Index

_

__init__() (qpots.acquisition.Acquisition method) (qpots.function.Function method) (qpots.model_object.ModelObject method) _abc_impl (qpots.utils.acq_utils.qDecoupledPESMO attribute) _augment_X_with_tasks() (in module qpots.utils.utils) _call_combined() (qpots.function.Function method) _coerce_constraint_output() (qpots.function.Function method) _coerce_input() (qpots.function.Function method) _coerce_output() (qpots.function.Function method) _CompetitiveDecouplingMixin (class in qpots.utils.acq_utils) _compute_information_gain() (qpots.utils.acq_utils.qDecoupledPESMO method) _evaluate() (qpots.function.Function method) (qpots.utils.pymoo_problem.PyMooFunction method) _evaluate_builtin_constraints() (qpots.function.Function method) _gp_posterior() (qpots.acquisition.Acquisition method) _initialize_function() (qpots.function.Function method)

_make_qpots_posterior_path() (qpots.acquisition.Acquisition method) _masked_logdet() (qpots.utils.acq_utils.qDecoupledPESMO method) _missing_start_matlab() (in module qpots.tsemo_runner) _MissingEngineError _mt_gp_posterior() (qpots.acquisition.Acquisition method) _nystrom_approx() (qpots.acquisition.Acquisition method) _optimize_qpots_posterior() (qpots.acquisition.Acquisition method) _select_qpots_batch() (qpots.acquisition.Acquisition method) _selected_output_indices() (qpots.utils.acq_utils._CompetitiveDecouplingMixin method) _selected_output_mask() (qpots.utils.acq_utils._CompetitiveDecouplingMixin method) _set_X_evaluation_mask() (qpots.utils.acq_utils._CompetitiveDecouplingMixin method) _stable_logdet() (in module qpots.utils.tc_utils) (in module qpots.utils.utils) _unravel_index() (in module qpots.utils.tc_utils) _validate_bounds() (qpots.function.Function method) _validate_mask() (in module qpots.utils.acq_utils) _validate_tsemo_path() (qpots.tsemo_runner.TSEMORunner static method)

A

Acquisition (class in qpots.acquisition) acquisition_options() (qpots.runner.QPOTSConfig method) arg_parser() (in module qpots.utils.utils)

argmax_mi_subset_bruteforce() (in module qpots.utils.tc_utils) (in module qpots.utils.utils) as_tensor() (in module qpots.config)

B

batch_size (qpots.runner.QPOTSConfig attribute)

build_pareto_state() (in module qpots.utils.acq_utils)

C

candidate_x (qpots.runner.IterationResult attribute) candidate_x_normalized (qpots.runner.IterationResult attribute) cholesky_with_jitter() (in module qpots.utils.tc_utils) choose_competitive_decoupled_candidate() (in module qpots.utils.acq_utils)

compute_true_hypervolume() (in module qpots.utils.utils) computeTC() (in module qpots.utils.tc_utils) corr_and_total_correlation() (in module qpots.utils.tc_utils) (in module qpots.utils.utils) correlation_threshold (qpots.runner.QPOTSConfig attribute)

D

device (qpots.config.RuntimeConfig attribute)

dtype (qpots.config.RuntimeConfig attribute)

E

evaluate() (qpots.function.Function method) evaluate_all() (qpots.function.Function method)

EvaluationResult (class in qpots.function) evaluations (qpots.runner.IterationResult attribute) expected_hypervolume() (in module qpots.utils.utils)

F

fit_gp() (qpots.model_object.ModelObject method) fit_gp_no_variance() (qpots.model_object.ModelObject method) fit_mtgp() (in module qpots.utils.tc_utils)

fit_multitask_gp() (qpots.model_object.ModelObject method) forward() (qpots.utils.acq_utils.qDecoupledPESMO method) Function (class in qpots.function)

G

gen_filtered_cands() (in module qpots.utils.utils) generate_sobol_data() (in module qpots.utils.acq_utils) generations (qpots.runner.QPOTSConfig attribute) get_bounds() (qpots.function.Function method) get_cons() (qpots.function.Function method)

get_current_value() (in module qpots.utils.acq_utils) get_default_runtime() (in module qpots.config) get_device() (in module qpots.config) get_dtype() (in module qpots.config) get_model_identified_hv_maximizing_set() (in module qpots.utils.tc_utils)

H

hypervolume_from_posterior_mean_gp() (in module qpots.utils.acq_utils)

hypervolume_from_posterior_mean_mtgp() (in module qpots.utils.utils)

I

initialize() (qpots.runner.QPOTSRunner method) initialize_model() (in module qpots.utils.acq_utils) iteration (qpots.runner.IterationResult attribute)

IterationResult (class in qpots.runner) iterations (qpots.runner.OptimizationResult attribute) (qpots.runner.QPOTSConfig attribute)

J

jesmo() (qpots.acquisition.Acquisition method)

M

mesmo() (qpots.acquisition.Acquisition method) minmax_scale() (in module qpots.utils.utils) model (qpots.runner.OptimizationResult attribute) ModelObject (class in qpots.model_object) module qpots.config qpots.runner qpots.tsemo_runner qpots.utils.acq_utils qpots.utils.pymoo_problem qpots.utils.tc_utils qpots.utils.utils

mtgp_posterior_mean_hypervolume() (in module qpots.utils.utils) multitask (qpots.runner.QPOTSConfig attribute) mutual_information_split_gaussian() (in module qpots.utils.tc_utils) (in module qpots.utils.utils)

N

n_constraints (qpots.runner.QPOTSConfig attribute) n_initial (qpots.runner.QPOTSConfig attribute)

nsga2() (in module qpots.utils.pymoo_problem) nystrom (qpots.runner.QPOTSConfig attribute) nystrom_choice (qpots.runner.QPOTSConfig attribute)

O

observed_values (qpots.runner.IterationResult attribute) OptimizationResult (class in qpots.runner)

optimize_HVKG_and_get_obs_decoupled() (in module qpots.utils.acq_utils) optimize_qnehvi_and_get_observation() (in module qpots.utils.acq_utils)

P

parego() (qpots.acquisition.Acquisition method) partial_evaluations (qpots.runner.QPOTSConfig attribute)

pesmo() (qpots.acquisition.Acquisition method) posterior_mean_fill() (in module qpots.utils.utils) PyMooFunction (class in qpots.utils.pymoo_problem)

Q

qDecoupledPESMO (class in qpots.utils.acq_utils) qlogei() (qpots.acquisition.Acquisition method) qlogparego() (qpots.acquisition.Acquisition method) qmaximin() (in module qpots.utils.tc_utils) qpots() (qpots.acquisition.Acquisition method) qpots.config module qpots.runner module qpots.tsemo_runner module

qpots.utils.acq_utils module qpots.utils.pymoo_problem module qpots.utils.tc_utils module qpots.utils.utils module QPOTSConfig (class in qpots.runner) QPOTSRunner (class in qpots.runner)

R

refit_final_model (qpots.runner.QPOTSConfig attribute) resolve_runtime() (in module qpots.config)

run() (qpots.runner.QPOTSRunner method) RuntimeConfig (class in qpots.config)

S

seed (qpots.runner.QPOTSConfig attribute) select_candidates() (in module qpots.utils.utils) select_candidates_partial_info() (in module qpots.utils.utils) select_candidates_total_correlation() (in module qpots.utils.utils)

set_default_runtime() (in module qpots.config) sobol() (qpots.acquisition.Acquisition method) standardize_ignore_nan() (qpots.model_object.ModelObject method) step() (qpots.runner.QPOTSRunner method)

T

task_ids (qpots.runner.IterationResult attribute) tensor_kwargs() (in module qpots.config) to_runtime() (in module qpots.config) train_x (qpots.runner.OptimizationResult attribute) train_x_normalized (qpots.runner.OptimizationResult attribute)

train_y (qpots.runner.OptimizationResult attribute) tsemo() (qpots.acquisition.Acquisition method) tsemo_hypervolume() (qpots.tsemo_runner.TSEMORunner method) tsemo_run() (qpots.tsemo_runner.TSEMORunner method) TSEMORunner (class in qpots.tsemo_runner)

U

unstandardize() (in module qpots.utils.utils) unstandardize_ignore_nan() (in module qpots.utils.tc_utils) (in module qpots.utils.utils)

update_mtgp_with_new_data() (in module qpots.utils.tc_utils)

W

wide_to_long_mt() (in module qpots.utils.tc_utils)

X

X_evaluation_mask (qpots.utils.acq_utils._CompetitiveDecouplingMixin attribute)