Index

_

__add__() (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population 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.evaluator.callback.ObjectiveRecorder method) (deephyper.evaluator.storage.MPIWinMutableMapping method) (deephyper.skopt.learning.ExtraTreesRegressor method) (deephyper.skopt.learning.forest.ExtraTreesRegressor method) (deephyper.skopt.learning.forest.RandomForestRegressor method) (deephyper.skopt.learning.gaussian_process.GaussianProcessRegressor method) (deephyper.skopt.learning.gaussian_process.gpr.ConstantKernel method) (deephyper.skopt.learning.gaussian_process.gpr.GaussianProcessRegressor method) (deephyper.skopt.learning.gaussian_process.gpr.RBF method) (deephyper.skopt.learning.gaussian_process.gpr.Sum method) (deephyper.skopt.learning.gaussian_process.gpr.WhiteKernel method) (deephyper.skopt.learning.gaussian_process.kernels.ConstantKernel method) (deephyper.skopt.learning.gaussian_process.kernels.DotProduct method) (deephyper.skopt.learning.gaussian_process.kernels.Exponentiation method) (deephyper.skopt.learning.gaussian_process.kernels.ExpSineSquared method) (deephyper.skopt.learning.gaussian_process.kernels.HammingKernel method) (deephyper.skopt.learning.gaussian_process.kernels.Kernel method) (deephyper.skopt.learning.gaussian_process.kernels.Matern method) (deephyper.skopt.learning.gaussian_process.kernels.Product method) (deephyper.skopt.learning.gaussian_process.kernels.RationalQuadratic method) (deephyper.skopt.learning.gaussian_process.kernels.RBF method) (deephyper.skopt.learning.gaussian_process.kernels.Sum method) (deephyper.skopt.learning.gaussian_process.kernels.WhiteKernel method) (deephyper.skopt.learning.GaussianProcessRegressor method) (deephyper.skopt.learning.gbrt.GradientBoostingQuantileRegressor method) (deephyper.skopt.learning.GradientBoostingQuantileRegressor method) (deephyper.skopt.learning.RandomForestRegressor method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.ConfigSpaceRepair method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.MixedVariableMating method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Repair method) (deephyper.skopt.optimizer.optimizer.GaussianProcessRegressor method) (deephyper.skopt.utils.ConstantKernel method) (deephyper.skopt.utils.ExtraTreesRegressor method) (deephyper.skopt.utils.GaussianProcessRegressor method) (deephyper.skopt.utils.GradientBoostingQuantileRegressor method) (deephyper.skopt.utils.HammingKernel method) (deephyper.skopt.utils.Matern method) (deephyper.skopt.utils.RandomForestRegressor method) (deephyper.stopper.lce.BayesianLearningCurveRegressor method)

__mul__() (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population method)

A

AbsoluteError (class in deephyper.ensemble.loss) add() (deephyper.hpo.HpProblem method) add_arguments_from_signature() (in module deephyper.cli.utils) 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) ALIGNED (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population attribute) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population attribute) all() (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population method) alpha_ (deephyper.skopt.learning.gaussian_process.GaussianProcessRegressor attribute) (deephyper.skopt.learning.gaussian_process.gpr.GaussianProcessRegressor attribute) (deephyper.skopt.learning.GaussianProcessRegressor attribute) (deephyper.skopt.optimizer.optimizer.GaussianProcessRegressor attribute) (deephyper.skopt.utils.GaussianProcessRegressor attribute)

Any (class in deephyper.ensemble.loss) any() (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population method) argmax() (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population method) ArgMaxEstSelection (class in deephyper.hpo) ArgMaxObsSelection (class in deephyper.hpo) argmin() (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population method) argpartition() (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population method) argsort() (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population method) ask() (deephyper.hpo.CBO method) (deephyper.hpo.ExperimentalDesignSearch method) (deephyper.hpo.RandomSearch method) (deephyper.hpo.RegularizedEvolution method) (deephyper.hpo.Search method) (deephyper.skopt.Optimizer method) (deephyper.skopt.optimizer.Optimizer method) (deephyper.skopt.optimizer.optimizer.Optimizer method) astype() (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population method)

B

base (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population attribute) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population attribute) BayesianLearningCurveRegressor (class in deephyper.stopper.lce) BEHAVED (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population attribute) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population attribute) boltzmann_distribution() (in module deephyper.skopt.optimizer.optimizer) bounds (deephyper.skopt.optimizer.optimizer.Categorical property) (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.Categorical property) (deephyper.skopt.space.Dimension property) (deephyper.skopt.space.Integer property) (deephyper.skopt.space.Real property) (deephyper.skopt.space.Space property) (deephyper.skopt.space.space.Categorical property) (deephyper.skopt.space.space.Dimension property) (deephyper.skopt.space.space.Integer property) (deephyper.skopt.space.space.Real property) (deephyper.skopt.space.space.Space property) (deephyper.skopt.utils.Dimension property) (deephyper.skopt.utils.Space property)

byteswap() (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population method)

C

C_CONTIGUOUS (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population attribute) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population attribute) Callback (class in deephyper.evaluator.callback) CARRAY (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population attribute) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population attribute) 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.space) (class in deephyper.skopt.space.transformers) CBO (class in deephyper.hpo) check_configuration() (deephyper.hpo.HpProblem method) check_dimension() (in module deephyper.skopt.space) (in module deephyper.skopt.space.space) check_dimension_names() (in module deephyper.skopt.utils) check_evaluator() (deephyper.hpo.CBO method) (deephyper.hpo.ExperimentalDesignSearch method) (deephyper.hpo.RandomSearch method) (deephyper.hpo.RegularizedEvolution method) (deephyper.hpo.Search method) check_list_types() (in module deephyper.skopt.utils) check_variable_types() (deephyper.hpo.gmm.GMMSampler method) check_x_in_space() (in module deephyper.skopt.optimizer.optimizer) (in module deephyper.skopt.utils) Choice (class in deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga) choose() (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population method) clear() (deephyper.evaluator.callback.tqdm method) (deephyper.evaluator.RunningJob method) (deephyper.evaluator.storage.MPIWinMutableMapping method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.OrderedDict method) (deephyper.skopt.utils.OrderedDict method) clip() (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population method) close() (deephyper.evaluator.callback.tqdm method) (deephyper.evaluator.Evaluator method) (deephyper.evaluator.LokyEvaluator method) (deephyper.evaluator.MPICommEvaluator method) (deephyper.evaluator.ProcessPoolEvaluator method) (deephyper.evaluator.RayEvaluator method) (deephyper.evaluator.SerialEvaluator method) (deephyper.evaluator.ThreadPoolEvaluator method) compress() (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population method) Config (class in deephyper.skopt.optimizer.acq_optimizer.pymoo_ga) (class in deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga) ConfigSpaceRepair (class in deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga) conj() (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population method) conjugate() (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population method) connect() (deephyper.evaluator.storage.MemoryStorage method) (deephyper.evaluator.storage.MPIWinStorage method) (deephyper.evaluator.storage.NullStorage method) (deephyper.evaluator.storage.RayStorage method) (deephyper.evaluator.storage.RedisStorage method) (deephyper.evaluator.storage.Storage method)

ConstantKernel (class in deephyper.skopt.learning.gaussian_process.gpr) (class in deephyper.skopt.learning.gaussian_process.kernels) (class in deephyper.skopt.utils) ConstantStopper (class in deephyper.stopper) convert_space_to_pymoo_mixed() (in module deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga) cook_estimator() (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.hpo.Solution method) (deephyper.skopt.Optimizer method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.OrderedDict method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population method) (deephyper.skopt.optimizer.Optimizer method) (deephyper.skopt.optimizer.optimizer.Optimizer method) (deephyper.skopt.utils.OrderedDict method) create() (deephyper.evaluator.Evaluator static method) (deephyper.evaluator.LokyEvaluator 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.MPIWinStorage 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.MPIWinStorage 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.MPIWinStorage 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) CSVLoggerCallback (class in deephyper.evaluator.callback) ctypes (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population attribute) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population attribute) cumprod() (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population method) cumsum() (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population method)

D

data (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population attribute) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population attribute) deactivate_inactive_dimensions() (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) deepcopy() (in module deephyper.skopt.utils) deephyper.analysis module deephyper.analysis.hpo module deephyper.cli module deephyper.cli.utils module deephyper.ensemble module deephyper.ensemble.aggregator module deephyper.ensemble.loss module deephyper.ensemble.selector module deephyper.evaluator module deephyper.evaluator.callback module deephyper.evaluator.mpi module deephyper.evaluator.storage module deephyper.evaluator.utils module deephyper.hpo module deephyper.hpo.gmm module deephyper.hpo.utils module deephyper.predictor module deephyper.predictor.sklearn module deephyper.predictor.torch module deephyper.skopt module deephyper.skopt.acquisition module deephyper.skopt.joblib module deephyper.skopt.learning module deephyper.skopt.learning.forest module deephyper.skopt.learning.gaussian_process module deephyper.skopt.learning.gaussian_process.gpr module deephyper.skopt.learning.gaussian_process.kernels module deephyper.skopt.learning.gbrt module deephyper.skopt.moo module deephyper.skopt.optimizer module deephyper.skopt.optimizer.acq_optimizer module deephyper.skopt.optimizer.acq_optimizer.pymoo_ga module deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga 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.space module deephyper.skopt.space.space module deephyper.skopt.space.transformers module deephyper.skopt.utils module deephyper.stopper module deephyper.stopper.lce module default_configuration (deephyper.hpo.HpProblem property) DefaultMixedTermination (class in deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga) DefaultSingleObjectiveMixedTermination (class in deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga) DefaultSingleObjectiveTermination (class in deephyper.skopt.optimizer.acq_optimizer.pymoo_ga) diagonal() (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population method) 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.utils) display() (deephyper.evaluator.callback.tqdm method) 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) dot() (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population method) DotProduct (class in deephyper.skopt.learning.gaussian_process.kernels) dtype (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population attribute) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population attribute) dump() (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population method) (in module deephyper.skopt) (in module deephyper.skopt.utils) dump_jobs_done_to_csv() (deephyper.evaluator.callback.CSVLoggerCallback method) (deephyper.hpo.CBO method) (deephyper.hpo.ExperimentalDesignSearch method) (deephyper.hpo.RandomSearch method) (deephyper.hpo.RegularizedEvolution method) (deephyper.hpo.Search method) dumps() (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population method)

E

ElementwiseProblem (class in deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga) 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.utils) Evaluator (class in deephyper.evaluator) execute() (deephyper.evaluator.Evaluator method) (deephyper.evaluator.LokyEvaluator method) (deephyper.evaluator.MPICommEvaluator method) (deephyper.evaluator.ProcessPoolEvaluator method) (deephyper.evaluator.RayEvaluator method) (deephyper.evaluator.SerialEvaluator method) (deephyper.evaluator.ThreadPoolEvaluator method)

ExhaustedFailures, [1] 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) Exponentiation (class in deephyper.skopt.learning.gaussian_process.kernels) ExpSineSquared (class in deephyper.skopt.learning.gaussian_process.kernels) external_write_mode() (deephyper.evaluator.callback.tqdm class method) ExtraTreesRegressor (class in deephyper.skopt.learning) (class in deephyper.skopt.learning.forest) (class in deephyper.skopt.utils)

F

F_CONTIGUOUS (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population attribute) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population attribute) FARRAY (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population attribute) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population 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) fill() (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population method) filter_failed_objectives() (in module deephyper.analysis.hpo) find_predictor_files() (deephyper.predictor.PredictorFileLoader static method) (deephyper.predictor.sklearn.SklearnPredictorFileLoader static method) (deephyper.predictor.torch.TorchPredictorFileLoader static method) fit() (deephyper.hpo.gmm.GMMSampler method) (deephyper.skopt.learning.gaussian_process.GaussianProcessRegressor method) (deephyper.skopt.learning.gaussian_process.gpr.GaussianProcessRegressor method) (deephyper.skopt.learning.GaussianProcessRegressor method) (deephyper.skopt.learning.gbrt.GradientBoostingQuantileRegressor method) (deephyper.skopt.learning.GradientBoostingQuantileRegressor method) (deephyper.skopt.optimizer.optimizer.GaussianProcessRegressor method) (deephyper.skopt.space.space.CategoricalEncoder method) (deephyper.skopt.space.space.Identity method) (deephyper.skopt.space.space.LabelEncoder method) (deephyper.skopt.space.space.LogN method) (deephyper.skopt.space.space.Normalize method) (deephyper.skopt.space.space.Pipeline method) (deephyper.skopt.space.space.StringEncoder method) (deephyper.skopt.space.space.ToInteger method) (deephyper.skopt.space.transformers.CategoricalEncoder method) (deephyper.skopt.space.transformers.Identity method) (deephyper.skopt.space.transformers.LabelEncoder method) (deephyper.skopt.space.transformers.LogN method) (deephyper.skopt.space.transformers.Normalize method) (deephyper.skopt.space.transformers.Pipeline method) (deephyper.skopt.space.transformers.StringEncoder method) (deephyper.skopt.space.transformers.ToInteger method) (deephyper.skopt.space.transformers.Transformer method) (deephyper.skopt.utils.GaussianProcessRegressor method) (deephyper.skopt.utils.GradientBoostingQuantileRegressor method) (deephyper.stopper.lce.BayesianLearningCurveRegressor method)

fit_generative_model() (deephyper.hpo.CBO method) (deephyper.hpo.ExperimentalDesignSearch method) fit_search_space() (deephyper.hpo.CBO method) (deephyper.hpo.ExperimentalDesignSearch method) fit_surrogate() (deephyper.hpo.CBO method) (deephyper.hpo.ExperimentalDesignSearch method) flags (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population attribute) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population attribute) flat (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population attribute) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population attribute) flatten() (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population method) FNC (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population attribute) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population attribute) FORC (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population attribute) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population attribute) format_dict (deephyper.evaluator.callback.tqdm property) format_interval() (deephyper.evaluator.callback.tqdm static method) format_meter() (deephyper.evaluator.callback.tqdm static method) format_num() (deephyper.evaluator.callback.tqdm static method) format_sizeof() (deephyper.evaluator.callback.tqdm static method) 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.optimizer.acq_optimizer.pymoo_mixedga.OrderedDict class method) (deephyper.skopt.utils.OrderedDict class method)

G

GA (class in deephyper.skopt.optimizer.acq_optimizer.pymoo_ga) GAPymooAcqOptimizer (class in deephyper.skopt.optimizer.acq_optimizer.pymoo_ga) gather() (deephyper.evaluator.Evaluator method) (deephyper.evaluator.LokyEvaluator 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.LokyEvaluator 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_lcb() (in module deephyper.skopt.acquisition) gaussian_mes() (in module deephyper.skopt.acquisition) gaussian_pi() (in module deephyper.skopt.acquisition) GaussianProcessRegressor (class in deephyper.skopt.learning) (class in deephyper.skopt.learning.gaussian_process) (class in deephyper.skopt.learning.gaussian_process.gpr) (class in deephyper.skopt.optimizer.optimizer) (class in deephyper.skopt.utils) 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) get() (deephyper.evaluator.RunningJob method) (deephyper.evaluator.storage.MPIWinMutableMapping method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Choice method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Integer method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.OrderedDict method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Real method) (deephyper.skopt.utils.OrderedDict method)

get_inactive_value_of_hyperparameter() (in module deephyper.hpo.utils) get_lock() (deephyper.evaluator.callback.tqdm class method) get_mask_of_rows_without_failures() (in module deephyper.analysis.hpo) get_parametrics_model_func() (deephyper.stopper.lce.BayesianLearningCurveRegressor static method) get_params() (deephyper.hpo.CBO method) (deephyper.hpo.ExperimentalDesignSearch method) (deephyper.hpo.RandomSearch method) (deephyper.hpo.RegularizedEvolution method) (deephyper.hpo.Search 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) getfield() (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population method) GMMSampler (class in deephyper.hpo.gmm) gradient_x() (deephyper.skopt.learning.gaussian_process.gpr.ConstantKernel method) (deephyper.skopt.learning.gaussian_process.gpr.RBF method) (deephyper.skopt.learning.gaussian_process.gpr.Sum method) (deephyper.skopt.learning.gaussian_process.gpr.WhiteKernel method) (deephyper.skopt.learning.gaussian_process.kernels.ConstantKernel method) (deephyper.skopt.learning.gaussian_process.kernels.DotProduct method) (deephyper.skopt.learning.gaussian_process.kernels.Exponentiation method) (deephyper.skopt.learning.gaussian_process.kernels.ExpSineSquared method) (deephyper.skopt.learning.gaussian_process.kernels.HammingKernel method) (deephyper.skopt.learning.gaussian_process.kernels.Kernel method) (deephyper.skopt.learning.gaussian_process.kernels.Matern method) (deephyper.skopt.learning.gaussian_process.kernels.Product method) (deephyper.skopt.learning.gaussian_process.kernels.RationalQuadratic method) (deephyper.skopt.learning.gaussian_process.kernels.RBF method) (deephyper.skopt.learning.gaussian_process.kernels.Sum method) (deephyper.skopt.learning.gaussian_process.kernels.WhiteKernel method) (deephyper.skopt.utils.ConstantKernel method) (deephyper.skopt.utils.HammingKernel method) (deephyper.skopt.utils.Matern method) 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) HammingKernel (class in deephyper.skopt.learning.gaussian_process.kernels) (class in deephyper.skopt.utils)

has_gradients() (in module deephyper.skopt.optimizer.optimizer) (in module deephyper.skopt.utils) HPOJob (class in deephyper.evaluator) (class in deephyper.evaluator.callback) HpProblem (class in deephyper.hpo) hyperparameter_names (deephyper.hpo.HpProblem property) hypervolume() (in module deephyper.evaluator.callback) (in module deephyper.skopt.moo)

I

Identity (class in deephyper.skopt.space.space) (class in deephyper.skopt.space.transformers) IdleStopper (class in deephyper.stopper) imag (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population attribute) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population attribute) incr() (deephyper.evaluator.storage.MPIWinMutableMapping 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) Integer (class in deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga) (class in deephyper.skopt.space) (class in deephyper.skopt.space.space) 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.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.CategoricalEncoder method) (deephyper.skopt.space.space.Dimension method) (deephyper.skopt.space.space.Identity method) (deephyper.skopt.space.space.Integer method) (deephyper.skopt.space.space.LabelEncoder method) (deephyper.skopt.space.space.LogN method) (deephyper.skopt.space.space.Normalize method) (deephyper.skopt.space.space.Pipeline method) (deephyper.skopt.space.space.Real method) (deephyper.skopt.space.space.Space method) (deephyper.skopt.space.space.StringEncoder method) (deephyper.skopt.space.space.ToInteger method) (deephyper.skopt.space.transformers.CategoricalEncoder method) (deephyper.skopt.space.transformers.Identity method) (deephyper.skopt.space.transformers.LabelEncoder method) (deephyper.skopt.space.transformers.LogN method) (deephyper.skopt.space.transformers.Normalize method) (deephyper.skopt.space.transformers.Pipeline method) (deephyper.skopt.space.transformers.StringEncoder method) (deephyper.skopt.space.transformers.ToInteger method) (deephyper.skopt.space.transformers.Transformer 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_constant (deephyper.skopt.optimizer.optimizer.Categorical property) (deephyper.skopt.space.Categorical property) (deephyper.skopt.space.Dimension property) (deephyper.skopt.space.Integer property) (deephyper.skopt.space.Real property) (deephyper.skopt.space.space.Categorical property) (deephyper.skopt.space.space.Dimension property) (deephyper.skopt.space.space.Integer property) (deephyper.skopt.space.space.Real property) (deephyper.skopt.utils.Dimension property) is_failure() (in module deephyper.skopt.optimizer.optimizer) is_listlike() (in module deephyper.skopt.optimizer.optimizer) (in module deephyper.skopt.utils) is_master (deephyper.evaluator.Evaluator property) (deephyper.evaluator.LokyEvaluator property) (deephyper.evaluator.MPICommEvaluator property) (deephyper.evaluator.ProcessPoolEvaluator property) (deephyper.evaluator.RayEvaluator property) (deephyper.evaluator.SerialEvaluator property) (deephyper.evaluator.ThreadPoolEvaluator property) is_not_improving() (in module deephyper.skopt.optimizer.optimizer) 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) item() (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population method) items() (deephyper.evaluator.RunningJob method) (deephyper.evaluator.storage.MPIWinMutableMapping method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.OrderedDict method) (deephyper.skopt.utils.OrderedDict method) itemsize (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population attribute) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population attribute)

J

Job (class in deephyper.evaluator) (class in deephyper.evaluator.callback)

JobStatus (class in deephyper.evaluator)

K

Kernel (class in deephyper.skopt.learning.gaussian_process.kernels) kernel_ (deephyper.skopt.learning.gaussian_process.GaussianProcessRegressor attribute) (deephyper.skopt.learning.gaussian_process.gpr.GaussianProcessRegressor attribute) (deephyper.skopt.learning.GaussianProcessRegressor attribute) (deephyper.skopt.optimizer.optimizer.GaussianProcessRegressor attribute) (deephyper.skopt.utils.GaussianProcessRegressor attribute)

keys() (deephyper.evaluator.RunningJob method) (deephyper.evaluator.storage.MPIWinMutableMapping method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.OrderedDict method) (deephyper.skopt.utils.OrderedDict method)

L

L_ (deephyper.skopt.learning.gaussian_process.GaussianProcessRegressor attribute) (deephyper.skopt.learning.gaussian_process.gpr.GaussianProcessRegressor attribute) (deephyper.skopt.learning.GaussianProcessRegressor attribute) (deephyper.skopt.optimizer.optimizer.GaussianProcessRegressor attribute) (deephyper.skopt.utils.GaussianProcessRegressor attribute) LabelEncoder (class in deephyper.skopt.space.space) (class in deephyper.skopt.space.transformers) lb (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Integer property) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Real property) 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.torch.TorchPredictorFileLoader method) (in module deephyper.skopt) (in module deephyper.skopt.utils) load_all_job_ids() (deephyper.evaluator.storage.MemoryStorage method) (deephyper.evaluator.storage.MPIWinStorage 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.MPIWinStorage 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.cli.utils) load_job() (deephyper.evaluator.storage.MemoryStorage method) (deephyper.evaluator.storage.MPIWinStorage method) (deephyper.evaluator.storage.NullStorage method) (deephyper.evaluator.storage.RayStorage method) (deephyper.evaluator.storage.RedisStorage method) (deephyper.evaluator.storage.Storage method) load_job_status() (deephyper.evaluator.storage.MemoryStorage method) (deephyper.evaluator.storage.MPIWinStorage 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.MPIWinStorage 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.MPIWinStorage 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.MPIWinStorage 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.MPIWinStorage 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.MPIWinStorage method) (deephyper.evaluator.storage.NullStorage method) (deephyper.evaluator.storage.RayStorage method) (deephyper.evaluator.storage.RedisStorage method) (deephyper.evaluator.storage.Storage method) lock() (deephyper.evaluator.storage.MPIWinMutableMapping method) log() (in module deephyper.skopt.optimizer.optimizer) log_marginal_likelihood_value_ (deephyper.skopt.learning.gaussian_process.GaussianProcessRegressor attribute) (deephyper.skopt.learning.gaussian_process.gpr.GaussianProcessRegressor attribute) (deephyper.skopt.learning.GaussianProcessRegressor attribute) (deephyper.skopt.optimizer.optimizer.GaussianProcessRegressor attribute) (deephyper.skopt.utils.GaussianProcessRegressor attribute) LoggerCallback (class in deephyper.evaluator.callback) LogN (class in deephyper.skopt.space.space) (class in deephyper.skopt.space.transformers) LokyEvaluator (class in deephyper.evaluator) Loss (class in deephyper.ensemble.loss)

M

Matern (class in deephyper.skopt.learning.gaussian_process.kernels) (class in deephyper.skopt.utils) max() (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population method) MaximumFunctionCallTermination (class in deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga) MaximumGenerationTermination (class in deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga) MaximumJobsSpawnReached mean() (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population method) MeanAggregator (class in deephyper.ensemble.aggregator) MedianStopper (class in deephyper.stopper) MemoryStorage (class in deephyper.evaluator.storage) min() (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population method) minimize() (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.GAPymooAcqOptimizer method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.MixedGAPymooAcqOptimizer method) (in module deephyper.skopt.optimizer.acq_optimizer.pymoo_ga) (in module deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga) MixedCategoricalAggregator (class in deephyper.ensemble.aggregator) MixedGAPymooAcqOptimizer (class in deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga) MixedNormalAggregator (class in deephyper.ensemble.aggregator) MixedVariableDuplicateElimination (class in deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga) MixedVariableGA (class in deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga) MixedVariableMating (class in deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga) MoAugmentedChebyshevFunction (class in deephyper.skopt.moo) MoChebyshevFunction (class in deephyper.skopt.moo) ModeAggregator (class in deephyper.ensemble.aggregator) model_config (deephyper.hpo.Solution attribute) model_construct() (deephyper.hpo.Solution class method) model_copy() (deephyper.hpo.Solution method) model_dump() (deephyper.hpo.Solution method) model_dump_json() (deephyper.hpo.Solution method) model_extra (deephyper.hpo.Solution property) model_fields_set (deephyper.hpo.Solution property) model_json_schema() (deephyper.hpo.Solution class method) model_parametrized_name() (deephyper.hpo.Solution class method) model_post_init() (deephyper.hpo.Solution method) model_rebuild() (deephyper.hpo.Solution class method) model_validate() (deephyper.hpo.Solution class method) model_validate_json() (deephyper.hpo.Solution class method) model_validate_strings() (deephyper.hpo.Solution class method) models (deephyper.skopt.Optimizer attribute) (deephyper.skopt.optimizer.Optimizer attribute) (deephyper.skopt.optimizer.optimizer.Optimizer attribute) module deephyper.analysis deephyper.analysis.hpo deephyper.cli deephyper.cli.utils deephyper.ensemble deephyper.ensemble.aggregator deephyper.ensemble.loss deephyper.ensemble.selector deephyper.evaluator deephyper.evaluator.callback deephyper.evaluator.mpi deephyper.evaluator.storage deephyper.evaluator.utils deephyper.hpo deephyper.hpo.gmm deephyper.hpo.utils deephyper.predictor deephyper.predictor.sklearn deephyper.predictor.torch deephyper.skopt deephyper.skopt.acquisition deephyper.skopt.joblib deephyper.skopt.learning deephyper.skopt.learning.forest deephyper.skopt.learning.gaussian_process deephyper.skopt.learning.gaussian_process.gpr deephyper.skopt.learning.gaussian_process.kernels deephyper.skopt.learning.gbrt deephyper.skopt.moo deephyper.skopt.optimizer deephyper.skopt.optimizer.acq_optimizer deephyper.skopt.optimizer.acq_optimizer.pymoo_ga deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga 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.space deephyper.skopt.space.space deephyper.skopt.space.transformers deephyper.skopt.utils deephyper.stopper 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.optimizer.acq_optimizer.pymoo_mixedga.OrderedDict method) (deephyper.skopt.utils.OrderedDict method) MPICommEvaluator (class in deephyper.evaluator) MPIWinMutableMapping (class in deephyper.evaluator.storage) MPIWinStorage (class in deephyper.evaluator.storage) mT (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population attribute) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population attribute)

N

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) name (deephyper.skopt.optimizer.optimizer.Categorical property) (deephyper.skopt.space.Categorical property) (deephyper.skopt.space.Dimension property) (deephyper.skopt.space.Integer property) (deephyper.skopt.space.Real property) (deephyper.skopt.space.space.Categorical property) (deephyper.skopt.space.space.Dimension property) (deephyper.skopt.space.space.Integer property) (deephyper.skopt.space.space.Real property) (deephyper.skopt.utils.Dimension property)

nbytes (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population attribute) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population attribute) ndim (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population attribute) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population attribute) noise_ (deephyper.skopt.learning.gaussian_process.GaussianProcessRegressor attribute) (deephyper.skopt.learning.gaussian_process.gpr.GaussianProcessRegressor attribute) (deephyper.skopt.learning.GaussianProcessRegressor attribute) (deephyper.skopt.optimizer.optimizer.GaussianProcessRegressor attribute) (deephyper.skopt.utils.GaussianProcessRegressor attribute) non_dominated_set() (in module deephyper.skopt.moo) non_dominated_set_ranked() (in module deephyper.skopt.moo) nonzero() (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population method) Normalize (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.optimizer) (in module deephyper.skopt.utils) NormalNegLogLikelihood (class in deephyper.ensemble.loss) NullStorage (class in deephyper.evaluator.storage) num_jobs_gathered (deephyper.evaluator.Evaluator property) (deephyper.evaluator.LokyEvaluator property) (deephyper.evaluator.MPICommEvaluator property) (deephyper.evaluator.ProcessPoolEvaluator property) (deephyper.evaluator.RayEvaluator property) (deephyper.evaluator.SerialEvaluator property) (deephyper.evaluator.ThreadPoolEvaluator property) num_jobs_submitted (deephyper.evaluator.Evaluator property) (deephyper.evaluator.LokyEvaluator property) (deephyper.evaluator.MPICommEvaluator property) (deephyper.evaluator.ProcessPoolEvaluator property) (deephyper.evaluator.RayEvaluator property) (deephyper.evaluator.SerialEvaluator property) (deephyper.evaluator.ThreadPoolEvaluator property)

O

objective (deephyper.evaluator.callback.HPOJob property) (deephyper.evaluator.HPOJob property) (deephyper.evaluator.RunningJob property) (deephyper.hpo.Solution attribute) (deephyper.stopper.ConstantStopper property) (deephyper.stopper.IdleStopper property) (deephyper.stopper.LCModelStopper property) (deephyper.stopper.MedianStopper property) (deephyper.stopper.Stopper property) (deephyper.stopper.SuccessiveHalvingStopper property) objective_std (deephyper.hpo.Solution attribute) objective_std_al (deephyper.hpo.Solution attribute) objective_std_ep (deephyper.hpo.Solution attribute) ObjectiveRecorder (class in deephyper.evaluator.callback) 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_close() (deephyper.ensemble.selector.OnlineSelector method) (deephyper.evaluator.callback.Callback method) (deephyper.evaluator.callback.CSVLoggerCallback method) (deephyper.evaluator.callback.LoggerCallback method) (deephyper.evaluator.callback.SearchEarlyStopping method) (deephyper.evaluator.callback.TqdmCallback method) on_done() (deephyper.ensemble.selector.OnlineSelector method) (deephyper.evaluator.callback.Callback method) (deephyper.evaluator.callback.CSVLoggerCallback method) (deephyper.evaluator.callback.LoggerCallback 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.CSVLoggerCallback method) (deephyper.evaluator.callback.LoggerCallback method) (deephyper.evaluator.callback.SearchEarlyStopping method) (deephyper.evaluator.callback.TqdmCallback method)

on_gather() (deephyper.ensemble.selector.OnlineSelector method) (deephyper.evaluator.callback.Callback method) (deephyper.evaluator.callback.CSVLoggerCallback method) (deephyper.evaluator.callback.LoggerCallback 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.CSVLoggerCallback method) (deephyper.evaluator.callback.LoggerCallback 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) optimize_ga() (deephyper.hpo.ArgMaxEstSelection method) optimize_sampling() (deephyper.hpo.ArgMaxEstSelection method) Optimizer (class in deephyper.skopt) (class in deephyper.skopt.optimizer) (class in deephyper.skopt.optimizer.optimizer) OrderedDict (class in deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga) (class in deephyper.skopt.utils) OWNDATA (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population attribute) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population attribute)

P

pandas() (deephyper.evaluator.callback.tqdm class method) parameters (deephyper.hpo.Solution attribute) 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.skopt.joblib) partition() (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population method) Pipeline (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.utils) point_aslist() (in module deephyper.skopt.utils) pop() (deephyper.evaluator.RunningJob method) (deephyper.evaluator.storage.MPIWinMutableMapping method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.OrderedDict method) (deephyper.skopt.utils.OrderedDict method) popitem() (deephyper.evaluator.RunningJob method) (deephyper.evaluator.storage.MPIWinMutableMapping method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.OrderedDict method) (deephyper.skopt.utils.OrderedDict method) Population (class in deephyper.skopt.optimizer.acq_optimizer.pymoo_ga) (class in deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga) predict() (deephyper.ensemble.EnsemblePredictor method) (deephyper.predictor.Predictor method) (deephyper.predictor.sklearn.SklearnPredictor 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.gaussian_process.GaussianProcessRegressor method) (deephyper.skopt.learning.gaussian_process.gpr.GaussianProcessRegressor method) (deephyper.skopt.learning.GaussianProcessRegressor method) (deephyper.skopt.learning.gbrt.GradientBoostingQuantileRegressor method) (deephyper.skopt.learning.GradientBoostingQuantileRegressor method) (deephyper.skopt.learning.RandomForestRegressor method) (deephyper.skopt.optimizer.optimizer.GaussianProcessRegressor method) (deephyper.skopt.utils.ExtraTreesRegressor method) (deephyper.skopt.utils.GaussianProcessRegressor 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) Problem (class in deephyper.skopt.optimizer.acq_optimizer.pymoo_ga) (class in deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga) ProcessPoolEvaluator (class in deephyper.evaluator) prod() (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population method) Product (class in deephyper.skopt.learning.gaussian_process.kernels) profile() (in module deephyper.evaluator) put() (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population method) PyMOOMixedElementWiseProblem (class in deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga) PyMOOMixedVectorizedProblem (class in deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga) PyMOORealProblem (class in deephyper.skopt.optimizer.acq_optimizer.pymoo_ga)

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) RationalQuadratic (class in deephyper.skopt.learning.gaussian_process.kernels) ravel() (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population method) RayEvaluator (class in deephyper.evaluator) RayStorage (class in deephyper.evaluator.storage) RBF (class in deephyper.skopt.learning.gaussian_process.gpr) (class in deephyper.skopt.learning.gaussian_process.kernels) read_results_from_csv() (in module deephyper.analysis.hpo) Real (class in deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga) (class in deephyper.skopt.space) (class in deephyper.skopt.space.space) real (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population attribute) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population attribute) record() (deephyper.evaluator.RunningJob method) RedisStorage (class in deephyper.evaluator.storage) refresh() (deephyper.evaluator.callback.tqdm method) RegularizedEvolution (class in deephyper.hpo) Repair (class in deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga) repeat() (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population method) reset() (deephyper.evaluator.callback.tqdm method) reshape() (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population method)

resize() (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population method) RobustTermination (class in deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga) round() (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population method) 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

sample() (deephyper.hpo.gmm.GMMSampler method) (deephyper.hpo.HpProblem method) save_params() (deephyper.hpo.CBO method) (deephyper.hpo.ExperimentalDesignSearch method) (deephyper.hpo.RandomSearch method) (deephyper.hpo.RegularizedEvolution method) (deephyper.hpo.Search method) 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) Search (class in deephyper.hpo) search() (deephyper.hpo.CBO method) (deephyper.hpo.ExperimentalDesignSearch 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.RandomSearch property) (deephyper.hpo.RegularizedEvolution property) (deephyper.hpo.Search property) SearchEarlyStopping (class in deephyper.evaluator.callback) searchsorted() (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population method) 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() (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Choice method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Integer method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Real method) set_constraint_fn() (deephyper.hpo.HpProblem method) set_description() (deephyper.evaluator.callback.tqdm method) set_description_str() (deephyper.evaluator.callback.tqdm method) set_lock() (deephyper.evaluator.callback.tqdm class method) set_max_evals() (deephyper.evaluator.callback.TqdmCallback method) 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_postfix() (deephyper.evaluator.callback.tqdm method) set_postfix_str() (deephyper.evaluator.callback.tqdm method) set_sampling_fn() (deephyper.hpo.HpProblem method) set_seed() (deephyper.hpo.HpProblem 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.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) 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.evaluator.storage.MPIWinMutableMapping method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.OrderedDict method) (deephyper.skopt.utils.OrderedDict method) setfield() (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population method) setflags() (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population method) shape (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population attribute) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population attribute) SharedMemoryStorage() (in module deephyper.evaluator.storage) signature() (in module deephyper.cli.utils)

SingleObjectiveSpaceTermination (class in deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga) size (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population attribute) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population attribute) (deephyper.skopt.optimizer.optimizer.Categorical property) (deephyper.skopt.space.Categorical property) (deephyper.skopt.space.Dimension property) (deephyper.skopt.space.Integer property) (deephyper.skopt.space.Real property) (deephyper.skopt.space.space.Categorical property) (deephyper.skopt.space.space.Dimension property) (deephyper.skopt.space.space.Integer property) (deephyper.skopt.space.space.Real property) (deephyper.skopt.utils.Dimension property) 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) Solution (class in deephyper.hpo) SolutionSelection (class in deephyper.hpo) sort() (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population 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.Optimizer attribute) (deephyper.skopt.optimizer.optimizer.Optimizer attribute) sqrt() (in module deephyper.skopt.learning.gaussian_process.kernels) SquaredError (class in deephyper.ensemble.loss) squeeze() (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population method) standardize_output() (deephyper.evaluator.callback.HPOJob static method) (deephyper.evaluator.HPOJob static method) status (deephyper.evaluator.RunningJob property) status_printer() (deephyper.evaluator.callback.tqdm static method) std() (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population 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.MPIWinStorage 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.MPIWinStorage 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.MPIWinStorage 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.MPIWinStorage method) (deephyper.evaluator.storage.NullStorage method) (deephyper.evaluator.storage.RayStorage method) (deephyper.evaluator.storage.RedisStorage method) (deephyper.evaluator.storage.Storage method) store_job_status() (deephyper.evaluator.storage.MemoryStorage method) (deephyper.evaluator.storage.MPIWinStorage 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.MPIWinStorage 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.cli.utils) strides (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population attribute) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population attribute) StringEncoder (class in deephyper.skopt.space.space) (class in deephyper.skopt.space.transformers) submit() (deephyper.evaluator.Evaluator method) (deephyper.evaluator.LokyEvaluator 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) Sum (class in deephyper.skopt.learning.gaussian_process.gpr) (class in deephyper.skopt.learning.gaussian_process.kernels) sum() (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population method) swapaxes() (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population method)

T

T (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population attribute) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population attribute) take() (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population method) tell() (deephyper.hpo.CBO method) (deephyper.hpo.ExperimentalDesignSearch method) (deephyper.hpo.RandomSearch method) (deephyper.hpo.RegularizedEvolution method) (deephyper.hpo.Search method) (deephyper.skopt.Optimizer method) (deephyper.skopt.optimizer.Optimizer method) (deephyper.skopt.optimizer.optimizer.Optimizer method) Termination (class in deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga) test_ipython_interpretor() (in module deephyper.evaluator.callback) (in module deephyper.evaluator.utils) ThreadPoolEvaluator (class in deephyper.evaluator) time_left (deephyper.evaluator.Evaluator property) (deephyper.evaluator.LokyEvaluator property) (deephyper.evaluator.MPICommEvaluator property) (deephyper.evaluator.ProcessPoolEvaluator property) (deephyper.evaluator.RayEvaluator property) (deephyper.evaluator.SerialEvaluator property) (deephyper.evaluator.ThreadPoolEvaluator property) timeout (deephyper.evaluator.Evaluator property) (deephyper.evaluator.LokyEvaluator property) (deephyper.evaluator.MPICommEvaluator property) (deephyper.evaluator.ProcessPoolEvaluator property) (deephyper.evaluator.RayEvaluator property) (deephyper.evaluator.SerialEvaluator property) (deephyper.evaluator.ThreadPoolEvaluator property) to_device() (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population method) to_json() (deephyper.evaluator.Evaluator method) (deephyper.evaluator.LokyEvaluator method) (deephyper.evaluator.MPICommEvaluator method) (deephyper.evaluator.ProcessPoolEvaluator method) (deephyper.evaluator.RayEvaluator method) (deephyper.evaluator.SerialEvaluator method) (deephyper.evaluator.ThreadPoolEvaluator method) (deephyper.hpo.HpProblem 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) tobytes() (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population method) tofile() (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population method) ToInteger (class in deephyper.skopt.space.space) (class in deephyper.skopt.space.transformers) tolist() (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population method) TopKSelector (class in deephyper.ensemble.selector) TorchPredictor (class in deephyper.predictor.torch) TorchPredictorFileLoader (class in deephyper.predictor.torch) tqdm (class in deephyper.evaluator.callback) TqdmCallback (class in deephyper.evaluator.callback) trace() (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population method) 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.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.CategoricalEncoder method) (deephyper.skopt.space.space.Dimension method) (deephyper.skopt.space.space.Identity method) (deephyper.skopt.space.space.Integer method) (deephyper.skopt.space.space.LabelEncoder method) (deephyper.skopt.space.space.LogN method) (deephyper.skopt.space.space.Normalize method) (deephyper.skopt.space.space.Pipeline method) (deephyper.skopt.space.space.Real method) (deephyper.skopt.space.space.Space method) (deephyper.skopt.space.space.StringEncoder method) (deephyper.skopt.space.space.ToInteger method) (deephyper.skopt.space.transformers.CategoricalEncoder method) (deephyper.skopt.space.transformers.Identity method) (deephyper.skopt.space.transformers.LabelEncoder method) (deephyper.skopt.space.transformers.LogN method) (deephyper.skopt.space.transformers.Normalize method) (deephyper.skopt.space.transformers.Pipeline method) (deephyper.skopt.space.transformers.StringEncoder method) (deephyper.skopt.space.transformers.ToInteger method) (deephyper.skopt.space.transformers.Transformer 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.Categorical property) (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.Categorical property) (deephyper.skopt.space.Dimension property) (deephyper.skopt.space.Integer property) (deephyper.skopt.space.Real property) (deephyper.skopt.space.Space property) (deephyper.skopt.space.space.Categorical property) (deephyper.skopt.space.space.Dimension property) (deephyper.skopt.space.space.Integer property) (deephyper.skopt.space.space.Real property) (deephyper.skopt.space.space.Space property) (deephyper.skopt.utils.Dimension 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) transformed_size (deephyper.skopt.optimizer.optimizer.Categorical property) (deephyper.skopt.space.Categorical property) (deephyper.skopt.space.Dimension property) (deephyper.skopt.space.Integer property) (deephyper.skopt.space.Real property) (deephyper.skopt.space.space.Categorical property) (deephyper.skopt.space.space.Dimension property) (deephyper.skopt.space.space.Integer property) (deephyper.skopt.space.space.Real property) (deephyper.skopt.utils.Dimension property) Transformer (class in deephyper.skopt.space.transformers) transpose() (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population method)

U

ub (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Integer property) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Real property) unlock() (deephyper.evaluator.storage.MPIWinMutableMapping method) unpause() (deephyper.evaluator.callback.tqdm method) update() (deephyper.evaluator.callback.tqdm method) (deephyper.evaluator.RunningJob method) (deephyper.evaluator.storage.MPIWinMutableMapping method) (deephyper.hpo.ArgMaxEstSelection method) (deephyper.hpo.ArgMaxObsSelection method) (deephyper.hpo.SolutionSelection method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.DefaultSingleObjectiveTermination method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.DefaultMixedTermination method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.DefaultSingleObjectiveMixedTermination method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.MaximumFunctionCallTermination method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.MaximumGenerationTermination method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.OrderedDict method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.RobustTermination method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.SingleObjectiveSpaceTermination method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Termination method) (deephyper.skopt.utils.OrderedDict method)

update_matplotlib_rc() (in module deephyper.analysis) update_next() (deephyper.skopt.Optimizer method) (deephyper.skopt.optimizer.Optimizer method) (deephyper.skopt.optimizer.optimizer.Optimizer method) use_named_args() (in module deephyper.skopt.utils)

V

values() (deephyper.evaluator.RunningJob method) (deephyper.evaluator.storage.MPIWinMutableMapping method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.OrderedDict method) (deephyper.skopt.utils.OrderedDict method) var() (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population method)

view() (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population method) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population method) vtype (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Choice attribute) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Integer attribute) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Real attribute)

W

WhiteKernel (class in deephyper.skopt.learning.gaussian_process.gpr) (class in deephyper.skopt.learning.gaussian_process.kernels) wrapattr() (deephyper.evaluator.callback.tqdm class method) wraps() (in module deephyper.skopt.utils)

write() (deephyper.evaluator.callback.tqdm class method) WRITEABLE (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population attribute) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population attribute) WRITEBACKIFCOPY (deephyper.skopt.optimizer.acq_optimizer.pymoo_ga.Population attribute) (deephyper.skopt.optimizer.acq_optimizer.pymoo_mixedga.Population attribute)

X

X_train_ (deephyper.skopt.learning.gaussian_process.GaussianProcessRegressor attribute) (deephyper.skopt.learning.gaussian_process.gpr.GaussianProcessRegressor attribute) (deephyper.skopt.learning.GaussianProcessRegressor attribute) (deephyper.skopt.optimizer.optimizer.GaussianProcessRegressor attribute) (deephyper.skopt.utils.GaussianProcessRegressor attribute)

Xi (deephyper.skopt.Optimizer attribute) (deephyper.skopt.optimizer.Optimizer attribute) (deephyper.skopt.optimizer.optimizer.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) y_train_ (deephyper.skopt.learning.gaussian_process.GaussianProcessRegressor attribute) (deephyper.skopt.learning.gaussian_process.gpr.GaussianProcessRegressor attribute) (deephyper.skopt.learning.GaussianProcessRegressor attribute) (deephyper.skopt.optimizer.optimizer.GaussianProcessRegressor attribute) (deephyper.skopt.utils.GaussianProcessRegressor attribute)

yi (deephyper.skopt.Optimizer attribute) (deephyper.skopt.optimizer.Optimizer attribute) (deephyper.skopt.optimizer.optimizer.Optimizer attribute)

Z

ZeroOneLoss (class in deephyper.ensemble.loss)