp.optimizer.Optimizer method) (jetgp.full_gddegp.gddegp.gddegp method) (jetgp.full_gddegp.optimizer.Optimizer method) (jetgp.wdegp.optimizer.Optimizer method) (jetgp.wdegp.wdegp.wdegp method)

Optimizer (class in jetgp.full_ddegp.optimizer) (class in jetgp.full_degp.optimizer) (class in jetgp.full_gddegp.optimizer) (class in jetgp.wdegp.optimizer)

P

powell() (in module jetgp.hyperparameter_optimizers.powell) precompute_kernel_plan() (in module jetgp.full_ddegp.ddegp_utils) (in module jetgp.full_degp.degp_utils) (in module jetgp.full_gddegp.gddegp_utils) (in module jetgp.wdegp.wdegp_utils)

predict() (jetgp.full_ddegp.ddegp.ddegp method) (jetgp.full_degp.degp.degp method) (jetgp.full_gddegp.gddegp.gddegp method) (jetgp.wdegp.wdegp.wdegp method) pso() (in module jetgp.hyperparameter_optimizers.pso) (in module jetgp.utils)

R

rbf_kernel() (in module jetgp.full_ddegp.ddegp_utils) (in module jetgp.full_degp.degp_utils) (in module jetgp.full_gddegp.gddegp_utils) (in module jetgp.wdegp.wdegp_utils) rbf_kernel_fast() (in module jetgp.full_ddegp.ddegp_utils) (in module jetgp.full_degp.degp_utils) (in module jetgp.full_gddegp.gddegp_utils) (in module jetgp.wdegp.wdegp_utils)

rbf_kernel_predictions() (in module jetgp.full_ddegp.ddegp_utils) (in module jetgp.full_degp.degp_utils) (in module jetgp.full_gddegp.gddegp_utils) (in module jetgp.wdegp.wdegp_utils) reshape_y_train() (in module jetgp.utils) robust_local_optimization() (in module jetgp.utils) rq_kernel_anisotropic() (jetgp.kernel_funcs.kernel_funcs.KernelFactory method) rq_kernel_isotropic() (jetgp.kernel_funcs.kernel_funcs.KernelFactory method)

S

scale_samples() (in module jetgp.utils) se_kernel_anisotropic() (jetgp.kernel_funcs.kernel_funcs.KernelFactory method) se_kernel_isotropic() (jetgp.kernel_funcs.kernel_funcs.KernelFactory method) should_accept_local_result() (in module jetgp.utils)

SI_kernel_anisotropic() (jetgp.kernel_funcs.kernel_funcs.KernelFactory method) SI_kernel_isotropic() (jetgp.kernel_funcs.kernel_funcs.KernelFactory method) sine_exp_kernel_anisotropic() (jetgp.kernel_funcs.kernel_funcs.KernelFactory method) sine_exp_kernel_isotropic() (jetgp.kernel_funcs.kernel_funcs.KernelFactory method) sobol_points() (in module jetgp.utils)

T

to_list() (in module jetgp.wdegp.wdegp_utils) to_tuple() (in module jetgp.wdegp.wdegp_utils) transform_cov() (in module jetgp.utils) transform_cov_directional() (in module jetgp.utils) transform_der_indices() (in module jetgp.full_ddegp.ddegp_utils) (in module jetgp.full_degp.degp_utils) (in module jetgp.full_gddegp.gddegp_utils) (in module jetgp.wdegp.wdegp_utils)

transform_predictions() (in module jetgp.utils) transform_predictions_directional() (in module jetgp.utils) true_noise_std (jetgp.kernel_funcs.kernel_funcs.KernelFactory attribute)

W

wdegp (class in jetgp.wdegp.wdegp)