Index

A

AckleyEffectiveDim (class in baxus.benchmarks.synthetic_benchmark_functions) acquisition_function (baxus.util.behaviors.embedded_turbo_configuration.EmbeddedTuRBOBehavior attribute) AcquisitionFunctionType (class in baxus.util.acquisition_function_types)

adjust_initial_target_dim (baxus.util.behaviors.baxus_configuration.BaxusBehavior attribute) ArgumentError AxUS (class in baxus.util.projections)

B

baxus module BAXUS (baxus.util.behaviors.embedding_configuration.EmbeddingType attribute) BAxUS (class in baxus.baxus) baxus.baxus module baxus.benchmark_runner module baxus.benchmarks module baxus.benchmarks.benchmark_function module baxus.benchmarks.benchmark_utils module baxus.benchmarks.other_methods module baxus.benchmarks.real_world_benchmarks module baxus.benchmarks.synthetic_benchmark_functions module baxus.embeddedturbo module baxus.gp module baxus.util module baxus.util.acquisition_function_types module baxus.util.acquisition_functions module baxus.util.behaviors module baxus.util.behaviors.baxus_configuration module

baxus.util.behaviors.embedded_turbo_configuration module baxus.util.behaviors.embedding_configuration module baxus.util.behaviors.gp_configuration module baxus.util.console_entry_point module baxus.util.data_utils module baxus.util.exceptions module baxus.util.gp_utils module baxus.util.parsing module baxus.util.projections module baxus.util.space_learning module baxus.util.space_learning.trust_region module baxus.util.utils module BaxusBehavior (class in baxus.util.behaviors.baxus_configuration) bench() (in module baxus.util.console_entry_point) Benchmark (class in baxus.benchmarks.benchmark_function) benchmark_loader() (in module baxus.util.parsing) BoTorchFunctionBenchmark (class in baxus.benchmarks.benchmark_function) BoundsMismatchException BraninEffectiveDim (class in baxus.benchmarks.synthetic_benchmark_functions) budget_until_input_dim (baxus.util.behaviors.baxus_configuration.BaxusBehavior attribute)

C

ColorIterator (class in baxus.util.utils) colors (baxus.util.utils.ColorIterator attribute) conf_dict (baxus.benchmarks.other_methods.OptimizationMethod property) (baxus.embeddedturbo.EmbeddedTuRBO property) (baxus.util.behaviors.baxus_configuration.BaxusBehavior property) (baxus.util.behaviors.embedded_turbo_configuration.EmbeddedTuRBOBehavior property)

contributing_dimensions() (baxus.util.projections.AxUS method) create_Xcand() (in module baxus.util.space_learning.trust_region)

D

dim (baxus.benchmarks.benchmark_function.Benchmark property) (baxus.benchmarks.benchmark_function.EffectiveDimBoTorchBenchmark property)

DixonPriceEffectiveDim (class in baxus.benchmarks.synthetic_benchmark_functions)

E

effective_dim (baxus.benchmarks.benchmark_function.BoTorchFunctionBenchmark property) (baxus.benchmarks.benchmark_function.EffectiveDimBoTorchBenchmark property) EffectiveDimBenchmark (class in baxus.benchmarks.benchmark_function) EffectiveDimBoTorchBenchmark (class in baxus.benchmarks.benchmark_function) EffectiveDimTooLargeException EmbeddedTuRBO (class in baxus.embeddedturbo)

EmbeddedTuRBOBehavior (class in baxus.util.behaviors.embedded_turbo_configuration) embedding_type (baxus.util.behaviors.embedded_turbo_configuration.EmbeddedTuRBOBehavior attribute) EmbeddingType (class in baxus.util.behaviors.embedding_configuration) evaluations_since_last_split (baxus.baxus.BAxUS property) EXPECTED_IMPROVEMENT (baxus.util.acquisition_function_types.AcquisitionFunctionType attribute) ExpectedImprovement (class in baxus.util.acquisition_functions)

F

failtol (baxus.baxus.BAxUS property) (baxus.embeddedturbo.EmbeddedTuRBO property) forward() (baxus.gp.GP method)

from_1_around_origin() (in module baxus.util.utils) from_unit_cube() (in module baxus.util.utils) fun_mapper() (in module baxus.util.parsing) fun_name (baxus.benchmarks.benchmark_function.Benchmark property)

G

GP (class in baxus.gp)

GPBehaviour (class in baxus.util.behaviors.gp_configuration) GriewankEffectiveDim (class in baxus.benchmarks.synthetic_benchmark_functions)

H

HartmannEffectiveDim (class in baxus.benchmarks.synthetic_benchmark_functions)

HESBO (baxus.util.behaviors.embedding_configuration.EmbeddingType attribute)

I

IdentityProjector (class in baxus.util.projections) in_range() (in module baxus.util.utils) increase_target_dimensionality() (baxus.util.projections.AxUS method)

initial_base_length (baxus.util.behaviors.embedded_turbo_configuration.EmbeddedTuRBOBehavior attribute) initializer_factory() (in module baxus.util.gp_utils) input_dim (baxus.embeddedturbo.EmbeddedTuRBO property) input_to_target_dim (baxus.util.projections.AxUS property)

J

join_data() (in module baxus.util.data_utils)

L

LassoBreastCancerBenchmark (class in baxus.benchmarks.real_world_benchmarks) LassoDiabetesBenchmark (class in baxus.benchmarks.real_world_benchmarks) LassoDNABenchmark (class in baxus.benchmarks.real_world_benchmarks) LassoHardBenchmark (class in baxus.benchmarks.real_world_benchmarks) LassoHighBenchmark (class in baxus.benchmarks.real_world_benchmarks) LassoLeukemiaBenchmark (class in baxus.benchmarks.real_world_benchmarks) LassoMediumBenchmark (class in baxus.benchmarks.real_world_benchmarks) LassoRCV1Benchmark (class in baxus.benchmarks.real_world_benchmarks) LassoSimpleBenchmark (class in baxus.benchmarks.real_world_benchmarks) latin_hypercube() (in module baxus.util.utils) latin_hypercube_hp_grid() (in module baxus.util.gp_utils)

lb_vec (baxus.benchmarks.benchmark_function.Benchmark property) (baxus.benchmarks.benchmark_function.EffectiveDimBoTorchBenchmark property) length_init (baxus.baxus.BAxUS property) (baxus.embeddedturbo.EmbeddedTuRBO property) length_max (baxus.baxus.BAxUS property) (baxus.embeddedturbo.EmbeddedTuRBO property) length_min (baxus.baxus.BAxUS property) (baxus.embeddedturbo.EmbeddedTuRBO property) lengthscales (baxus.gp.GP property) LevyEffectiveDim (class in baxus.benchmarks.synthetic_benchmark_functions) LHS_PICK_BEST_START_GD (baxus.util.behaviors.gp_configuration.MLLEstimation attribute)

M

main() (in module baxus.benchmark_runner) max_base_length (baxus.util.behaviors.embedded_turbo_configuration.EmbeddedTuRBOBehavior attribute) merge_dims() (baxus.util.projections.AxUS method) MichalewiczEffectiveDim (class in baxus.benchmarks.synthetic_benchmark_functions) min_base_length (baxus.util.behaviors.embedded_turbo_configuration.EmbeddedTuRBOBehavior attribute) mle_optimization() (in module baxus.util.gp_utils) mll_estimation (baxus.util.behaviors.gp_configuration.GPBehaviour attribute) MLLEstimation (class in baxus.util.behaviors.gp_configuration) module baxus baxus.baxus baxus.benchmark_runner baxus.benchmarks baxus.benchmarks.benchmark_function baxus.benchmarks.benchmark_utils baxus.benchmarks.other_methods baxus.benchmarks.real_world_benchmarks baxus.benchmarks.synthetic_benchmark_functions baxus.embeddedturbo baxus.gp baxus.util baxus.util.acquisition_function_types baxus.util.acquisition_functions baxus.util.behaviors baxus.util.behaviors.baxus_configuration baxus.util.behaviors.embedded_turbo_configuration baxus.util.behaviors.embedding_configuration baxus.util.behaviors.gp_configuration baxus.util.console_entry_point baxus.util.data_utils baxus.util.exceptions baxus.util.gp_utils baxus.util.parsing baxus.util.projections baxus.util.space_learning baxus.util.space_learning.trust_region baxus.util.utils

MoptaSoftConstraints (class in baxus.benchmarks.real_world_benchmarks) MULTI_START_GRADIENT_DESCENT (baxus.util.behaviors.gp_configuration.MLLEstimation attribute)

N

n_best_on_lhs_selection (baxus.util.behaviors.gp_configuration.GPBehaviour attribute) n_cand (baxus.embeddedturbo.EmbeddedTuRBO property) n_initial_samples (baxus.util.behaviors.gp_configuration.GPBehaviour attribute)

n_mle_training_steps (baxus.util.behaviors.gp_configuration.GPBehaviour attribute) n_new_bins (baxus.util.behaviors.baxus_configuration.BaxusBehavior attribute) noise (baxus.util.behaviors.embedded_turbo_configuration.EmbeddedTuRBOBehavior attribute)

O

one_around_origin_latin_hypercube() (in module baxus.util.utils) optimal_value (baxus.benchmarks.benchmark_function.BoTorchFunctionBenchmark property) (baxus.benchmarks.benchmark_function.SyntheticBenchmark property) (baxus.benchmarks.real_world_benchmarks.MoptaSoftConstraints property) optimization_results_incumbent() (baxus.benchmarks.other_methods.OptimizationMethod method) optimization_results_raw() (baxus.benchmarks.other_methods.OptimizationMethod method) (baxus.benchmarks.other_methods.RandomSearch method) (baxus.embeddedturbo.EmbeddedTuRBO method)

OptimizationMethod (class in baxus.benchmarks.other_methods) optimize() (baxus.baxus.BAxUS method) (baxus.benchmarks.other_methods.OptimizationMethod method) (baxus.benchmarks.other_methods.RandomSearch method) (baxus.embeddedturbo.EmbeddedTuRBO method) (baxus.util.acquisition_functions.ExpectedImprovement method) OutOfBoundsException

P

parse() (in module baxus.util.parsing) partialclass() (in module baxus.util.utils) pick_best_from_configurations() (in module baxus.util.gp_utils) pretty_print() (baxus.util.behaviors.embedded_turbo_configuration.EmbeddedTuRBOBehavior method) project_down() (baxus.util.projections.AxUS method) (baxus.util.projections.IdentityProjector method) (baxus.util.projections.ProjectionModel method)

project_up() (baxus.util.projections.AxUS method) (baxus.util.projections.IdentityProjector method) (baxus.util.projections.ProjectionModel method) ProjectionModel (class in baxus.util.projections)

R

RandomSearch (class in baxus.benchmarks.other_methods) RastriginEffectiveDim (class in baxus.benchmarks.synthetic_benchmark_functions) reset() (baxus.benchmarks.other_methods.OptimizationMethod method) (baxus.embeddedturbo.EmbeddedTuRBO method)

RosenbrockEffectiveDim (class in baxus.benchmarks.synthetic_benchmark_functions) RotatedHartmann6 (class in baxus.benchmarks.synthetic_benchmark_functions) run_and_plot() (in module baxus.benchmarks.benchmark_utils)

S

S (baxus.util.projections.AxUS property) ShiftedAckley10 (class in baxus.benchmarks.synthetic_benchmark_functions) splits (baxus.baxus.BAxUS property) star_string() (in module baxus.util.utils)

str2bool() (in module baxus.util.utils) success_decision_factor (baxus.util.behaviors.embedded_turbo_configuration.EmbeddedTuRBOBehavior attribute) success_tolerance (baxus.util.behaviors.embedded_turbo_configuration.EmbeddedTuRBOBehavior attribute) SVMBenchmark (class in baxus.benchmarks.real_world_benchmarks) SyntheticBenchmark (class in baxus.benchmarks.benchmark_function)

T

target_dim (baxus.baxus.BAxUS property) (baxus.embeddedturbo.EmbeddedTuRBO property) target_dim_increases (baxus.baxus.BAxUS property)

THOMPSON_SAMPLING (baxus.util.acquisition_function_types.AcquisitionFunctionType attribute) to_1_around_origin() (in module baxus.util.utils) to_unit_cube() (in module baxus.util.utils) train_gp() (in module baxus.gp)

U

ub_vec (baxus.benchmarks.benchmark_function.Benchmark property) (baxus.benchmarks.benchmark_function.EffectiveDimBoTorchBenchmark property)

UnknownBehaviorError