Index

_

__add__() (deephyper.core.utils.CaptureSTD method) (deephyper.skopt.space.CaptureSTD method) (deephyper.skopt.space.space.CaptureSTD method) __call__() (deephyper.ensemble.loss.AbsoluteError method) (deephyper.ensemble.loss.CategoricalCrossEntropy method) (deephyper.ensemble.loss.Loss method) (deephyper.ensemble.loss.NormalNegLogLikelihood method) (deephyper.ensemble.loss.SquaredError method) (deephyper.ensemble.loss.ZeroOneLoss method) (deephyper.skopt.BayesSearchCV method) (deephyper.skopt.callbacks.Callable method) (deephyper.skopt.callbacks.CheckpointSaver method) (deephyper.skopt.callbacks.DeadlineStopper method) (deephyper.skopt.callbacks.DeltaXStopper method) (deephyper.skopt.callbacks.DeltaYStopper method) (deephyper.skopt.callbacks.EarlyStopper method) (deephyper.skopt.callbacks.HollowIterationsStopper method) (deephyper.skopt.callbacks.ThresholdStopper method) (deephyper.skopt.callbacks.TimerCallback method) (deephyper.skopt.callbacks.VerboseCallback method) (deephyper.skopt.learning.ExtraTreesRegressor method) (deephyper.skopt.learning.forest.ExtraTreesRegressor method) (deephyper.skopt.learning.forest.RandomForestRegressor method) (deephyper.skopt.learning.gbrt.GradientBoostingQuantileRegressor method) (deephyper.skopt.learning.GradientBoostingQuantileRegressor method) (deephyper.skopt.learning.RandomForestRegressor method) (deephyper.skopt.optimizer.base.VerboseCallback method) (deephyper.skopt.searchcv.BayesSearchCV method) (deephyper.skopt.space.gaussian_kde method), [1] (deephyper.skopt.space.space.gaussian_kde method), [1] (deephyper.skopt.utils.ExtraTreesRegressor method) (deephyper.skopt.utils.GradientBoostingQuantileRegressor method) (deephyper.skopt.utils.RandomForestRegressor method) (deephyper.stopper.integration.deepxde.DeepXDEStopperCallback method) (deephyper.stopper.integration.tf_keras2.TFKerasStopperCallback method) (deephyper.stopper.lce.BayesianLearningCurveRegressor method)

__mul__() (deephyper.core.utils.CaptureSTD method) (deephyper.skopt.space.CaptureSTD method) (deephyper.skopt.space.space.CaptureSTD method)

A

AbsoluteError (class in deephyper.ensemble.loss) add_arguments_from_signature() (in module deephyper.core.parser) add_condition() (deephyper.hpo.HpProblem method) add_conditions() (deephyper.hpo.HpProblem method) add_forbidden_clause() (deephyper.hpo.HpProblem method) add_hyperparameter() (deephyper.hpo.HpProblem method) add_hyperparameters() (deephyper.hpo.HpProblem method) aggregate() (deephyper.ensemble.aggregator.Aggregator method) (deephyper.ensemble.aggregator.MeanAggregator method) (deephyper.ensemble.aggregator.MixedCategoricalAggregator method) (deephyper.ensemble.aggregator.MixedNormalAggregator method) (deephyper.ensemble.aggregator.ModeAggregator method) Aggregator (class in deephyper.ensemble.aggregator) append() (deephyper.core.utils.CaptureSTD method) (deephyper.skopt.space.CaptureSTD method) (deephyper.skopt.space.space.CaptureSTD method)

ask() (deephyper.hpo.CBO method) (deephyper.hpo.ExperimentalDesignSearch method) (deephyper.hpo.MPIDistributedBO method) (deephyper.hpo.RandomSearch method) (deephyper.hpo.RegularizedEvolution method) (deephyper.hpo.Search method) (deephyper.skopt.Optimizer method) (deephyper.skopt.optimizer.base.Optimizer method) (deephyper.skopt.optimizer.Optimizer method) (deephyper.skopt.optimizer.optimizer.Optimizer method) (deephyper.skopt.searchcv.Optimizer method) average() (in module deephyper.ensemble.aggregator.utils)

B

base_minimize() (in module deephyper.skopt.optimizer) (in module deephyper.skopt.optimizer.base) (in module deephyper.skopt.optimizer.dummy) (in module deephyper.skopt.optimizer.forest) (in module deephyper.skopt.optimizer.gbrt) (in module deephyper.skopt.optimizer.gp) BayesianLearningCurveRegressor (class in deephyper.stopper.lce) BayesSearchCV (class in deephyper.skopt) (class in deephyper.skopt.searchcv) bench1() (in module deephyper.skopt.benchmarks) bench1_with_time() (in module deephyper.skopt.benchmarks) bench2() (in module deephyper.skopt.benchmarks) bench3() (in module deephyper.skopt.benchmarks) bench4() (in module deephyper.skopt.benchmarks) bench5() (in module deephyper.skopt.benchmarks) best_estimator_ (deephyper.skopt.BayesSearchCV attribute) (deephyper.skopt.searchcv.BayesSearchCV attribute)

best_index_ (deephyper.skopt.BayesSearchCV attribute) (deephyper.skopt.searchcv.BayesSearchCV attribute) best_params_ (deephyper.skopt.BayesSearchCV attribute) (deephyper.skopt.searchcv.BayesSearchCV attribute) best_score_ (deephyper.skopt.BayesSearchCV attribute) (deephyper.skopt.searchcv.BayesSearchCV attribute) boltzmann_distribution() (in module deephyper.skopt.optimizer.optimizer) bounds (deephyper.skopt.optimizer.optimizer.Space property) (deephyper.skopt.sampler.grid.Space property) (deephyper.skopt.sampler.halton.Space property) (deephyper.skopt.sampler.hammersly.Space property) (deephyper.skopt.sampler.lhs.Space property) (deephyper.skopt.sampler.sobol.Space property) (deephyper.skopt.Space property) (deephyper.skopt.space.Space property) (deephyper.skopt.space.space.Space property) (deephyper.skopt.utils.Space property) branin() (in module deephyper.skopt.benchmarks)

C

Callable (class in deephyper.skopt.callbacks) Callback (class in deephyper.evaluator.callback) CaptureSTD (class in deephyper.core.utils) (class in deephyper.skopt.space) (class in deephyper.skopt.space.space) Categorical (class in deephyper.skopt.optimizer.optimizer) (class in deephyper.skopt.space) (class in deephyper.skopt.space.space) CategoricalCrossEntropy (class in deephyper.ensemble.loss) CategoricalEncoder (class in deephyper.skopt.space) (class in deephyper.skopt.space.space) (class in deephyper.skopt.space.transformers) CBO (class in deephyper.hpo) check_callback() (in module deephyper.skopt.callbacks) (in module deephyper.skopt.optimizer.base) (in module deephyper.skopt.searchcv) check_configuration() (deephyper.hpo.HpProblem method) check_dimension() (in module deephyper.skopt.searchcv) (in module deephyper.skopt.space) (in module deephyper.skopt.space.space) check_dimension_names() (in module deephyper.skopt.utils) check_list_types() (in module deephyper.skopt.utils) check_x_in_space() (in module deephyper.skopt.optimizer.optimizer) (in module deephyper.skopt.utils) CheckpointSaver (class in deephyper.skopt.callbacks) clear() (deephyper.core.utils.CaptureSTD method) (deephyper.evaluator.RunningJob method) (deephyper.skopt.space.CaptureSTD method) (deephyper.skopt.space.space.CaptureSTD method) (deephyper.skopt.utils.OrderedDict method) connect() (deephyper.evaluator.storage.MemoryStorage method) (deephyper.evaluator.storage.NullStorage method) (deephyper.evaluator.storage.RayStorage method) (deephyper.evaluator.storage.RedisStorage method) (deephyper.evaluator.storage.Storage method) ConstantStopper (class in deephyper.stopper) convert_for_csv() (deephyper.evaluator.Evaluator method) (deephyper.evaluator.MPICommEvaluator method) (deephyper.evaluator.ProcessPoolEvaluator method) (deephyper.evaluator.RayEvaluator method) (deephyper.evaluator.SerialEvaluator method) (deephyper.evaluator.ThreadPoolEvaluator method) cook_estimator() (in module deephyper.skopt.optimizer.gbrt) (in module deephyper.skopt.optimizer.gp) (in module deephyper.skopt.optimizer.optimizer) (in module deephyper.skopt.utils)

cook_initial_point_generator() (in module deephyper.skopt.optimizer.optimizer) (in module deephyper.skopt.utils) cook_objective_scaler() (in module deephyper.skopt.optimizer.optimizer) (in module deephyper.skopt.utils) copy() (deephyper.core.utils.CaptureSTD method) (deephyper.skopt.Optimizer method) (deephyper.skopt.optimizer.base.Optimizer method) (deephyper.skopt.optimizer.Optimizer method) (deephyper.skopt.optimizer.optimizer.Optimizer method) (deephyper.skopt.searchcv.Optimizer method) (deephyper.skopt.space.CaptureSTD method) (deephyper.skopt.space.space.CaptureSTD method) (deephyper.skopt.utils.OrderedDict method) count() (deephyper.core.utils.CaptureSTD method) (deephyper.skopt.space.CaptureSTD method) (deephyper.skopt.space.space.CaptureSTD method) covariance (deephyper.skopt.space.gaussian_kde attribute) (deephyper.skopt.space.space.gaussian_kde attribute) covariance_factor() (deephyper.skopt.space.gaussian_kde method), [1] (deephyper.skopt.space.space.gaussian_kde method), [1] create() (deephyper.evaluator.Evaluator static method) (deephyper.evaluator.MPICommEvaluator static method) (deephyper.evaluator.ProcessPoolEvaluator static method) (deephyper.evaluator.RayEvaluator static method) (deephyper.evaluator.SerialEvaluator static method) (deephyper.evaluator.storage.MemoryStorage static method) (deephyper.evaluator.storage.NullStorage static method) (deephyper.evaluator.storage.RayStorage static method) (deephyper.evaluator.storage.RedisStorage static method) (deephyper.evaluator.storage.Storage static method) (deephyper.evaluator.ThreadPoolEvaluator static method) create_new_job() (deephyper.evaluator.storage.MemoryStorage method) (deephyper.evaluator.storage.NullStorage method) (deephyper.evaluator.storage.RayStorage method) (deephyper.evaluator.storage.RedisStorage method) (deephyper.evaluator.storage.Storage method) create_new_search() (deephyper.evaluator.storage.MemoryStorage method) (deephyper.evaluator.storage.NullStorage method) (deephyper.evaluator.storage.RayStorage method) (deephyper.evaluator.storage.RedisStorage method) (deephyper.evaluator.storage.Storage method) create_result() (in module deephyper.skopt.optimizer.optimizer) (in module deephyper.skopt.utils) cv_results_ (deephyper.skopt.BayesSearchCV attribute) (deephyper.skopt.searchcv.BayesSearchCV attribute)

D

d (deephyper.skopt.space.gaussian_kde attribute) (deephyper.skopt.space.space.gaussian_kde attribute) dataset (deephyper.skopt.space.gaussian_kde attribute) (deephyper.skopt.space.space.gaussian_kde attribute) DeadlineStopper (class in deephyper.skopt.callbacks) decode() (deephyper.evaluator.Evaluator method) (deephyper.evaluator.MPICommEvaluator method) (deephyper.evaluator.ProcessPoolEvaluator method) (deephyper.evaluator.RayEvaluator method) (deephyper.evaluator.SerialEvaluator method) (deephyper.evaluator.ThreadPoolEvaluator method) deepcopy() (in module deephyper.skopt.utils) deephyper module deephyper.analysis module deephyper.analysis.hpo module deephyper.core module deephyper.core.cli module deephyper.core.exceptions module deephyper.core.exceptions.loading module deephyper.core.exceptions.problem module deephyper.core.parser module deephyper.core.utils module deephyper.core.utils.joblib_utils module deephyper.core.warnings module deephyper.ensemble module deephyper.ensemble.aggregator module deephyper.ensemble.aggregator.utils module deephyper.ensemble.loss module deephyper.ensemble.selector module deephyper.evaluator module deephyper.evaluator.callback module deephyper.evaluator.storage module deephyper.hpo module deephyper.predictor module deephyper.predictor.sklearn module deephyper.predictor.tf_keras2 module deephyper.predictor.torch module deephyper.skopt module deephyper.skopt.acquisition module deephyper.skopt.benchmarks module deephyper.skopt.callbacks module deephyper.skopt.learning module deephyper.skopt.learning.forest module deephyper.skopt.learning.gbrt module deephyper.skopt.moo module deephyper.skopt.optimizer module deephyper.skopt.optimizer.base module deephyper.skopt.optimizer.dummy module deephyper.skopt.optimizer.forest module deephyper.skopt.optimizer.gbrt module deephyper.skopt.optimizer.gp module deephyper.skopt.optimizer.optimizer module

deephyper.skopt.sampler module deephyper.skopt.sampler.base module deephyper.skopt.sampler.grid module deephyper.skopt.sampler.halton module deephyper.skopt.sampler.hammersly module deephyper.skopt.sampler.lhs module deephyper.skopt.sampler.sobol module deephyper.skopt.searchcv module deephyper.skopt.space module deephyper.skopt.space.space module deephyper.skopt.space.transformers module deephyper.skopt.utils module deephyper.stopper module deephyper.stopper.integration module deephyper.stopper.integration.deepxde module deephyper.stopper.integration.tf_keras2 module deephyper.stopper.lce module DeephyperError, [1], [2] DeephyperRuntimeError DeepXDEStopperCallback (class in deephyper.stopper.integration.deepxde) default_configuration (deephyper.hpo.HpProblem property) DeltaXStopper (class in deephyper.skopt.callbacks) DeltaYStopper (class in deephyper.skopt.callbacks) deprecated_api() (in module deephyper.core.warnings) Dimension (class in deephyper.skopt.space) (class in deephyper.skopt.space.space) (class in deephyper.skopt.utils) dimension_names (deephyper.skopt.optimizer.optimizer.Space property) (deephyper.skopt.sampler.grid.Space property) (deephyper.skopt.sampler.halton.Space property) (deephyper.skopt.sampler.hammersly.Space property) (deephyper.skopt.sampler.lhs.Space property) (deephyper.skopt.sampler.sobol.Space property) (deephyper.skopt.Space property) (deephyper.skopt.space.Space property) (deephyper.skopt.space.space.Space property) (deephyper.skopt.utils.Space property) dimensions_aslist() (in module deephyper.skopt.searchcv) (in module deephyper.skopt.utils) distance() (deephyper.skopt.optimizer.optimizer.Categorical method) (deephyper.skopt.optimizer.optimizer.Space method) (deephyper.skopt.sampler.grid.Space method) (deephyper.skopt.sampler.halton.Space method) (deephyper.skopt.sampler.hammersly.Space method) (deephyper.skopt.sampler.lhs.Space method) (deephyper.skopt.sampler.sobol.Space method) (deephyper.skopt.Space method) (deephyper.skopt.space.Categorical method) (deephyper.skopt.space.Integer method) (deephyper.skopt.space.Real method) (deephyper.skopt.space.Space method) (deephyper.skopt.space.space.Categorical method) (deephyper.skopt.space.space.Integer method) (deephyper.skopt.space.space.Real method) (deephyper.skopt.space.space.Space method) (deephyper.skopt.utils.Space method) dummy_minimize() (in module deephyper.skopt) (in module deephyper.skopt.optimizer) (in module deephyper.skopt.optimizer.dummy) dump() (in module deephyper.skopt) (in module deephyper.skopt.callbacks) (in module deephyper.skopt.utils) dump_context() (deephyper.hpo.CBO method) (deephyper.hpo.ExperimentalDesignSearch method) (deephyper.hpo.MPIDistributedBO method) (deephyper.hpo.RandomSearch method) (deephyper.hpo.RegularizedEvolution method) (deephyper.hpo.Search method) dump_jobs_done_to_csv() (deephyper.evaluator.Evaluator method) (deephyper.evaluator.MPICommEvaluator method) (deephyper.evaluator.ProcessPoolEvaluator method) (deephyper.evaluator.RayEvaluator method) (deephyper.evaluator.SerialEvaluator method) (deephyper.evaluator.ThreadPoolEvaluator method)

E

EarlyStopper (class in deephyper.skopt.callbacks) ensemble (deephyper.ensemble.selector.OnlineSelector property) EnsemblePredictor (class in deephyper.ensemble) estimators_ (deephyper.skopt.learning.ExtraTreesRegressor attribute) (deephyper.skopt.learning.forest.ExtraTreesRegressor attribute) (deephyper.skopt.learning.forest.RandomForestRegressor attribute) (deephyper.skopt.learning.RandomForestRegressor attribute) (deephyper.skopt.utils.ExtraTreesRegressor attribute) (deephyper.skopt.utils.RandomForestRegressor attribute) eval_callbacks() (in module deephyper.skopt.optimizer.base) (in module deephyper.skopt.searchcv) (in module deephyper.skopt.utils) evaluate() (deephyper.skopt.space.gaussian_kde method), [1] (deephyper.skopt.space.space.gaussian_kde method), [1] Evaluator (class in deephyper.evaluator) execute() (deephyper.evaluator.Evaluator method) (deephyper.evaluator.MPICommEvaluator method) (deephyper.evaluator.ProcessPoolEvaluator method) (deephyper.evaluator.RayEvaluator method) (deephyper.evaluator.SerialEvaluator method) (deephyper.evaluator.ThreadPoolEvaluator method)

ExhaustedFailures ExhaustedSearchSpace expected_minimum() (in module deephyper.skopt) (in module deephyper.skopt.utils) expected_minimum_random_sampling() (in module deephyper.skopt.utils) ExperimentalDesignSearch (class in deephyper.hpo) extend() (deephyper.core.utils.CaptureSTD method) (deephyper.skopt.space.CaptureSTD method) (deephyper.skopt.space.space.CaptureSTD method) extend_results_with_pareto_efficient() (deephyper.hpo.CBO method) (deephyper.hpo.ExperimentalDesignSearch method) (deephyper.hpo.MPIDistributedBO method) (deephyper.hpo.RandomSearch method) (deephyper.hpo.RegularizedEvolution method) (deephyper.hpo.Search method) ExtraTreesRegressor (class in deephyper.skopt.learning) (class in deephyper.skopt.learning.forest) (class in deephyper.skopt.utils)

F

factor (deephyper.skopt.space.gaussian_kde attribute) (deephyper.skopt.space.space.gaussian_kde attribute) feature_importances_ (deephyper.skopt.learning.ExtraTreesRegressor attribute) (deephyper.skopt.learning.forest.ExtraTreesRegressor attribute) (deephyper.skopt.learning.forest.RandomForestRegressor attribute) (deephyper.skopt.learning.RandomForestRegressor attribute) (deephyper.skopt.utils.ExtraTreesRegressor attribute) (deephyper.skopt.utils.RandomForestRegressor attribute) figure_size() (in module deephyper.analysis) filter_failed_objectives() (in module deephyper.analysis.hpo) find_predictor_files() (deephyper.predictor.PredictorFileLoader static method) (deephyper.predictor.sklearn.SklearnPredictorFileLoader static method) (deephyper.predictor.tf_keras2.TFKeras2PredictorFileLoader static method) (deephyper.predictor.torch.TorchPredictorFileLoader static method) fit() (deephyper.skopt.BayesSearchCV method) (deephyper.skopt.learning.gbrt.GradientBoostingQuantileRegressor method) (deephyper.skopt.learning.GradientBoostingQuantileRegressor method) (deephyper.skopt.searchcv.BayesSearchCV method) (deephyper.skopt.space.CategoricalEncoder method) (deephyper.skopt.space.LabelEncoder method) (deephyper.skopt.space.space.CategoricalEncoder method) (deephyper.skopt.space.space.LabelEncoder method) (deephyper.skopt.space.space.StringEncoder method) (deephyper.skopt.space.StringEncoder method) (deephyper.skopt.space.transformers.CategoricalEncoder method) (deephyper.skopt.space.transformers.LabelEncoder method) (deephyper.skopt.space.transformers.StringEncoder method) (deephyper.skopt.utils.GradientBoostingQuantileRegressor method) (deephyper.stopper.lce.BayesianLearningCurveRegressor method)

fit_generative_model() (deephyper.hpo.CBO method) (deephyper.hpo.ExperimentalDesignSearch method) (deephyper.hpo.MPIDistributedBO method) fit_search_space() (deephyper.hpo.CBO method) (deephyper.hpo.ExperimentalDesignSearch method) (deephyper.hpo.MPIDistributedBO method) fit_surrogate() (deephyper.hpo.CBO method) (deephyper.hpo.ExperimentalDesignSearch method) (deephyper.hpo.MPIDistributedBO method) forest_minimize() (in module deephyper.skopt) (in module deephyper.skopt.optimizer) (in module deephyper.skopt.optimizer.forest) from_yaml() (deephyper.skopt.optimizer.optimizer.Space class method) (deephyper.skopt.sampler.grid.Space class method) (deephyper.skopt.sampler.halton.Space class method) (deephyper.skopt.sampler.hammersly.Space class method) (deephyper.skopt.sampler.lhs.Space class method) (deephyper.skopt.sampler.sobol.Space class method) (deephyper.skopt.Space class method) (deephyper.skopt.space.Space class method) (deephyper.skopt.space.space.Space class method) (deephyper.skopt.utils.Space class method) fromkeys() (deephyper.skopt.utils.OrderedDict method)

G

gather() (deephyper.evaluator.Evaluator method) (deephyper.evaluator.MPICommEvaluator method) (deephyper.evaluator.ProcessPoolEvaluator method) (deephyper.evaluator.RayEvaluator method) (deephyper.evaluator.SerialEvaluator method) (deephyper.evaluator.ThreadPoolEvaluator method) gather_other_jobs_done() (deephyper.evaluator.Evaluator method) (deephyper.evaluator.MPICommEvaluator method) (deephyper.evaluator.ProcessPoolEvaluator method) (deephyper.evaluator.RayEvaluator method) (deephyper.evaluator.SerialEvaluator method) (deephyper.evaluator.ThreadPoolEvaluator method) gaussian_acquisition_1D() (in module deephyper.skopt.acquisition) (in module deephyper.skopt.optimizer.optimizer) gaussian_ei() (in module deephyper.skopt.acquisition) gaussian_kde (class in deephyper.skopt.space) (class in deephyper.skopt.space.space) gaussian_lcb() (in module deephyper.skopt.acquisition) gaussian_mes() (in module deephyper.skopt.acquisition) gaussian_pi() (in module deephyper.skopt.acquisition) gbrt_minimize() (in module deephyper.skopt) (in module deephyper.skopt.optimizer) (in module deephyper.skopt.optimizer.gbrt) generate() (deephyper.skopt.sampler.Grid method) (deephyper.skopt.sampler.grid.Grid method) (deephyper.skopt.sampler.Halton method) (deephyper.skopt.sampler.halton.Halton method) (deephyper.skopt.sampler.Hammersly method) (deephyper.skopt.sampler.hammersly.Halton method) (deephyper.skopt.sampler.hammersly.Hammersly method) (deephyper.skopt.sampler.Lhs method) (deephyper.skopt.sampler.lhs.Lhs method) (deephyper.skopt.sampler.Sobol method) (deephyper.skopt.sampler.sobol.Sobol method) (deephyper.skopt.utils.Grid method) (deephyper.skopt.utils.Halton method) (deephyper.skopt.utils.Hammersly method) (deephyper.skopt.utils.Lhs method) (deephyper.skopt.utils.Sobol method)

GenericLoaderError get() (deephyper.evaluator.RunningJob method) (deephyper.skopt.utils.OrderedDict method) get_parametrics_model_func() (deephyper.stopper.lce.BayesianLearningCurveRegressor static method) get_result() (deephyper.skopt.Optimizer method) (deephyper.skopt.optimizer.base.Optimizer method) (deephyper.skopt.optimizer.Optimizer method) (deephyper.skopt.optimizer.optimizer.Optimizer method) (deephyper.skopt.searchcv.Optimizer method) get_transformer() (deephyper.skopt.optimizer.optimizer.Space method) (deephyper.skopt.sampler.grid.Space method) (deephyper.skopt.sampler.halton.Space method) (deephyper.skopt.sampler.hammersly.Space method) (deephyper.skopt.sampler.lhs.Space method) (deephyper.skopt.sampler.sobol.Space method) (deephyper.skopt.Space method) (deephyper.skopt.space.Space method) (deephyper.skopt.space.space.Space method) (deephyper.skopt.utils.Space method) gp_minimize() (in module deephyper.skopt) (in module deephyper.skopt.optimizer) (in module deephyper.skopt.optimizer.gp) GradientBoostingQuantileRegressor (class in deephyper.skopt.learning) (class in deephyper.skopt.learning.gbrt) (class in deephyper.skopt.utils) GreedySelector (class in deephyper.ensemble.selector) Grid (class in deephyper.skopt.sampler) (class in deephyper.skopt.sampler.grid) (class in deephyper.skopt.utils)

H

Halton (class in deephyper.skopt.sampler) (class in deephyper.skopt.sampler.halton) (class in deephyper.skopt.sampler.hammersly) (class in deephyper.skopt.utils) Hammersly (class in deephyper.skopt.sampler) (class in deephyper.skopt.sampler.hammersly) (class in deephyper.skopt.utils)

hart6() (in module deephyper.skopt.benchmarks) has_gradients() (in module deephyper.skopt.optimizer.optimizer) (in module deephyper.skopt.utils) HollowIterationsStopper (class in deephyper.skopt.callbacks) HPOJob (class in deephyper.evaluator) HpProblem (class in deephyper.hpo) hyperparameter_names (deephyper.hpo.HpProblem property) hypervolume() (in module deephyper.skopt.moo)

I

Identity (class in deephyper.skopt.space) (class in deephyper.skopt.space.space) (class in deephyper.skopt.space.transformers) IdleStopper (class in deephyper.stopper) index() (deephyper.core.utils.CaptureSTD method) (deephyper.skopt.space.CaptureSTD method) (deephyper.skopt.space.space.CaptureSTD method) init_evaluator() (deephyper.ensemble.EnsemblePredictor method) InitialPointGenerator (class in deephyper.skopt.sampler) (class in deephyper.skopt.sampler.base) (class in deephyper.skopt.sampler.grid) (class in deephyper.skopt.sampler.halton) (class in deephyper.skopt.sampler.hammersly) (class in deephyper.skopt.sampler.lhs) (class in deephyper.skopt.sampler.sobol) (class in deephyper.skopt.utils) insert() (deephyper.core.utils.CaptureSTD method) (deephyper.skopt.space.CaptureSTD method) (deephyper.skopt.space.space.CaptureSTD method) Integer (class in deephyper.skopt.space) (class in deephyper.skopt.space.space) integrate_box() (deephyper.skopt.space.gaussian_kde method), [1] (deephyper.skopt.space.space.gaussian_kde method), [1] integrate_box_1d() (deephyper.skopt.space.gaussian_kde method), [1] (deephyper.skopt.space.space.gaussian_kde method), [1] integrate_gaussian() (deephyper.skopt.space.gaussian_kde method), [1] (deephyper.skopt.space.space.gaussian_kde method), [1] integrate_kde() (deephyper.skopt.space.gaussian_kde method), [1] (deephyper.skopt.space.space.gaussian_kde method), [1] inv_cov (deephyper.skopt.space.gaussian_kde attribute) (deephyper.skopt.space.space.gaussian_kde attribute) inverse_transform() (deephyper.skopt.optimizer.optimizer.Categorical method) (deephyper.skopt.optimizer.optimizer.Space method) (deephyper.skopt.sampler.grid.Space method) (deephyper.skopt.sampler.halton.Space method) (deephyper.skopt.sampler.hammersly.Space method) (deephyper.skopt.sampler.lhs.Space method) (deephyper.skopt.sampler.sobol.Space method) (deephyper.skopt.Space method) (deephyper.skopt.space.Categorical method) (deephyper.skopt.space.CategoricalEncoder method) (deephyper.skopt.space.Dimension method) (deephyper.skopt.space.Integer method) (deephyper.skopt.space.LabelEncoder method) (deephyper.skopt.space.Real method) (deephyper.skopt.space.Space method) (deephyper.skopt.space.space.Categorical method) (deephyper.skopt.space.space.CategoricalEncoder method) (deephyper.skopt.space.space.Dimension method) (deephyper.skopt.space.space.Integer method) (deephyper.skopt.space.space.LabelEncoder method) (deephyper.skopt.space.space.Real method) (deephyper.skopt.space.space.Space method) (deephyper.skopt.space.space.StringEncoder method) (deephyper.skopt.space.StringEncoder method) (deephyper.skopt.space.transformers.CategoricalEncoder method) (deephyper.skopt.space.transformers.LabelEncoder method) (deephyper.skopt.space.transformers.StringEncoder method) (deephyper.skopt.utils.Dimension method) (deephyper.skopt.utils.Space method)

is_2Dlistlike() (in module deephyper.skopt.optimizer.optimizer) (in module deephyper.skopt.utils) is_categorical (deephyper.skopt.optimizer.optimizer.Space property) (deephyper.skopt.sampler.grid.Space property) (deephyper.skopt.sampler.halton.Space property) (deephyper.skopt.sampler.hammersly.Space property) (deephyper.skopt.sampler.lhs.Space property) (deephyper.skopt.sampler.sobol.Space property) (deephyper.skopt.Space property) (deephyper.skopt.space.Space property) (deephyper.skopt.space.space.Space property) (deephyper.skopt.utils.Space property) is_listlike() (in module deephyper.skopt.optimizer.optimizer) (in module deephyper.skopt.utils) is_pareto_efficient() (in module deephyper.skopt.moo) is_partly_categorical (deephyper.skopt.optimizer.optimizer.Space property) (deephyper.skopt.sampler.grid.Space property) (deephyper.skopt.sampler.halton.Space property) (deephyper.skopt.sampler.hammersly.Space property) (deephyper.skopt.sampler.lhs.Space property) (deephyper.skopt.sampler.sobol.Space property) (deephyper.skopt.Space property) (deephyper.skopt.space.Space property) (deephyper.skopt.space.space.Space property) (deephyper.skopt.utils.Space property) is_real (deephyper.skopt.optimizer.optimizer.Space property) (deephyper.skopt.sampler.grid.Space property) (deephyper.skopt.sampler.halton.Space property) (deephyper.skopt.sampler.hammersly.Space property) (deephyper.skopt.sampler.lhs.Space property) (deephyper.skopt.sampler.sobol.Space property) (deephyper.skopt.Space property) (deephyper.skopt.space.Space property) (deephyper.skopt.space.space.Space property) (deephyper.skopt.utils.Space property) items() (deephyper.evaluator.RunningJob method) (deephyper.skopt.utils.OrderedDict method) iter_no (deephyper.skopt.callbacks.VerboseCallback attribute) (deephyper.skopt.optimizer.base.VerboseCallback attribute) iter_time (deephyper.skopt.callbacks.DeadlineStopper attribute) (deephyper.skopt.callbacks.TimerCallback attribute) Iterable (class in deephyper.skopt.optimizer.base)

J

Job (class in deephyper.evaluator)

K

keys() (deephyper.evaluator.RunningJob method) (deephyper.skopt.utils.OrderedDict method)

L

LabelEncoder (class in deephyper.skopt.space) (class in deephyper.skopt.space.space) (class in deephyper.skopt.space.transformers) LCModelStopper (class in deephyper.stopper) Lhs (class in deephyper.skopt.sampler) (class in deephyper.skopt.sampler.lhs) (class in deephyper.skopt.utils) load() (deephyper.predictor.PredictorFileLoader method) (deephyper.predictor.PredictorLoader method) (deephyper.predictor.sklearn.SklearnPredictorFileLoader method) (deephyper.predictor.tf_keras2.TFKeras2PredictorFileLoader method) (deephyper.predictor.torch.TorchPredictorFileLoader method) (in module deephyper.skopt) (in module deephyper.skopt.utils) load_all_job_ids() (deephyper.evaluator.storage.MemoryStorage method) (deephyper.evaluator.storage.NullStorage method) (deephyper.evaluator.storage.RayStorage method) (deephyper.evaluator.storage.RedisStorage method) (deephyper.evaluator.storage.Storage method) load_all_search_ids() (deephyper.evaluator.storage.MemoryStorage method) (deephyper.evaluator.storage.NullStorage method) (deephyper.evaluator.storage.RayStorage method) (deephyper.evaluator.storage.RedisStorage method) (deephyper.evaluator.storage.Storage method) load_attr() (in module deephyper.core.utils) load_job() (deephyper.evaluator.storage.MemoryStorage method) (deephyper.evaluator.storage.NullStorage method) (deephyper.evaluator.storage.RayStorage method) (deephyper.evaluator.storage.RedisStorage method) (deephyper.evaluator.storage.Storage method) load_jobs() (deephyper.evaluator.storage.MemoryStorage method) (deephyper.evaluator.storage.NullStorage method) (deephyper.evaluator.storage.RayStorage method) (deephyper.evaluator.storage.RedisStorage method) (deephyper.evaluator.storage.Storage method)

load_metadata_from_all_jobs() (deephyper.evaluator.storage.MemoryStorage method) (deephyper.evaluator.storage.NullStorage method) (deephyper.evaluator.storage.RayStorage method) (deephyper.evaluator.storage.RedisStorage method) (deephyper.evaluator.storage.Storage method) load_out_from_all_jobs() (deephyper.evaluator.storage.MemoryStorage method) (deephyper.evaluator.storage.NullStorage method) (deephyper.evaluator.storage.RayStorage method) (deephyper.evaluator.storage.RedisStorage method) (deephyper.evaluator.storage.Storage method) load_search() (deephyper.evaluator.storage.MemoryStorage method) (deephyper.evaluator.storage.NullStorage method) (deephyper.evaluator.storage.RayStorage method) (deephyper.evaluator.storage.RedisStorage method) (deephyper.evaluator.storage.Storage method) load_search_value() (deephyper.evaluator.storage.MemoryStorage method) (deephyper.evaluator.storage.NullStorage method) (deephyper.evaluator.storage.RayStorage method) (deephyper.evaluator.storage.RedisStorage method) (deephyper.evaluator.storage.Storage method) log() (in module deephyper.skopt.optimizer.optimizer) LoggerCallback (class in deephyper.evaluator.callback) LogN (class in deephyper.skopt.space) (class in deephyper.skopt.space.space) (class in deephyper.skopt.space.transformers) logpdf() (deephyper.skopt.space.gaussian_kde method), [1] (deephyper.skopt.space.space.gaussian_kde method), [1] Loss (class in deephyper.ensemble.loss)

M

marginal() (deephyper.skopt.space.gaussian_kde method) (deephyper.skopt.space.space.gaussian_kde method) MaximumJobsSpawnReached MeanAggregator (class in deephyper.ensemble.aggregator) MedianStopper (class in deephyper.stopper) MemoryStorage (class in deephyper.evaluator.storage) MissingRequirementError MixedCategoricalAggregator (class in deephyper.ensemble.aggregator) MixedNormalAggregator (class in deephyper.ensemble.aggregator) MoAugmentedChebyshevFunction (class in deephyper.skopt.moo) MoChebyshevFunction (class in deephyper.skopt.moo) ModeAggregator (class in deephyper.ensemble.aggregator) models (deephyper.skopt.Optimizer attribute) (deephyper.skopt.optimizer.base.Optimizer attribute) (deephyper.skopt.optimizer.Optimizer attribute) (deephyper.skopt.optimizer.optimizer.Optimizer attribute) (deephyper.skopt.searchcv.Optimizer attribute) module deephyper deephyper.analysis deephyper.analysis.hpo deephyper.core deephyper.core.cli deephyper.core.exceptions deephyper.core.exceptions.loading deephyper.core.exceptions.problem deephyper.core.parser deephyper.core.utils deephyper.core.utils.joblib_utils deephyper.core.warnings deephyper.ensemble deephyper.ensemble.aggregator deephyper.ensemble.aggregator.utils deephyper.ensemble.loss deephyper.ensemble.selector deephyper.evaluator deephyper.evaluator.callback deephyper.evaluator.storage deephyper.hpo deephyper.predictor deephyper.predictor.sklearn deephyper.predictor.tf_keras2 deephyper.predictor.torch deephyper.skopt deephyper.skopt.acquisition deephyper.skopt.benchmarks deephyper.skopt.callbacks deephyper.skopt.learning deephyper.skopt.learning.forest deephyper.skopt.learning.gbrt deephyper.skopt.moo deephyper.skopt.optimizer deephyper.skopt.optimizer.base deephyper.skopt.optimizer.dummy deephyper.skopt.optimizer.forest deephyper.skopt.optimizer.gbrt deephyper.skopt.optimizer.gp deephyper.skopt.optimizer.optimizer deephyper.skopt.sampler deephyper.skopt.sampler.base deephyper.skopt.sampler.grid deephyper.skopt.sampler.halton deephyper.skopt.sampler.hammersly deephyper.skopt.sampler.lhs deephyper.skopt.sampler.sobol deephyper.skopt.searchcv deephyper.skopt.space deephyper.skopt.space.space deephyper.skopt.space.transformers deephyper.skopt.utils deephyper.stopper deephyper.stopper.integration deephyper.stopper.integration.deepxde deephyper.stopper.integration.tf_keras2 deephyper.stopper.lce

MoLinearFunction (class in deephyper.skopt.moo) MoPBIFunction (class in deephyper.skopt.moo) MoQuadraticFunction (class in deephyper.skopt.moo) MoScalarFunction (class in deephyper.skopt.moo) (class in deephyper.skopt.optimizer.optimizer) move_to_end() (deephyper.skopt.utils.OrderedDict method) MPICommEvaluator (class in deephyper.evaluator) MPIDistributedBO (class in deephyper.hpo)

N

n (deephyper.skopt.space.gaussian_kde attribute) (deephyper.skopt.space.space.gaussian_kde attribute) n_constant_dimensions (deephyper.skopt.optimizer.optimizer.Space property) (deephyper.skopt.sampler.grid.Space property) (deephyper.skopt.sampler.halton.Space property) (deephyper.skopt.sampler.hammersly.Space property) (deephyper.skopt.sampler.lhs.Space property) (deephyper.skopt.sampler.sobol.Space property) (deephyper.skopt.Space property) (deephyper.skopt.space.Space property) (deephyper.skopt.space.space.Space property) (deephyper.skopt.utils.Space property) n_dims (deephyper.skopt.optimizer.optimizer.Space property) (deephyper.skopt.sampler.grid.Space property) (deephyper.skopt.sampler.halton.Space property) (deephyper.skopt.sampler.hammersly.Space property) (deephyper.skopt.sampler.lhs.Space property) (deephyper.skopt.sampler.sobol.Space property) (deephyper.skopt.Space property) (deephyper.skopt.space.Space property) (deephyper.skopt.space.space.Space property) (deephyper.skopt.utils.Space property) n_features_ (deephyper.skopt.learning.ExtraTreesRegressor attribute) (deephyper.skopt.learning.forest.ExtraTreesRegressor attribute) (deephyper.skopt.learning.forest.RandomForestRegressor attribute) (deephyper.skopt.learning.RandomForestRegressor attribute) (deephyper.skopt.utils.ExtraTreesRegressor attribute) (deephyper.skopt.utils.RandomForestRegressor attribute)

n_outputs_ (deephyper.skopt.learning.ExtraTreesRegressor attribute) (deephyper.skopt.learning.forest.ExtraTreesRegressor attribute) (deephyper.skopt.learning.forest.RandomForestRegressor attribute) (deephyper.skopt.learning.RandomForestRegressor attribute) (deephyper.skopt.utils.ExtraTreesRegressor attribute) (deephyper.skopt.utils.RandomForestRegressor attribute) n_splits_ (deephyper.skopt.BayesSearchCV attribute) (deephyper.skopt.searchcv.BayesSearchCV attribute) NaProblemError neff (deephyper.skopt.space.gaussian_kde attribute) (deephyper.skopt.space.space.gaussian_kde attribute) non_dominated_set() (in module deephyper.skopt.moo) non_dominated_set_ranked() (in module deephyper.skopt.moo) Normalize (class in deephyper.skopt.space) (class in deephyper.skopt.space.space) (class in deephyper.skopt.space.transformers) normalize() (deephyper.skopt.moo.MoAugmentedChebyshevFunction method) (deephyper.skopt.moo.MoChebyshevFunction method) (deephyper.skopt.moo.MoLinearFunction method) (deephyper.skopt.moo.MoPBIFunction method) (deephyper.skopt.moo.MoQuadraticFunction method) (deephyper.skopt.moo.MoScalarFunction method) (deephyper.skopt.optimizer.optimizer.MoScalarFunction method) normalize_dimensions() (in module deephyper.skopt.optimizer.gp) (in module deephyper.skopt.optimizer.optimizer) (in module deephyper.skopt.utils) NormalNegLogLikelihood (class in deephyper.ensemble.loss) NullStorage (class in deephyper.evaluator.storage)

O

objective (deephyper.evaluator.HPOJob property) (deephyper.evaluator.RunningJob property) (deephyper.stopper.ConstantStopper property) (deephyper.stopper.IdleStopper property) (deephyper.stopper.LCModelStopper property) (deephyper.stopper.MedianStopper property) (deephyper.stopper.Stopper property) (deephyper.stopper.SuccessiveHalvingStopper property) observations (deephyper.stopper.ConstantStopper property) (deephyper.stopper.IdleStopper property) (deephyper.stopper.LCModelStopper property) (deephyper.stopper.MedianStopper property) (deephyper.stopper.Stopper property) (deephyper.stopper.SuccessiveHalvingStopper property) observe() (deephyper.stopper.ConstantStopper method) (deephyper.stopper.IdleStopper method) (deephyper.stopper.LCModelStopper method) (deephyper.stopper.MedianStopper method) (deephyper.stopper.Stopper method) (deephyper.stopper.SuccessiveHalvingStopper method) on_done() (deephyper.ensemble.selector.OnlineSelector method) (deephyper.evaluator.callback.Callback method) (deephyper.evaluator.callback.LoggerCallback method) (deephyper.evaluator.callback.ProfilingCallback method) (deephyper.evaluator.callback.SearchEarlyStopping method) (deephyper.evaluator.callback.TqdmCallback method) on_done_other() (deephyper.ensemble.selector.OnlineSelector method) (deephyper.evaluator.callback.Callback method) (deephyper.evaluator.callback.LoggerCallback method) (deephyper.evaluator.callback.ProfilingCallback method) (deephyper.evaluator.callback.SearchEarlyStopping method) (deephyper.evaluator.callback.TqdmCallback method)

on_launch() (deephyper.ensemble.selector.OnlineSelector method) (deephyper.evaluator.callback.Callback method) (deephyper.evaluator.callback.LoggerCallback method) (deephyper.evaluator.callback.ProfilingCallback method) (deephyper.evaluator.callback.SearchEarlyStopping method) (deephyper.evaluator.callback.TqdmCallback method) OnlineSelector (class in deephyper.ensemble.selector) oob_prediction_ (deephyper.skopt.learning.ExtraTreesRegressor attribute) (deephyper.skopt.learning.forest.ExtraTreesRegressor attribute) (deephyper.skopt.learning.forest.RandomForestRegressor attribute) (deephyper.skopt.learning.RandomForestRegressor attribute) (deephyper.skopt.utils.ExtraTreesRegressor attribute) (deephyper.skopt.utils.RandomForestRegressor attribute) oob_score_ (deephyper.skopt.learning.ExtraTreesRegressor attribute) (deephyper.skopt.learning.forest.ExtraTreesRegressor attribute) (deephyper.skopt.learning.forest.RandomForestRegressor attribute) (deephyper.skopt.learning.RandomForestRegressor attribute) (deephyper.skopt.utils.ExtraTreesRegressor attribute) (deephyper.skopt.utils.RandomForestRegressor attribute) Optimizer (class in deephyper.skopt) (class in deephyper.skopt.optimizer) (class in deephyper.skopt.optimizer.base) (class in deephyper.skopt.optimizer.optimizer) (class in deephyper.skopt.searchcv) optimizer_results_ (deephyper.skopt.BayesSearchCV attribute) (deephyper.skopt.searchcv.BayesSearchCV attribute) OrderedDict (class in deephyper.skopt.utils)

P

parameters_at_max() (in module deephyper.analysis.hpo) parameters_at_topk() (in module deephyper.analysis.hpo) parameters_from_row() (in module deephyper.analysis.hpo) pareto_front() (in module deephyper.skopt.moo) parse_subprocess_result() (in module deephyper.evaluator) parse_version() (in module deephyper.core.utils.joblib_utils) pdf() (deephyper.skopt.space.gaussian_kde method), [1] (deephyper.skopt.space.space.gaussian_kde method), [1] Pipeline (class in deephyper.skopt.space) (class in deephyper.skopt.space.space) (class in deephyper.skopt.space.transformers) plot_search_trajectory_single_objective_hpo() (in module deephyper.analysis.hpo) plot_worker_utilization() (in module deephyper.analysis.hpo) point_asdict() (in module deephyper.skopt.searchcv) (in module deephyper.skopt.utils) point_aslist() (in module deephyper.skopt.utils) pop() (deephyper.core.utils.CaptureSTD method) (deephyper.evaluator.RunningJob method) (deephyper.skopt.space.CaptureSTD method) (deephyper.skopt.space.space.CaptureSTD method) (deephyper.skopt.utils.OrderedDict method) popitem() (deephyper.evaluator.RunningJob method) (deephyper.skopt.utils.OrderedDict method) predict() (deephyper.ensemble.EnsemblePredictor method) (deephyper.predictor.Predictor method) (deephyper.predictor.sklearn.SklearnPredictor method) (deephyper.predictor.tf_keras2.TFKeras2Predictor method) (deephyper.predictor.torch.TorchPredictor method) (deephyper.skopt.learning.ExtraTreesRegressor method) (deephyper.skopt.learning.forest.ExtraTreesRegressor method) (deephyper.skopt.learning.forest.RandomForestRegressor method) (deephyper.skopt.learning.gbrt.GradientBoostingQuantileRegressor method) (deephyper.skopt.learning.GradientBoostingQuantileRegressor method) (deephyper.skopt.learning.RandomForestRegressor method) (deephyper.skopt.utils.ExtraTreesRegressor method) (deephyper.skopt.utils.GradientBoostingQuantileRegressor method) (deephyper.skopt.utils.RandomForestRegressor method) (deephyper.stopper.lce.BayesianLearningCurveRegressor method)

predict_posterior_samples() (deephyper.stopper.lce.BayesianLearningCurveRegressor method) predictions_from_predictors() (deephyper.ensemble.EnsemblePredictor method) Predictor (class in deephyper.predictor) PredictorFileLoader (class in deephyper.predictor) PredictorLoader (class in deephyper.predictor) prob() (deephyper.stopper.lce.BayesianLearningCurveRegressor method) ProblemLoadDataIsNotCallable ProblemPreprocessingIsNotCallable ProcessPoolEvaluator (class in deephyper.evaluator) profile() (in module deephyper.evaluator) ProfilingCallback (class in deephyper.evaluator.callback)

Q

queued() (in module deephyper.evaluator)

R

RandomForestRegressor (class in deephyper.skopt.learning) (class in deephyper.skopt.learning.forest) (class in deephyper.skopt.utils) RandomSearch (class in deephyper.hpo) rank() (in module deephyper.analysis) rankdata() (in module deephyper.skopt.searchcv) RayEvaluator (class in deephyper.evaluator) RayStorage (class in deephyper.evaluator.storage) read_results_from_csv() (in module deephyper.analysis.hpo) Real (class in deephyper.skopt.space) (class in deephyper.skopt.space.space) record() (deephyper.evaluator.RunningJob method) RedisStorage (class in deephyper.evaluator.storage) RegularizedEvolution (class in deephyper.hpo) remove() (deephyper.core.utils.CaptureSTD method) (deephyper.skopt.space.CaptureSTD method) (deephyper.skopt.space.space.CaptureSTD method) resample() (deephyper.skopt.space.gaussian_kde method), [1] (deephyper.skopt.space.space.gaussian_kde method), [1] reverse() (deephyper.core.utils.CaptureSTD method) (deephyper.skopt.space.CaptureSTD method) (deephyper.skopt.space.space.CaptureSTD method) run() (deephyper.skopt.Optimizer method) (deephyper.skopt.optimizer.base.Optimizer method) (deephyper.skopt.optimizer.Optimizer method) (deephyper.skopt.optimizer.optimizer.Optimizer method) (deephyper.skopt.searchcv.Optimizer method)

RunFunctionError RunningJob (class in deephyper.evaluator) rvs() (deephyper.skopt.optimizer.optimizer.Categorical method) (deephyper.skopt.optimizer.optimizer.Space method) (deephyper.skopt.sampler.grid.Space method) (deephyper.skopt.sampler.halton.Space method) (deephyper.skopt.sampler.hammersly.Space method) (deephyper.skopt.sampler.lhs.Space method) (deephyper.skopt.sampler.sobol.Space method) (deephyper.skopt.Space method) (deephyper.skopt.space.Categorical method) (deephyper.skopt.space.Dimension method) (deephyper.skopt.space.Integer method) (deephyper.skopt.space.Real method) (deephyper.skopt.space.Space method) (deephyper.skopt.space.space.Categorical method) (deephyper.skopt.space.space.Dimension method) (deephyper.skopt.space.space.Integer method) (deephyper.skopt.space.space.Real method) (deephyper.skopt.space.space.Space method) (deephyper.skopt.utils.Dimension method) (deephyper.skopt.utils.Space method)

S

scalarize() (deephyper.skopt.moo.MoAugmentedChebyshevFunction method) (deephyper.skopt.moo.MoChebyshevFunction method) (deephyper.skopt.moo.MoLinearFunction method) (deephyper.skopt.moo.MoPBIFunction method) (deephyper.skopt.moo.MoQuadraticFunction method) (deephyper.skopt.moo.MoScalarFunction method) (deephyper.skopt.optimizer.optimizer.MoScalarFunction method) scorer_ (deephyper.skopt.BayesSearchCV attribute) (deephyper.skopt.searchcv.BayesSearchCV attribute) scotts_factor() (deephyper.skopt.space.gaussian_kde method) (deephyper.skopt.space.space.gaussian_kde method) Search (class in deephyper.hpo) search() (deephyper.hpo.CBO method) (deephyper.hpo.ExperimentalDesignSearch method) (deephyper.hpo.MPIDistributedBO method) (deephyper.hpo.RandomSearch method) (deephyper.hpo.RegularizedEvolution method) (deephyper.hpo.Search method) search_id (deephyper.hpo.CBO property) (deephyper.hpo.ExperimentalDesignSearch property) (deephyper.hpo.MPIDistributedBO property) (deephyper.hpo.RandomSearch property) (deephyper.hpo.RegularizedEvolution property) (deephyper.hpo.Search property) SearchEarlyStopping (class in deephyper.evaluator.callback) SearchSpaceBuilderIsNotCallable SearchSpaceBuilderMissingDefaultParameter SearchSpaceBuilderMissingParameter SearchTerminationError select() (deephyper.ensemble.selector.GreedySelector method) (deephyper.ensemble.selector.Selector method) (deephyper.ensemble.selector.TopKSelector method) selected_predictors_indexes (deephyper.ensemble.selector.OnlineSelector attribute) selected_predictors_job_ids (deephyper.ensemble.selector.OnlineSelector property) selected_predictors_weights (deephyper.ensemble.selector.OnlineSelector attribute) Selector (class in deephyper.ensemble.selector) selector (deephyper.ensemble.selector.OnlineSelector attribute) SerialEvaluator (class in deephyper.evaluator) set_bandwidth() (deephyper.skopt.space.gaussian_kde method), [1] (deephyper.skopt.space.space.gaussian_kde method), [1] set_params() (deephyper.skopt.sampler.base.InitialPointGenerator method) (deephyper.skopt.sampler.Grid method) (deephyper.skopt.sampler.grid.Grid method) (deephyper.skopt.sampler.grid.InitialPointGenerator method) (deephyper.skopt.sampler.Halton method) (deephyper.skopt.sampler.halton.Halton method) (deephyper.skopt.sampler.halton.InitialPointGenerator method) (deephyper.skopt.sampler.Hammersly method) (deephyper.skopt.sampler.hammersly.Halton method) (deephyper.skopt.sampler.hammersly.Hammersly method) (deephyper.skopt.sampler.hammersly.InitialPointGenerator method) (deephyper.skopt.sampler.InitialPointGenerator method) (deephyper.skopt.sampler.Lhs method) (deephyper.skopt.sampler.lhs.InitialPointGenerator method) (deephyper.skopt.sampler.lhs.Lhs method) (deephyper.skopt.sampler.Sobol method) (deephyper.skopt.sampler.sobol.InitialPointGenerator method) (deephyper.skopt.sampler.sobol.Sobol method) (deephyper.skopt.utils.Grid method) (deephyper.skopt.utils.Halton method) (deephyper.skopt.utils.Hammersly method) (deephyper.skopt.utils.InitialPointGenerator method) (deephyper.skopt.utils.Lhs method) (deephyper.skopt.utils.Sobol method) set_timeout() (deephyper.evaluator.Evaluator method) (deephyper.evaluator.MPICommEvaluator method) (deephyper.evaluator.ProcessPoolEvaluator method) (deephyper.evaluator.RayEvaluator method) (deephyper.evaluator.SerialEvaluator method) (deephyper.evaluator.ThreadPoolEvaluator method) set_transformer() (deephyper.skopt.optimizer.optimizer.Categorical method) (deephyper.skopt.optimizer.optimizer.Space method) (deephyper.skopt.sampler.grid.Space method) (deephyper.skopt.sampler.halton.Space method) (deephyper.skopt.sampler.hammersly.Space method) (deephyper.skopt.sampler.lhs.Space method) (deephyper.skopt.sampler.sobol.Space method) (deephyper.skopt.Space method) (deephyper.skopt.space.Categorical method) (deephyper.skopt.space.Integer method) (deephyper.skopt.space.Real method) (deephyper.skopt.space.Space method) (deephyper.skopt.space.space.Categorical method) (deephyper.skopt.space.space.Integer method) (deephyper.skopt.space.space.Real method) (deephyper.skopt.space.space.Space method) (deephyper.skopt.utils.Space method) set_transformer_by_type() (deephyper.skopt.optimizer.optimizer.Space method) (deephyper.skopt.sampler.grid.Space method) (deephyper.skopt.sampler.halton.Space method) (deephyper.skopt.sampler.hammersly.Space method) (deephyper.skopt.sampler.lhs.Space method) (deephyper.skopt.sampler.sobol.Space method) (deephyper.skopt.Space method) (deephyper.skopt.space.Space method) (deephyper.skopt.space.space.Space method) (deephyper.skopt.utils.Space method)

setdefault() (deephyper.evaluator.RunningJob method) (deephyper.skopt.utils.OrderedDict method) signature() (in module deephyper.core.parser) silverman_factor() (deephyper.skopt.space.gaussian_kde method) (deephyper.skopt.space.space.gaussian_kde method) SklearnPredictor (class in deephyper.predictor.sklearn) SklearnPredictorFileLoader (class in deephyper.predictor.sklearn) Sobol (class in deephyper.skopt.sampler) (class in deephyper.skopt.sampler.sobol) (class in deephyper.skopt.utils) sort() (deephyper.core.utils.CaptureSTD method) (deephyper.skopt.space.CaptureSTD method) (deephyper.skopt.space.space.CaptureSTD method) Space (class in deephyper.skopt) (class in deephyper.skopt.optimizer.optimizer) (class in deephyper.skopt.sampler.grid) (class in deephyper.skopt.sampler.halton) (class in deephyper.skopt.sampler.hammersly) (class in deephyper.skopt.sampler.lhs) (class in deephyper.skopt.sampler.sobol) (class in deephyper.skopt.space) (class in deephyper.skopt.space.space) (class in deephyper.skopt.utils) space (deephyper.hpo.HpProblem property) (deephyper.skopt.Optimizer attribute) (deephyper.skopt.optimizer.base.Optimizer attribute) (deephyper.skopt.optimizer.Optimizer attribute) (deephyper.skopt.optimizer.optimizer.Optimizer attribute) (deephyper.skopt.searchcv.Optimizer attribute) SpaceDimNameOfWrongType SquaredError (class in deephyper.ensemble.loss) standardize_output() (deephyper.evaluator.HPOJob static method) step (deephyper.stopper.ConstantStopper property) (deephyper.stopper.IdleStopper property) (deephyper.stopper.LCModelStopper property) (deephyper.stopper.MedianStopper property) (deephyper.stopper.Stopper property) (deephyper.stopper.SuccessiveHalvingStopper property) stop() (deephyper.stopper.ConstantStopper method) (deephyper.stopper.IdleStopper method) (deephyper.stopper.LCModelStopper method) (deephyper.stopper.MedianStopper method) (deephyper.stopper.Stopper method) (deephyper.stopper.SuccessiveHalvingStopper method) stopped() (deephyper.evaluator.RunningJob method) Stopper (class in deephyper.stopper) Storage (class in deephyper.evaluator.storage) store_job() (deephyper.evaluator.storage.MemoryStorage method) (deephyper.evaluator.storage.NullStorage method) (deephyper.evaluator.storage.RayStorage method) (deephyper.evaluator.storage.RedisStorage method) (deephyper.evaluator.storage.Storage method) store_job_in() (deephyper.evaluator.storage.MemoryStorage method) (deephyper.evaluator.storage.NullStorage method) (deephyper.evaluator.storage.RayStorage method) (deephyper.evaluator.storage.RedisStorage method) (deephyper.evaluator.storage.Storage method) store_job_metadata() (deephyper.evaluator.storage.MemoryStorage method) (deephyper.evaluator.storage.NullStorage method) (deephyper.evaluator.storage.RayStorage method) (deephyper.evaluator.storage.RedisStorage method) (deephyper.evaluator.storage.Storage method) store_job_out() (deephyper.evaluator.storage.MemoryStorage method) (deephyper.evaluator.storage.NullStorage method) (deephyper.evaluator.storage.RayStorage method) (deephyper.evaluator.storage.RedisStorage method) (deephyper.evaluator.storage.Storage method) store_search_value() (deephyper.evaluator.storage.MemoryStorage method) (deephyper.evaluator.storage.NullStorage method) (deephyper.evaluator.storage.RayStorage method) (deephyper.evaluator.storage.RedisStorage method) (deephyper.evaluator.storage.Storage method) str2bool() (in module deephyper.core.parser) StringEncoder (class in deephyper.skopt.space) (class in deephyper.skopt.space.space) (class in deephyper.skopt.space.transformers) submit() (deephyper.evaluator.Evaluator method) (deephyper.evaluator.MPICommEvaluator method) (deephyper.evaluator.ProcessPoolEvaluator method) (deephyper.evaluator.RayEvaluator method) (deephyper.evaluator.SerialEvaluator method) (deephyper.evaluator.ThreadPoolEvaluator method) SuccessiveHalvingStopper (class in deephyper.stopper)

T

tell() (deephyper.hpo.CBO method) (deephyper.hpo.ExperimentalDesignSearch method) (deephyper.hpo.MPIDistributedBO method) (deephyper.hpo.RandomSearch method) (deephyper.hpo.RegularizedEvolution method) (deephyper.hpo.Search method) (deephyper.skopt.Optimizer method) (deephyper.skopt.optimizer.base.Optimizer method) (deephyper.skopt.optimizer.Optimizer method) (deephyper.skopt.optimizer.optimizer.Optimizer method) (deephyper.skopt.searchcv.Optimizer method) terminate_on_timeout() (in module deephyper.core.utils) TFKeras2Predictor (class in deephyper.predictor.tf_keras2) TFKeras2PredictorFileLoader (class in deephyper.predictor.tf_keras2) TFKerasStopperCallback (class in deephyper.stopper.integration.tf_keras2) ThreadPoolEvaluator (class in deephyper.evaluator) ThresholdStopper (class in deephyper.skopt.callbacks) time() (in module deephyper.skopt.callbacks) TimeoutReached TimerCallback (class in deephyper.skopt.callbacks) to_json() (deephyper.evaluator.Evaluator method) (deephyper.evaluator.MPICommEvaluator method) (deephyper.evaluator.ProcessPoolEvaluator method) (deephyper.evaluator.RayEvaluator method) (deephyper.evaluator.SerialEvaluator method) (deephyper.evaluator.ThreadPoolEvaluator method) (deephyper.hpo.CBO method) (deephyper.hpo.ExperimentalDesignSearch method) (deephyper.hpo.HpProblem method) (deephyper.hpo.MPIDistributedBO method) (deephyper.hpo.RandomSearch method) (deephyper.hpo.RegularizedEvolution method) (deephyper.hpo.Search method) (deephyper.stopper.ConstantStopper method) (deephyper.stopper.IdleStopper method) (deephyper.stopper.LCModelStopper method) (deephyper.stopper.MedianStopper method) (deephyper.stopper.Stopper method) (deephyper.stopper.SuccessiveHalvingStopper method) (in module deephyper.evaluator) ToInteger (class in deephyper.skopt.space) (class in deephyper.skopt.space.space) (class in deephyper.skopt.space.transformers) TopKSelector (class in deephyper.ensemble.selector) TorchPredictor (class in deephyper.predictor.torch) TorchPredictorFileLoader (class in deephyper.predictor.torch) total_iterations (deephyper.skopt.BayesSearchCV property) (deephyper.skopt.searchcv.BayesSearchCV property) TqdmCallback (class in deephyper.evaluator.callback) transform() (deephyper.skopt.optimizer.optimizer.Categorical method) (deephyper.skopt.optimizer.optimizer.Space method) (deephyper.skopt.sampler.grid.Space method) (deephyper.skopt.sampler.halton.Space method) (deephyper.skopt.sampler.hammersly.Space method) (deephyper.skopt.sampler.lhs.Space method) (deephyper.skopt.sampler.sobol.Space method) (deephyper.skopt.Space method) (deephyper.skopt.space.Categorical method) (deephyper.skopt.space.CategoricalEncoder method) (deephyper.skopt.space.Dimension method) (deephyper.skopt.space.Integer method) (deephyper.skopt.space.LabelEncoder method) (deephyper.skopt.space.Real method) (deephyper.skopt.space.Space method) (deephyper.skopt.space.space.Categorical method) (deephyper.skopt.space.space.CategoricalEncoder method) (deephyper.skopt.space.space.Dimension method) (deephyper.skopt.space.space.Integer method) (deephyper.skopt.space.space.LabelEncoder method) (deephyper.skopt.space.space.Real method) (deephyper.skopt.space.space.Space method) (deephyper.skopt.space.space.StringEncoder method) (deephyper.skopt.space.StringEncoder method) (deephyper.skopt.space.transformers.CategoricalEncoder method) (deephyper.skopt.space.transformers.LabelEncoder method) (deephyper.skopt.space.transformers.StringEncoder method) (deephyper.skopt.utils.Dimension method) (deephyper.skopt.utils.Space method)

transform_objective() (deephyper.stopper.ConstantStopper method) (deephyper.stopper.IdleStopper method) (deephyper.stopper.LCModelStopper method) (deephyper.stopper.MedianStopper method) (deephyper.stopper.Stopper method) (deephyper.stopper.SuccessiveHalvingStopper method) transformed_bounds (deephyper.skopt.optimizer.optimizer.Space property) (deephyper.skopt.sampler.grid.Space property) (deephyper.skopt.sampler.halton.Space property) (deephyper.skopt.sampler.hammersly.Space property) (deephyper.skopt.sampler.lhs.Space property) (deephyper.skopt.sampler.sobol.Space property) (deephyper.skopt.Space property) (deephyper.skopt.space.Space property) (deephyper.skopt.space.space.Space property) (deephyper.skopt.utils.Space property) transformed_n_dims (deephyper.skopt.optimizer.optimizer.Space property) (deephyper.skopt.sampler.grid.Space property) (deephyper.skopt.sampler.halton.Space property) (deephyper.skopt.sampler.hammersly.Space property) (deephyper.skopt.sampler.lhs.Space property) (deephyper.skopt.sampler.sobol.Space property) (deephyper.skopt.Space property) (deephyper.skopt.space.Space property) (deephyper.skopt.space.space.Space property) (deephyper.skopt.utils.Space property) Transformer (class in deephyper.skopt.space.transformers)

U

update() (deephyper.evaluator.RunningJob method) (deephyper.skopt.utils.OrderedDict method) update_matplotlib_rc() (in module deephyper.analysis) update_next() (deephyper.skopt.Optimizer method) (deephyper.skopt.optimizer.base.Optimizer method) (deephyper.skopt.optimizer.Optimizer method) (deephyper.skopt.optimizer.optimizer.Optimizer method) (deephyper.skopt.searchcv.Optimizer method) update_prior() (deephyper.skopt.optimizer.optimizer.Space method) (deephyper.skopt.sampler.grid.Space method) (deephyper.skopt.sampler.halton.Space method) (deephyper.skopt.sampler.hammersly.Space method) (deephyper.skopt.sampler.lhs.Space method) (deephyper.skopt.sampler.sobol.Space method) (deephyper.skopt.Space method) (deephyper.skopt.space.Real method) (deephyper.skopt.space.Space method) (deephyper.skopt.space.space.Real method) (deephyper.skopt.space.space.Space method) (deephyper.skopt.utils.Space method)

use_named_args() (in module deephyper.skopt.utils)

V

values() (deephyper.evaluator.RunningJob method) (deephyper.skopt.utils.OrderedDict method)

VerboseCallback (class in deephyper.skopt.callbacks) (class in deephyper.skopt.optimizer.base)

W

wraps() (in module deephyper.skopt.utils)

WrongProblemObjective

X

Xi (deephyper.skopt.Optimizer attribute) (deephyper.skopt.optimizer.base.Optimizer attribute) (deephyper.skopt.optimizer.Optimizer attribute) (deephyper.skopt.optimizer.optimizer.Optimizer attribute) (deephyper.skopt.searchcv.Optimizer attribute)

Y

y (deephyper.ensemble.selector.OnlineSelector attribute) y_predictors (deephyper.ensemble.selector.OnlineSelector attribute) y_predictors_job_ids (deephyper.ensemble.selector.OnlineSelector attribute) yi (deephyper.skopt.Optimizer attribute) (deephyper.skopt.optimizer.base.Optimizer attribute) (deephyper.skopt.optimizer.Optimizer attribute) (deephyper.skopt.optimizer.optimizer.Optimizer attribute) (deephyper.skopt.searchcv.Optimizer attribute)

Z

ZeroOneLoss (class in deephyper.ensemble.loss)