Index

_

_model (btb.tuning.metamodels.base.BaseMetaModel attribute) _MODEL_CLASS (btb.tuning.metamodels.base.BaseMetaModel attribute) (btb.tuning.metamodels.gaussian_process.GaussianCopulaProcessMetaModel attribute) (btb.tuning.metamodels.gaussian_process.GaussianProcessMetaModel attribute) (btb.tuning.metamodels.GaussianProcessMetaModel attribute)

_MODEL_KWARGS (btb.tuning.metamodels.base.BaseMetaModel attribute) _model_kwargs (btb.tuning.metamodels.base.BaseMetaModel attribute) _MODEL_KWARGS (btb.tuning.metamodels.gaussian_process.GaussianCopulaProcessMetaModel attribute) (btb.tuning.metamodels.gaussian_process.GaussianProcessMetaModel attribute) (btb.tuning.metamodels.GaussianProcessMetaModel attribute)

B

bandit() (btb.selection.selector.Selector method) (btb.selection.UCB1 method) (btb.selection.ucb1.UCB1 method) BaseAcquisition (class in btb.tuning.acquisition.base) BaseHyperParam (class in btb.tuning.hyperparams.base) BaseMetaModel (class in btb.tuning.metamodels.base) BaseMetaModelTuner (class in btb.tuning.tuners.base) BaseTuner (class in btb.tuning.tuners.base) best_proposal (btb.BTBSession attribute), [1] (btb.session.BTBSession attribute), [1] best_score (btb.BTBSession attribute), [1] (btb.session.BTBSession attribute), [1] BestKReward (class in btb.selection) (class in btb.selection.best) BestKVelocity (class in btb.selection) (class in btb.selection.best) BooleanHyperParam (class in btb.tuning) (class in btb.tuning.hyperparams) (class in btb.tuning.hyperparams.boolean) btb (module) btb.selection (module) btb.selection.best (module) btb.selection.custom_selector (module) btb.selection.hierarchical (module) btb.selection.pure (module)

btb.selection.recent (module) btb.selection.selector (module) btb.selection.ucb1 (module) btb.selection.uniform (module) btb.session (module) btb.tuning (module) btb.tuning.acquisition (module) btb.tuning.acquisition.base (module) btb.tuning.acquisition.expected_improvement (module) btb.tuning.acquisition.predicted_score (module) btb.tuning.hyperparams (module) btb.tuning.hyperparams.base (module) btb.tuning.hyperparams.boolean (module) btb.tuning.hyperparams.categorical (module) btb.tuning.hyperparams.numerical (module) btb.tuning.metamodels (module) btb.tuning.metamodels.base (module) btb.tuning.metamodels.gaussian_process (module) btb.tuning.tunable (module) btb.tuning.tuners (module) btb.tuning.tuners.base (module) btb.tuning.tuners.gaussian_process (module) btb.tuning.tuners.uniform (module) BTBSession (class in btb) (class in btb.session)

C

cardinality (btb.tuning.BooleanHyperParam attribute) (btb.tuning.FloatHyperParam attribute) (btb.tuning.hyperparams.base.BaseHyperParam attribute), [1] (btb.tuning.hyperparams.boolean.BooleanHyperParam attribute) (btb.tuning.hyperparams.BooleanHyperParam attribute) (btb.tuning.hyperparams.FloatHyperParam attribute) (btb.tuning.hyperparams.numerical.FloatHyperParam attribute) (btb.tuning.Tunable attribute), [1] (btb.tuning.tunable.Tunable attribute), [1] CategoricalHyperParam (class in btb.tuning) (class in btb.tuning.hyperparams) (class in btb.tuning.hyperparams.categorical)

compute_rewards() (btb.selection.best.BestKReward method) (btb.selection.best.BestKVelocity method) (btb.selection.BestKReward method) (btb.selection.BestKVelocity method) (btb.selection.pure.PureBestKVelocity method) (btb.selection.PureBestKVelocity method) (btb.selection.recent.RecentKReward method) (btb.selection.recent.RecentKVelocity method) (btb.selection.RecentKReward method) (btb.selection.RecentKVelocity method) (btb.selection.selector.Selector method) CustomSelector (class in btb.selection.custom_selector)

D

default (btb.tuning.hyperparams.base.BaseHyperParam attribute) dimensions (btb.tuning.BooleanHyperParam attribute) (btb.tuning.hyperparams.base.BaseHyperParam attribute), [1] (btb.tuning.hyperparams.boolean.BooleanHyperParam attribute) (btb.tuning.hyperparams.BooleanHyperParam attribute) (btb.tuning.hyperparams.IntHyperParam attribute) (btb.tuning.hyperparams.numerical.IntHyperParam attribute) (btb.tuning.hyperparams.numerical.NumericalHyperParam attribute) (btb.tuning.IntHyperParam attribute) (btb.tuning.Tunable attribute) (btb.tuning.tunable.Tunable attribute)

E

errors (btb.BTBSession attribute), [1] (btb.session.BTBSession attribute), [1]

ExpectedImprovementAcquisition (class in btb.tuning.acquisition) (class in btb.tuning.acquisition.expected_improvement)

F

FloatHyperParam (class in btb.tuning) (class in btb.tuning.hyperparams) (class in btb.tuning.hyperparams.numerical)

from_dict() (btb.tuning.Tunable class method) (btb.tuning.tunable.Tunable class method)

G

GaussianCopulaProcessMetaModel (class in btb.tuning.metamodels.gaussian_process) GaussianProcessMetaModel (class in btb.tuning.metamodels) (class in btb.tuning.metamodels.gaussian_process) GCPEiTuner (class in btb.tuning) (class in btb.tuning.tuners) (class in btb.tuning.tuners.gaussian_process) GCPTuner (class in btb.tuning) (class in btb.tuning.tuners) (class in btb.tuning.tuners.gaussian_process)

get_defaults() (btb.tuning.Tunable method) (btb.tuning.tunable.Tunable method) GPEiTuner (class in btb.tuning) (class in btb.tuning.tuners) (class in btb.tuning.tuners.gaussian_process) GPTuner (class in btb.tuning) (class in btb.tuning.tuners) (class in btb.tuning.tuners.gaussian_process)

H

handle_error() (btb.BTBSession method) (btb.session.BTBSession method) HierarchicalByAlgorithm (class in btb.selection) (class in btb.selection.hierarchical)

hyperparams (btb.tuning.Tunable attribute), [1] (btb.tuning.tunable.Tunable attribute), [1]

I

IntHyperParam (class in btb.tuning) (class in btb.tuning.hyperparams) (class in btb.tuning.hyperparams.numerical) inverse_transform() (btb.tuning.hyperparams.base.BaseHyperParam method) (btb.tuning.Tunable method) (btb.tuning.tunable.Tunable method)

iterations (btb.BTBSession attribute), [1] (btb.session.BTBSession attribute), [1]

N

names (btb.tuning.Tunable attribute) (btb.tuning.tunable.Tunable attribute) NO_DEFAULT (btb.tuning.CategoricalHyperParam attribute) (btb.tuning.hyperparams.categorical.CategoricalHyperParam attribute) (btb.tuning.hyperparams.CategoricalHyperParam attribute)

NumericalHyperParam (class in btb.tuning.hyperparams.numerical)

P

PredictedScoreAcquisition (class in btb.tuning.acquisition) (class in btb.tuning.acquisition.predicted_score) proposals (btb.BTBSession attribute), [1] (btb.session.BTBSession attribute), [1]

propose() (btb.BTBSession method) (btb.session.BTBSession method) (btb.tuning.tuners.base.BaseTuner method) PureBestKVelocity (class in btb.selection) (class in btb.selection.pure)

R

raw_scores (btb.tuning.tuners.base.BaseTuner attribute) RecentKReward (class in btb.selection) (class in btb.selection.recent) RecentKVelocity (class in btb.selection) (class in btb.selection.recent)

record() (btb.BTBSession method) (btb.session.BTBSession method) (btb.tuning.tuners.base.BaseMetaModelTuner method) (btb.tuning.tuners.base.BaseTuner method) run() (btb.BTBSession method) (btb.session.BTBSession method)

S

sample() (btb.tuning.BooleanHyperParam method) (btb.tuning.CategoricalHyperParam method) (btb.tuning.FloatHyperParam method) (btb.tuning.hyperparams.base.BaseHyperParam method) (btb.tuning.hyperparams.boolean.BooleanHyperParam method) (btb.tuning.hyperparams.BooleanHyperParam method) (btb.tuning.hyperparams.categorical.CategoricalHyperParam method) (btb.tuning.hyperparams.CategoricalHyperParam method) (btb.tuning.hyperparams.FloatHyperParam method) (btb.tuning.hyperparams.IntHyperParam method) (btb.tuning.hyperparams.numerical.FloatHyperParam method) (btb.tuning.hyperparams.numerical.IntHyperParam method) (btb.tuning.IntHyperParam method) (btb.tuning.Tunable method) (btb.tuning.tunable.Tunable method)

scores (btb.tuning.tuners.base.BaseMetaModelTuner attribute) (btb.tuning.tuners.base.BaseTuner attribute) select() (btb.selection.best.BestKReward method) (btb.selection.BestKReward method) (btb.selection.custom_selector.CustomSelector method) (btb.selection.hierarchical.HierarchicalByAlgorithm method) (btb.selection.HierarchicalByAlgorithm method) (btb.selection.pure.PureBestKVelocity method) (btb.selection.PureBestKVelocity method) (btb.selection.recent.RecentKReward method) (btb.selection.RecentKReward method) (btb.selection.selector.Selector method) (btb.selection.Uniform method) (btb.selection.uniform.Uniform method) Selector (class in btb.selection.selector) StopTuning, [1]

T

transform() (btb.tuning.hyperparams.base.BaseHyperParam method) (btb.tuning.Tunable method) (btb.tuning.tunable.Tunable method) trials (btb.tuning.tuners.base.BaseMetaModelTuner attribute) (btb.tuning.tuners.base.BaseTuner attribute)

tunable (btb.tuning.tuners.base.BaseMetaModelTuner attribute) (btb.tuning.tuners.base.BaseTuner attribute) Tunable (class in btb.tuning) (class in btb.tuning.tunable)

U

UCB1 (class in btb.selection) (class in btb.selection.ucb1) Uniform (class in btb.selection) (class in btb.selection.uniform)

UniformTuner (class in btb.tuning) (class in btb.tuning.tuners) (class in btb.tuning.tuners.uniform)