Index

_

_init_params (physbo.blm.lik.Linear attribute)

A

Ackley (class in physbo.test_functions.single_objective) actions (physbo.search.discrete.Policy attribute) Adam (class in physbo.gp.core.learning) (class in physbo.opt)

adam() (in module physbo.gp.core.learning) add() (physbo.search.pareto.Rectangles method) (physbo.Variable method) alpha (physbo.opt.Adam attribute)

B

BasePredictor (class in physbo.predictor) basis (physbo.blm.lik.Linear attribute) Batch (class in physbo.gp.core.learning) batch() (in module physbo.gp.core.learning) bayes_search() (physbo.search.discrete.Policy method) (physbo.search.discrete_multi.Policy method) (physbo.search.range.Policy method) (physbo.search.range_multi.Policy method) Beale (class in physbo.test_functions.single_objective) beta (physbo.opt.Adam attribute) bias (physbo.blm.lik.Linear attribute)

Binh1 (in module physbo.test_functions.multi_objective) Binh2 (in module physbo.test_functions.multi_objective) Binh3 (in module physbo.test_functions.multi_objective) Binh4 (in module physbo.test_functions.multi_objective) Binh5 (class in physbo.test_functions.multi_objective) Binh6 (class in physbo.test_functions.multi_objective) Binh8 (class in physbo.test_functions.multi_objective) Binh9 (class in physbo.test_functions.multi_objective) BinhKorn (class in physbo.test_functions.multi_objective) blm (physbo.blm.Predictor attribute) Booth (class in physbo.test_functions.single_objective)

C

cat_params() (physbo.gp.core.Model method) (physbo.gp.core.Prior method) (physbo.gp.cov.Gauss method) (physbo.gp.Model method) (physbo.gp.Prior method) ChankongHaimes (class in physbo.test_functions.multi_objective) check_shape() (physbo.Variable method) config (physbo.blm.Predictor attribute) (physbo.search.discrete.Policy attribute)

Const (class in physbo.gp.mean) constraint() (physbo.test_functions.base.TestFunction method) (physbo.test_functions.multi_objective.BinhKorn method) (physbo.test_functions.multi_objective.ChankongHaimes method) (physbo.test_functions.multi_objective.ConstrEX method) (physbo.test_functions.multi_objective.KitaYabumotoMoriNishikawa method) (physbo.test_functions.multi_objective.OsyczkaKundu method) ConstrEX (class in physbo.test_functions.multi_objective) Cov (class in physbo.blm.lik) cov (physbo.blm.lik.Gauss attribute)

D

decomp_params() (physbo.gp.core.Model method) (physbo.gp.core.Prior method) (physbo.gp.cov.Gauss method) (physbo.gp.Model method) (physbo.gp.Prior method) default_alg_dict() (in module physbo.search.optimize.odatse) delete() (physbo.Variable method)

delete_stats() (physbo.blm.Predictor method) (physbo.gp.Predictor method) (physbo.predictor.BasePredictor method) deprecated_warning() (in module physbo.misc) dim (physbo.test_functions.base.TestFunction property) disp_marlik() (physbo.gp.core.learning.Online method) divide_non_dominated_region() (physbo.search.pareto.Pareto method) dominate() (in module physbo.search.pareto)

E

Easom (class in physbo.test_functions.single_objective) EHVI() (in module physbo.search.score_multi) EI() (in module physbo.search.score) epoch (physbo.opt.Adam attribute) epsilon (physbo.opt.Adam attribute) eval_marlik() (in module physbo.gp.inf.exact) (physbo.gp.core.Model method) (physbo.gp.Model method) export_all_sequence_best_fx() (physbo.search.discrete.History method) (physbo.search.range.History method) export_blm() (physbo.gp.core.Model method) (physbo.gp.Model method)

export_front() (physbo.search.pareto.Pareto method) export_history() (physbo.search.discrete.Policy method) (physbo.search.range.Policy method) export_pareto_front() (physbo.search.discrete_multi.History method) (physbo.search.range_multi.History method) export_predictor() (physbo.search.discrete.Policy method) (physbo.search.range.Policy method) export_sequence_best_fx() (physbo.search.discrete.History method) (physbo.search.range.History method) export_training() (physbo.search.discrete.Policy method) (physbo.search.range.Policy method)

F

f() (physbo.test_functions.base.TestFunction method) (physbo.test_functions.multi_objective.Binh5 method) (physbo.test_functions.multi_objective.Binh6 method) (physbo.test_functions.multi_objective.Binh8 method) (physbo.test_functions.multi_objective.Binh9 method) (physbo.test_functions.multi_objective.BinhKorn method) (physbo.test_functions.multi_objective.ChankongHaimes method) (physbo.test_functions.multi_objective.ConstrEX method) (physbo.test_functions.multi_objective.FonsecaFleming method) (physbo.test_functions.multi_objective.Gaussian method) (physbo.test_functions.multi_objective.KitaYabumotoMoriNishikawa method) (physbo.test_functions.multi_objective.Kursawe method) (physbo.test_functions.multi_objective.OsyczkaKundu method) (physbo.test_functions.multi_objective.Poloni method) (physbo.test_functions.multi_objective.Schaffer1 method) (physbo.test_functions.multi_objective.Schaffer2 method) (physbo.test_functions.multi_objective.Viennet method) (physbo.test_functions.multi_objective.ZDT1 method) (physbo.test_functions.multi_objective.ZDT2 method) (physbo.test_functions.multi_objective.ZDT3 method) (physbo.test_functions.multi_objective.ZDT4 method) (physbo.test_functions.multi_objective.ZDT6 method) (physbo.test_functions.single_objective.Ackley method) (physbo.test_functions.single_objective.Beale method) (physbo.test_functions.single_objective.Booth method) (physbo.test_functions.single_objective.Easom method) (physbo.test_functions.single_objective.Himmelblau method) (physbo.test_functions.single_objective.Matyas method) (physbo.test_functions.single_objective.Rastrigin method) (physbo.test_functions.single_objective.Rosenbrock method) (physbo.test_functions.single_objective.Schaffer2 method) (physbo.test_functions.single_objective.Sphere method) (physbo.test_functions.single_objective.StyblinskiTang method) (physbo.test_functions.single_objective.ThreeHumpCamel method)

fit() (physbo.blm.Predictor method) (physbo.gp.core.Model method) (physbo.gp.core.SFS method) (physbo.gp.Model method) (physbo.gp.Predictor method) (physbo.gp.SFS method) (physbo.predictor.BasePredictor method) FonsecaFleming (class in physbo.test_functions.multi_objective) Fourier (class in physbo.blm.basis)

G

gamma (physbo.opt.Adam attribute) Gauss (class in physbo.blm.lik) (class in physbo.gp.cov) (class in physbo.gp.lik) gauss() (in module physbo.blm.prior) Gaussian (class in physbo.test_functions.multi_objective) get_basis() (physbo.blm.basis.Fourier method) (physbo.blm.lik.Gauss method) (physbo.blm.Predictor method) (physbo.gp.Predictor method) (physbo.predictor.BasePredictor method) get_cand_params() (physbo.gp.core.Model method) (physbo.gp.cov.Gauss method) (physbo.gp.lik.Gauss method) (physbo.gp.mean.Const method) (physbo.gp.Model method) get_cov() (physbo.blm.lik.Cov method) (physbo.blm.lik.Gauss method) (physbo.gp.core.Prior method) (physbo.gp.cov.Gauss method) (physbo.gp.lik.Gauss method) (physbo.gp.Prior method) get_grad() (physbo.gp.cov.Gauss method) (physbo.gp.lik.Gauss method) (physbo.gp.mean.Const method) (physbo.gp.mean.Zero method) get_grad_cov() (physbo.gp.core.Prior method) (physbo.gp.Prior method) get_grad_marlik() (in module physbo.gp.inf.exact) (physbo.gp.core.Model method) (physbo.gp.Model method) get_grad_mean() (physbo.gp.core.Prior method) (physbo.gp.Prior method) get_mean() (physbo.blm.lik.Gauss method) (physbo.blm.lik.Linear method) (physbo.gp.core.Prior method) (physbo.gp.mean.Const method) (physbo.gp.mean.Zero method) (physbo.gp.Prior method) get_one_update() (physbo.gp.core.learning.Adam method) (physbo.gp.core.learning.Online method) get_params() (physbo.gp.core.SFS method) (physbo.gp.SFS method) get_params_bound() (physbo.gp.core.Model method) (physbo.gp.cov.Gauss method) (physbo.gp.lik.Gauss method) (physbo.gp.mean.Const method) (physbo.gp.Model method) get_permutation_importance() (in module physbo.misc.permutation_importance) (physbo.blm.core.Model method) (physbo.blm.Model method) (physbo.gp.core.Model method) (physbo.gp.Model method) (physbo.predictor.BasePredictor method) (physbo.search.discrete.Policy method) (physbo.search.discrete_multi.Policy method) (physbo.search.range_multi.Policy method) get_post_fcov() (in module physbo.blm.inf.exact) (in module physbo.gp.inf.exact) (physbo.blm.core.Model method) (physbo.blm.Model method) (physbo.blm.Predictor method) (physbo.gp.core.Model method) (physbo.gp.Model method) (physbo.gp.Predictor method) (physbo.predictor.BasePredictor method) (physbo.search.discrete.Policy method) (physbo.search.discrete_multi.Policy method) (physbo.search.range.Policy method) (physbo.search.range_multi.Policy method)

get_post_fmean() (in module physbo.blm.inf.exact) (in module physbo.gp.inf.exact) (physbo.blm.core.Model method) (physbo.blm.Model method) (physbo.blm.Predictor method) (physbo.gp.core.Model method) (physbo.gp.core.SFS method) (physbo.gp.Model method) (physbo.gp.Predictor method) (physbo.gp.SFS method) (physbo.predictor.BasePredictor method) (physbo.search.discrete.Policy method) (physbo.search.discrete_multi.Policy method) (physbo.search.range.Policy method) (physbo.search.range_multi.Policy method) get_post_params() (physbo.blm.Predictor method) (physbo.gp.Predictor method) (physbo.predictor.BasePredictor method) get_post_params_mean() (in module physbo.blm.inf.exact) (physbo.blm.core.Model method) (physbo.blm.Model method) get_post_params_samples() (physbo.predictor.BasePredictor method) get_post_samples() (physbo.blm.Predictor method) (physbo.gp.Predictor method) (physbo.predictor.BasePredictor method) get_prec() (physbo.blm.lik.Cov method) (physbo.blm.lik.Gauss method) get_predict_samples() (physbo.blm.Predictor method) (physbo.gp.Predictor method) (physbo.predictor.BasePredictor method) get_score() (physbo.search.discrete.Policy method) (physbo.search.discrete_multi.Policy method) (physbo.search.range.Policy method) (physbo.search.range_multi.Policy method) get_subset() (physbo.Variable method) global_minimum_point() (physbo.test_functions.single_objective.Ackley method) (physbo.test_functions.single_objective.Beale method) (physbo.test_functions.single_objective.Booth method) (physbo.test_functions.single_objective.Easom method) (physbo.test_functions.single_objective.Himmelblau method) (physbo.test_functions.single_objective.Matyas method) (physbo.test_functions.single_objective.Rastrigin method) (physbo.test_functions.single_objective.Rosenbrock method) (physbo.test_functions.single_objective.Schaffer2 method) (physbo.test_functions.single_objective.SingleTestFunction method) (physbo.test_functions.single_objective.Sphere method) (physbo.test_functions.single_objective.StyblinskiTang method) (physbo.test_functions.single_objective.ThreeHumpCamel method) grad (physbo.opt.Adam attribute)

H

Himmelblau (class in physbo.test_functions.single_objective) History (class in physbo.search.discrete) (class in physbo.search.discrete_multi) (class in physbo.search.range) (class in physbo.search.range_multi)

history (physbo.search.discrete.Policy attribute) HVPI() (in module physbo.search.score_multi)

I

init_params() (physbo.gp.mean.Const method) init_params_search() (physbo.gp.core.learning.Batch method) (physbo.gp.core.learning.Online method)

is_learning() (in module physbo.search.utility)

K

KitaYabumotoMoriNishikawa (class in physbo.test_functions.multi_objective)

Kursawe (class in physbo.test_functions.multi_objective)

L

length_vector() (in module physbo.search.utility) lik (physbo.blm.core.Model attribute) (physbo.blm.Model attribute) Linear (class in physbo.blm.lik) linear (physbo.blm.lik.Gauss attribute) load() (physbo.gp.cov.Gauss method) (physbo.predictor.BasePredictor method) (physbo.search.discrete.History method) (physbo.search.discrete.Policy method) (physbo.search.discrete_multi.History method) (physbo.search.discrete_multi.Policy method) (physbo.search.range.History method) (physbo.search.range.Policy method) (physbo.search.range_multi.History method) (physbo.search.range_multi.Policy method) (physbo.Variable method)

load_predictor_list() (physbo.search.discrete_multi.Policy method) (physbo.search.range_multi.Policy method) load_training_list() (physbo.search.discrete_multi.Policy method) (physbo.search.range_multi.Policy method)

M

m (physbo.opt.Adam attribute) make_grid() (in module physbo.search.utility) (physbo.test_functions.base.TestFunction method) Matyas (class in physbo.test_functions.single_objective) max_epoch (physbo.opt.Adam attribute) max_X (physbo.test_functions.base.TestFunction property) method (physbo.blm.core.Model attribute) (physbo.blm.Model attribute) min_X (physbo.test_functions.base.TestFunction property) Model (class in physbo.blm) (class in physbo.blm.core) (class in physbo.gp) (class in physbo.gp.core) module physbo physbo.blm physbo.blm.basis physbo.blm.core physbo.blm.inf physbo.blm.inf.exact physbo.blm.lik physbo.blm.prior physbo.gp physbo.gp.core physbo.gp.core.learning physbo.gp.cov physbo.gp.inf physbo.gp.inf.exact physbo.gp.lik physbo.gp.mean physbo.misc physbo.misc.permutation_importance physbo.opt physbo.predictor physbo.search physbo.search.discrete physbo.search.discrete_multi physbo.search.optimize physbo.search.optimize.odatse physbo.search.optimize.random physbo.search.pareto physbo.search.range physbo.search.range_multi physbo.search.score physbo.search.score_multi physbo.search.utility physbo.test_functions physbo.test_functions.base physbo.test_functions.multi_objective physbo.test_functions.single_objective

mpicomm (physbo.search.discrete.Policy attribute) mpirank (physbo.search.discrete.Policy attribute) mpisize (physbo.search.discrete.Policy attribute) MultiTestFunction (class in physbo.test_functions.multi_objective)

N

nbasis (physbo.blm.basis.Fourier attribute) (physbo.blm.core.Model attribute) (physbo.blm.lik.Linear attribute) (physbo.blm.Model attribute)

new_data (physbo.search.discrete.Policy attribute) nobj (physbo.test_functions.base.TestFunction property) nparams (physbo.blm.lik.Cov attribute) (physbo.opt.Adam attribute)

O

one_run() (physbo.gp.core.learning.Batch method) (physbo.gp.core.learning.Online method) Online (class in physbo.gp.core.learning)

online() (in module physbo.gp.core.learning) Optimizer (class in physbo.search.optimize.odatse) (class in physbo.search.optimize.random) OsyczkaKundu (class in physbo.test_functions.multi_objective)

P

params (physbo.blm.basis.Fourier attribute) (physbo.blm.lik.Cov attribute) (physbo.blm.lik.Linear attribute) (physbo.opt.Adam attribute) Pareto (class in physbo.search.pareto) physbo module physbo.blm module physbo.blm.basis module physbo.blm.core module physbo.blm.inf module physbo.blm.inf.exact module physbo.blm.lik module physbo.blm.prior module physbo.gp module physbo.gp.core module physbo.gp.core.learning module physbo.gp.cov module physbo.gp.inf module physbo.gp.inf.exact module physbo.gp.lik module physbo.gp.mean module physbo.misc module physbo.misc.permutation_importance module physbo.opt module physbo.predictor module physbo.search module physbo.search.discrete module physbo.search.discrete_multi module physbo.search.optimize module physbo.search.optimize.odatse module physbo.search.optimize.random module physbo.search.pareto module

physbo.search.range module physbo.search.range_multi module physbo.search.score module physbo.search.score_multi module physbo.search.utility module physbo.test_functions module physbo.test_functions.base module physbo.test_functions.multi_objective module physbo.test_functions.single_objective module PI() (in module physbo.search.score) plot_pareto_front() (in module physbo.search.utility) plot_pareto_front_all() (in module physbo.search.utility) Policy (class in physbo.search.discrete) (class in physbo.search.discrete_multi) (class in physbo.search.range) (class in physbo.search.range_multi) Poloni (class in physbo.test_functions.multi_objective) post_sampling() (physbo.blm.core.Model method) (physbo.blm.Model method) (physbo.gp.core.Model method) (physbo.gp.Model method) prec (physbo.blm.lik.Cov attribute) predict() (physbo.gp.core.SFS method) (physbo.gp.SFS method) predict_sampling() (physbo.blm.core.Model method) (physbo.blm.Model method) (physbo.gp.core.Model method) (physbo.gp.Model method) Predictor (class in physbo.blm) (class in physbo.gp) predictor (physbo.search.discrete.Policy attribute) prepare() (in module physbo.blm.inf.exact) (in module physbo.gp.inf.exact) (physbo.blm.core.Model method) (physbo.blm.Model method) (physbo.blm.Predictor method) (physbo.gp.core.Model method) (physbo.gp.core.SFS method) (physbo.gp.cov.Gauss method) (physbo.gp.Model method) (physbo.gp.Predictor method) (physbo.gp.SFS method) (physbo.predictor.BasePredictor method) print_params() (physbo.gp.core.Model method) (physbo.gp.cov.Gauss method) (physbo.gp.Model method) Prior (class in physbo.gp) (class in physbo.gp.core) prior (physbo.blm.core.Model attribute) (physbo.blm.Model attribute)

R

rand_expans() (physbo.gp.cov.Gauss method) random_search() (physbo.search.discrete.Policy method) (physbo.search.discrete_multi.Policy method) (physbo.search.range.Policy method) (physbo.search.range_multi.Policy method) Rastrigin (class in physbo.test_functions.single_objective) Rectangles (class in physbo.search.pareto)

reference_max (physbo.test_functions.multi_objective.MultiTestFunction property) reference_min (physbo.test_functions.multi_objective.MultiTestFunction property) reset() (physbo.gp.core.learning.Adam method) Rosenbrock (class in physbo.test_functions.single_objective) run() (physbo.gp.core.learning.Batch method) (physbo.gp.core.learning.Online method) (physbo.opt.Adam method)

S

sampling() (in module physbo.blm.inf.exact) (physbo.blm.core.Model method) (physbo.blm.lik.Gauss method) (physbo.blm.Model method) (physbo.gp.core.Prior method) (physbo.gp.lik.Gauss method) (physbo.gp.Prior method) save() (physbo.gp.cov.Gauss method) (physbo.predictor.BasePredictor method) (physbo.search.discrete.History method) (physbo.search.discrete.Policy method) (physbo.search.discrete_multi.History method) (physbo.search.discrete_multi.Policy method) (physbo.search.range.History method) (physbo.search.range.Policy method) (physbo.search.range_multi.History method) (physbo.search.range_multi.Policy method) (physbo.Variable method) save_predictor_list() (physbo.search.discrete_multi.Policy method) (physbo.search.range_multi.Policy method) save_training_list() (physbo.search.discrete_multi.Policy method) (physbo.search.range_multi.Policy method) Schaffer1 (class in physbo.test_functions.multi_objective) Schaffer2 (class in physbo.test_functions.multi_objective) (class in physbo.test_functions.single_objective) score() (in module physbo.search.score) (in module physbo.search.score_multi) seed (physbo.search.discrete.Policy attribute) set_bias() (physbo.blm.lik.Gauss method) (physbo.blm.lik.Linear method) set_config() (in module physbo.misc) set_cov_params() (physbo.gp.core.Prior method) (physbo.gp.Prior method) set_mean_params() (physbo.gp.core.Prior method) (physbo.gp.Prior method) set_params() (physbo.blm.basis.Fourier method) (physbo.blm.lik.Cov method) (physbo.blm.lik.Gauss method) (physbo.blm.lik.Linear method) (physbo.gp.core.Model method) (physbo.gp.core.Prior method) (physbo.gp.cov.Gauss method) (physbo.gp.lik.Gauss method) (physbo.gp.mean.Const method) (physbo.gp.mean.Zero method) (physbo.gp.Model method) (physbo.gp.Prior method) (physbo.opt.Adam method)

set_reference_max() (physbo.search.pareto.Pareto method) set_reference_min() (physbo.search.pareto.Pareto method) set_seed() (physbo.search.discrete.Policy method) (physbo.search.range.Policy method) SFS (class in physbo.gp) (class in physbo.gp.core) show() (physbo.blm.basis.Fourier method) show_interactive_mode() (in module physbo.search.utility) show_search_results() (in module physbo.search.utility) (physbo.search.discrete.History method) (physbo.search.range.History method) show_search_results_mo() (in module physbo.search.utility) (physbo.search.discrete_multi.History method) (physbo.search.range_multi.History method) show_start_message_multi_search() (in module physbo.search.utility) sigma2 (physbo.blm.lik.Cov attribute) Simulator (class in physbo.search.utility) SingleTestFunction (class in physbo.test_functions.single_objective) Sphere (class in physbo.test_functions.single_objective) stats (physbo.blm.core.Model attribute) (physbo.blm.lik.Gauss attribute) (physbo.blm.Model attribute) StyblinskiTang (class in physbo.test_functions.single_objective) sub_sampling() (physbo.gp.core.Model method) (physbo.gp.Model method) supp_params() (physbo.gp.cov.Gauss method) (physbo.gp.lik.Gauss method) (physbo.gp.mean.Const method)

T

t (physbo.Variable attribute) test (physbo.search.discrete.Policy attribute) TestFunction (class in physbo.test_functions.base) ThreeHumpCamel (class in physbo.test_functions.single_objective) time_get_action (physbo.search.discrete.History property) (physbo.search.discrete_multi.History property) (physbo.search.range.History property) (physbo.search.range_multi.History property) time_run_simulator (physbo.search.discrete.History property) (physbo.search.discrete_multi.History property) (physbo.search.range.History property) (physbo.search.range_multi.History property)

time_total (physbo.search.discrete.History property) (physbo.search.discrete_multi.History property) (physbo.search.range.History property) (physbo.search.range_multi.History property) time_update_predictor (physbo.search.discrete.History property) (physbo.search.discrete_multi.History property) (physbo.search.range.History property) (physbo.search.range_multi.History property) training (physbo.search.discrete.Policy attribute) trans_params() (physbo.gp.lik.Gauss method) TS() (in module physbo.search.score) (in module physbo.search.score_multi)

U

update() (physbo.blm.Predictor method) (physbo.gp.Predictor method) (physbo.opt.Adam method) (physbo.predictor.BasePredictor method)

update_front() (physbo.search.pareto.Pareto method) update_stats() (in module physbo.blm.inf.exact) (physbo.blm.core.Model method) (physbo.blm.Model method)

V

v (physbo.opt.Adam attribute) Variable (class in physbo) Viennet (class in physbo.test_functions.multi_objective)

VLMOP1 (in module physbo.test_functions.multi_objective) VLMOP2 (in module physbo.test_functions.multi_objective) VLMOP3 (in module physbo.test_functions.multi_objective) volume_in_dominance() (physbo.search.pareto.Pareto method)

W

write() (physbo.search.discrete.History method) (physbo.search.discrete.Policy method) (physbo.search.discrete_multi.History method) (physbo.search.discrete_multi.Policy method) (physbo.search.range.History method) (physbo.search.range.Policy method) (physbo.search.range_multi.History method) (physbo.search.range_multi.Policy method)

X

X (physbo.Variable attribute)

Z

Z (physbo.Variable attribute) ZDT1 (class in physbo.test_functions.multi_objective) ZDT2 (class in physbo.test_functions.multi_objective)

ZDT3 (class in physbo.test_functions.multi_objective) ZDT4 (class in physbo.test_functions.multi_objective) ZDT6 (class in physbo.test_functions.multi_objective) Zero (class in physbo.gp.mean)