Index

A

Ackley (class in syne_tune.optimizer.schedulers.searchers.bayesopt.utils.comparison_gpy) acquisition_function_factory() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.models.acqfunc_factory) AcquisitionFunction (class in syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.base_classes) ActiveMetricCurrentBestProvider (class in syne_tune.optimizer.schedulers.searchers.bayesopt.models.meanstd_acqfunc) add() (syne_tune.optimizer.schedulers.searchers.utils.exclusion_list.ExclusionList method) (syne_tune.tuning_status.MetricsStatistics method) add_checkpointing_to_argparse() (in module syne_tune.utils) (in module syne_tune.utils.checkpoint) add_config_json_to_argparse() (in module syne_tune.utils) (in module syne_tune.utils.config_as_json) add_regularizer_to_criterion() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.optimization_utils) add_results() (syne_tune.backend.trial_status.Trial method) add_surrogate() (in module syne_tune.blackbox_repository) (in module syne_tune.blackbox_repository.blackbox_surrogate) add_time (syne_tune.report.Reporter attribute) (syne_tune.Reporter attribute) add_to_argparse() (in module syne_tune.config_space) AddJitterOp() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.custom_op) advance() (syne_tune.backend.simulator_backend.time_keeper.SimulatedTimeKeeper method) (syne_tune.backend.time_keeper.RealTimeKeeper method) (syne_tune.backend.time_keeper.TimeKeeper method) advance_to() (syne_tune.backend.simulator_backend.time_keeper.SimulatedTimeKeeper method) all_configurations() (syne_tune.blackbox_repository.blackbox_tabular.BlackboxTabular method) (syne_tune.optimizer.schedulers.searchers.bayesopt.datatypes.tuning_job_state.TuningJobState method) alpha (syne_tune.optimizer.schedulers.searchers.conformal.surrogate.conformalized_quantile_regression_model.ConformalQuantileCorrection attribute) AlwaysSkipPredicate (class in syne_tune.optimizer.schedulers.searchers.bayesopt.models.model_skipopt) append_extra() (syne_tune.optimizer.schedulers.searchers.bayesopt.utils.debug_log.DebugLogPrinter method) append_pending() (syne_tune.optimizer.schedulers.searchers.bayesopt.datatypes.tuning_job_state.TuningJobState method)

append_trial() (syne_tune.optimizer.schedulers.searchers.bayesopt.models.model_transformer.ModelStateTransformer method) apply() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon.Block method) apply_lbfgs() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.optimization_utils) apply_lbfgs_with_multiple_starts() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.optimization_utils) ARD (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.base.Matern52 property) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.Matern52 property) ASHA (benchmarking.baselines.Methods attribute) (class in syne_tune.optimizer.baselines) ASHABORE (benchmarking.baselines.Methods attribute) (class in syne_tune.optimizer.baselines) ASHACQR (benchmarking.baselines.Methods attribute) (class in syne_tune.optimizer.baselines) ask() (syne_tune.optimizer.schedulers.ask_tell_scheduler.AskTellScheduler method) AskTellScheduler (class in syne_tune.optimizer.schedulers.ask_tell_scheduler) assert_data_entries() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.likelihood.GaussianProcessMarginalLikelihood static method) assert_ensemble_distribution() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.posterior_state) assert_equal_candidates() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.utils.comparison_gpy) assert_equal_randomstate() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.utils.comparison_gpy) assert_no_invalid_options() (in module syne_tune.optimizer.schedulers.searchers.utils.default_arguments) assert_valid() (syne_tune.optimizer.schedulers.searchers.utils.default_arguments.Boolean method) (syne_tune.optimizer.schedulers.searchers.utils.default_arguments.Categorical method) (syne_tune.optimizer.schedulers.searchers.utils.default_arguments.CheckType method) (syne_tune.optimizer.schedulers.searchers.utils.default_arguments.Dictionary method) (syne_tune.optimizer.schedulers.searchers.utils.default_arguments.Float method) (syne_tune.optimizer.schedulers.searchers.utils.default_arguments.Integer method) (syne_tune.optimizer.schedulers.searchers.utils.default_arguments.IntegerOrNone method) (syne_tune.optimizer.schedulers.searchers.utils.default_arguments.String method) assign_active_metric() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.base_classes) AsynchronousSuccessiveHalving (class in syne_tune.optimizer.schedulers.asha)

B

backward_gradient() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.posterior_state.HyperTuneIndependentGPPosteriorState method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.posterior_state.HyperTuneJointGPPosteriorState method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.utils.GaussProcPosteriorStateAndRungLevels method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.utils.PosteriorStateClampedResource method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.independent.posterior_state.IndependentGPPerResourcePosteriorState method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.posterior_state.GaussProcAdditivePosteriorState method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.posterior_state.GaussProcPosteriorState method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.posterior_state.PosteriorState method) (syne_tune.optimizer.schedulers.searchers.bayesopt.models.cost_fifo_model.CostFixedResourcePredictor method) (syne_tune.optimizer.schedulers.searchers.bayesopt.models.gp_model.GaussProcPredictor method) (syne_tune.optimizer.schedulers.searchers.bayesopt.models.gpiss_model.GaussProcAdditivePredictor method) (syne_tune.optimizer.schedulers.searchers.bayesopt.models.sklearn_model.SKLearnPredictorWrapper method) (syne_tune.optimizer.schedulers.searchers.bayesopt.sklearn.predictor.SKLearnPredictor method) (syne_tune.optimizer.schedulers.searchers.bayesopt.sklearn.SKLearnPredictor method) (syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.base_classes.Predictor method) backward_gradient_given_predict() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.posterior_state) base_kernel_factory() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.models.kernel_factory) base_scheduler (syne_tune.optimizer.schedulers.ask_tell_scheduler.AskTellScheduler attribute) BasePredictor (class in syne_tune.optimizer.schedulers.searchers.bayesopt.models.model_base) BaseSampler (class in syne_tune.config_space) BaseSearcher (class in syne_tune.optimizer.schedulers.searchers.searcher) BayesianOptimizationAlgorithm (class in syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.bo_algorithm) begin_block() (syne_tune.optimizer.schedulers.utils.simple_profiler.SimpleProfiler method) Benchmark (class in syne_tune.blackbox_repository.conversion_scripts.scripts.lcbench.api) benchmarking module benchmarking.baselines module best_config() (syne_tune.experiments.experiment_result.ExperimentResult method) (syne_tune.experiments.ExperimentResult method) (syne_tune.Tuner method) (syne_tune.tuner.Tuner method) best_trial() (syne_tune.optimizer.schedulers.ask_tell_scheduler.AskTellScheduler method) Blackbox (class in syne_tune.blackbox_repository.blackbox) blackbox (syne_tune.blackbox_repository.BlackboxRepositoryBackend property) (syne_tune.blackbox_repository.simulated_tabular_backend.BlackboxRepositoryBackend property) (syne_tune.blackbox_repository.simulated_tabular_backend.UserBlackboxBackend property) (syne_tune.blackbox_repository.UserBlackboxBackend property)

blackbox_list() (in module syne_tune.blackbox_repository) (in module syne_tune.blackbox_repository.repository) blackbox_local_path() (in module syne_tune.blackbox_repository.conversion_scripts.utils) BlackboxOffline (class in syne_tune.blackbox_repository) (class in syne_tune.blackbox_repository.blackbox_offline) BlackboxRecipe (class in syne_tune.blackbox_repository.conversion_scripts.blackbox_recipe) BlackboxRepositoryBackend (class in syne_tune.blackbox_repository) (class in syne_tune.blackbox_repository.simulated_tabular_backend) BlackboxSurrogate (class in syne_tune.blackbox_repository.blackbox_surrogate) BlackboxTabular (class in syne_tune.blackbox_repository.blackbox_tabular) BlackBoxYAHPO (class in syne_tune.blackbox_repository.conversion_scripts.scripts.yahpo_import) Block (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon) BOHB (benchmarking.baselines.Methods attribute) (class in syne_tune.optimizer.baselines) Boolean (class in syne_tune.optimizer.schedulers.searchers.utils.default_arguments) BORE (benchmarking.baselines.Methods attribute) (class in syne_tune.optimizer.baselines) Bore (class in syne_tune.optimizer.schedulers.searchers.bore) (class in syne_tune.optimizer.schedulers.searchers.bore.bore) BOTorch (benchmarking.baselines.Methods attribute) (class in syne_tune.optimizer.baselines) BoTorchSearcher (class in syne_tune.optimizer.schedulers.searchers.botorch.botorch_searcher) BoundingBox (class in syne_tune.optimizer.schedulers.transfer_learning.bounding_box) box_constraints_internal() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.likelihood.MarginalLikelihood method) BoxCoxTargetTransform (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.target_transform) Bracket (class in syne_tune.optimizer.schedulers.asha) Branin (class in syne_tune.optimizer.schedulers.searchers.bayesopt.utils.comparison_gpy) branin_function() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.utils.comparison_gpy) BraninWithR (class in syne_tune.optimizer.schedulers.searchers.bayesopt.utils.comparison_gpy) build_kernel() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.utils.test_objects) busy_trial_ids() (syne_tune.backend.local_backend.LocalBackend method) (syne_tune.backend.LocalBackend method) (syne_tune.backend.simulator_backend.simulator_backend.SimulatorBackend method) (syne_tune.backend.trial_backend.TrialBackend method)

C

c0 (syne_tune.optimizer.schedulers.searchers.bayesopt.models.cost.cost_model.CostValue attribute) c1 (syne_tune.optimizer.schedulers.searchers.bayesopt.models.cost.cost_model.CostValue attribute) callback_for_checkpoint_removal() (syne_tune.optimizer.schedulers.remove_checkpoints.RemoveCheckpointsSchedulerMixin method) CandidateGenerator (class in syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.base_classes) cap_size_tuning_job_state() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.models.subsample_state_multi_fidelity) (in module syne_tune.optimizer.schedulers.searchers.bayesopt.models.subsample_state_single_fidelity) cast() (syne_tune.config_space.Categorical method) (syne_tune.config_space.Domain method) (syne_tune.config_space.FiniteRange method) (syne_tune.config_space.Integer method) (syne_tune.config_space.OrdinalNearestNeighbor method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon.Block method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon.Parameter method) cast_config_values() (in module syne_tune.config_space) cast_int() (syne_tune.config_space.OrdinalNearestNeighbor method) catchtime() (in module syne_tune.util) Categorical (class in syne_tune.config_space) (class in syne_tune.optimizer.schedulers.searchers.utils.default_arguments) categories_int (syne_tune.config_space.OrdinalNearestNeighbor property) CEIAcquisitionFunction (class in syne_tune.optimizer.schedulers.searchers.bayesopt.models.meanstd_acqfunc_impl) check_and_merge_defaults() (in module syne_tune.optimizer.schedulers.searchers.utils.default_arguments) check_blackbox_local_files() (in module syne_tune.blackbox_repository.repository) check_metrics_are_present() (syne_tune.optimizer.schedulers.multiobjective.moasha.MOASHA method) checkpoint_model_at_rung_level() (in module syne_tune.utils) (in module syne_tune.utils.checkpoint) checkpoint_trial_id (syne_tune.optimizer.scheduler.TrialSuggestion attribute) checkpoint_trial_path() (syne_tune.backend.local_backend.LocalBackend method) (syne_tune.backend.LocalBackend method) CheckType (class in syne_tune.optimizer.schedulers.searchers.utils.default_arguments) choice() (in module syne_tune.config_space) cholesky_computations() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.posterior_utils) cholesky_factorization() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.custom_op) cholesky_update() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.posterior_utils) cleanup_pending() (syne_tune.optimizer.schedulers.multiobjective.expected_hyper_volume_improvement.ExpectedHyperVolumeImprovement method) (syne_tune.optimizer.schedulers.searchers.botorch.botorch_searcher.BoTorchSearcher method) clear() (syne_tune.optimizer.schedulers.utils.simple_profiler.SimpleProfiler method) clone_from_state() (syne_tune.optimizer.schedulers.searchers.utils.exclusion_list.ExclusionList method) (syne_tune.optimizer.schedulers.transfer_learning.quantile_based.quantile_based_searcher.QuantileBasedSurrogateSearcher method) collect_params() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon.Block method) Columns (class in syne_tune.blackbox_repository.blackbox_surrogate) completed (syne_tune.backend.trial_status.Status attribute) completed_experiments (syne_tune.optimizer.schedulers.ask_tell_scheduler.AskTellScheduler attribute) CompleteEvent (class in syne_tune.backend.simulator_backend.events) compute_acq() (syne_tune.optimizer.schedulers.searchers.bayesopt.models.meanstd_acqfunc.MeanStdAcquisitionFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.base_classes.AcquisitionFunction method) compute_acq_with_gradient() (syne_tune.optimizer.schedulers.searchers.bayesopt.models.meanstd_acqfunc.MeanStdAcquisitionFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.base_classes.AcquisitionFunction method) compute_epsilon_net() (in module syne_tune.optimizer.schedulers.multiobjective.non_dominated_priority) config (syne_tune.backend.trial_status.Trial attribute) (syne_tune.optimizer.scheduler.TrialSuggestion attribute) (syne_tune.optimizer.schedulers.searchers.regularized_evolution.PopulationElement attribute) config_space (benchmarking.baselines.MethodArguments attribute) config_space_exhausted() (syne_tune.optimizer.schedulers.searchers.utils.exclusion_list.ExclusionList method) config_space_for_sampling (syne_tune.optimizer.schedulers.searchers.utils.hp_ranges.HyperparameterRanges property) (syne_tune.optimizer.schedulers.searchers.utils.HyperparameterRanges property) config_space_from_json_dict() (in module syne_tune.config_space) config_space_size() (in module syne_tune.config_space) config_space_to_json_dict() (in module syne_tune.config_space) config_to_match_string() (in module syne_tune.config_space) (syne_tune.optimizer.schedulers.searchers.utils.hp_ranges.HyperparameterRanges method) (syne_tune.optimizer.schedulers.searchers.utils.HyperparameterRanges method) config_to_tuple() (syne_tune.optimizer.schedulers.searchers.utils.hp_ranges.HyperparameterRanges method) (syne_tune.optimizer.schedulers.searchers.utils.HyperparameterRanges method) configs_to_df() (syne_tune.optimizer.schedulers.searchers.conformal.conformal_quantile_regression_searcher.ConformalQuantileRegression method) (syne_tune.optimizer.schedulers.searchers.last_value_multi_fidelity_searcher.LastValueMultiFidelitySearcher method)

configuration_space (syne_tune.optimizer.schedulers.transfer_learning.LegacyTransferLearningTaskEvaluations attribute) (syne_tune.optimizer.schedulers.transfer_learning.transfer_learning_task_evaluation.TransferLearningTaskEvaluations attribute) configuration_space_with_max_resource_attr() (syne_tune.blackbox_repository.blackbox.Blackbox method) configure_scheduler() (syne_tune.optimizer.schedulers.searchers.bayesopt.models.estimator.Estimator method) (syne_tune.optimizer.schedulers.searchers.bayesopt.models.gp_model.GaussProcEstimator method) (syne_tune.optimizer.schedulers.searchers.bayesopt.models.gpiss_model.GaussProcAdditiveEstimator method) conformal_correction (syne_tune.optimizer.schedulers.searchers.conformal.surrogate.conformalized_quantile_regression_model.ConformalizedGradientBoostingQuantileRegressor attribute) ConformalizedGradientBoostingQuantileRegressor (class in syne_tune.optimizer.schedulers.searchers.conformal.surrogate.conformalized_quantile_regression_model) ConformalQuantileCorrection (class in syne_tune.optimizer.schedulers.searchers.conformal.surrogate.conformalized_quantile_regression_model) ConformalQuantileRegression (class in syne_tune.optimizer.schedulers.searchers.conformal.conformal_quantile_regression_searcher) ConstantPositiveVector (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon_blocks_helpers) ConstraintCurrentBestProvider (class in syne_tune.optimizer.schedulers.searchers.bayesopt.models.meanstd_acqfunc_impl) contains() (syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.bo_algorithm_components.DuplicateDetector method) (syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.bo_algorithm_components.DuplicateDetectorIdentical method) (syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.bo_algorithm_components.DuplicateDetectorNoDetection method) (syne_tune.optimizer.schedulers.searchers.utils.exclusion_list.ExclusionList method) CONTINUE (syne_tune.optimizer.scheduler.SchedulerDecision attribute) convert_choice_domain() (in module syne_tune.utils.convert_domain) convert_dataset() (in module syne_tune.blackbox_repository.conversion_scripts.scripts.fcnet_import) (in module syne_tune.blackbox_repository.conversion_scripts.scripts.hpob_import) (in module syne_tune.blackbox_repository.conversion_scripts.scripts.nasbench201_import) (in module syne_tune.blackbox_repository.conversion_scripts.scripts.tabrepo_import) convert_domain() (in module syne_tune.utils.convert_domain) convert_linear_to_log_domain() (in module syne_tune.utils.convert_domain) convert_task() (in module syne_tune.blackbox_repository.conversion_scripts.scripts.lcbench.lcbench) (in module syne_tune.blackbox_repository.conversion_scripts.scripts.pd1_import) copy() (syne_tune.optimizer.schedulers.searchers.utils.exclusion_list.ExclusionList method) copy_checkpoint() (syne_tune.backend.local_backend.LocalBackend method) (syne_tune.backend.LocalBackend method) (syne_tune.backend.trial_backend.TrialBackend method) correction (syne_tune.optimizer.schedulers.searchers.conformal.surrogate.conformalized_quantile_regression_model.ConformalQuantileCorrection attribute) (syne_tune.optimizer.schedulers.searchers.conformal.surrogate.symmetric_conformalized_quantile_regression_model.SymmetricConformalQuantileCorrection attribute) cost (syne_tune.backend.trial_status.TrialResult property) (syne_tune.tuning_status.TuningStatus property) cost_metric_name (syne_tune.optimizer.schedulers.searchers.bayesopt.models.cost.cost_model.CostModel property) CostEstimator (class in syne_tune.optimizer.schedulers.searchers.bayesopt.models.cost_fifo_model) CostFixedResourcePredictor (class in syne_tune.optimizer.schedulers.searchers.bayesopt.models.cost_fifo_model) CostModel (class in syne_tune.optimizer.schedulers.searchers.bayesopt.models.cost.cost_model) CostValue (class in syne_tune.optimizer.schedulers.searchers.bayesopt.models.cost.cost_model) CQR (benchmarking.baselines.Methods attribute) (class in syne_tune.optimizer.baselines) create_base_gp_kernel_for_warmstarting() (in module syne_tune.optimizer.schedulers.searchers.utils.warmstarting) create_encoding() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon_blocks_helpers) create_exclusion_set() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.utils.test_objects) create_filter_observed_data_for_warmstarting() (in module syne_tune.optimizer.schedulers.searchers.utils.warmstarting) create_hp_ranges_for_warmstarting() (in module syne_tune.optimizer.schedulers.searchers.utils.warmstarting) create_lbfgs_arguments() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.optimization_utils) create_likelihood() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.gp_model.HyperTuneIndependentGPModel method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.gp_model.HyperTuneJointGPModel method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.independent.gpind_model.IndependentGPPerResourceModel method) create_tuning_job_state() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.utils.test_objects) creation_date() (syne_tune.experiments.experiment_result.ExperimentResult method) (syne_tune.experiments.ExperimentResult method) creation_time (syne_tune.backend.trial_status.Trial attribute) CrossValidationKernelFunction (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel) (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.cross_validation) CrossValidationMeanFunction (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel) (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.cross_validation) cs_to_synetune() (in module syne_tune.blackbox_repository.conversion_scripts.scripts.yahpo_import) current_best() (syne_tune.optimizer.schedulers.searchers.bayesopt.models.cost_fifo_model.CostFixedResourcePredictor method) (syne_tune.optimizer.schedulers.searchers.bayesopt.models.model_base.BasePredictor method) (syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.base_classes.Predictor method) CurrentBestProvider (class in syne_tune.optimizer.schedulers.searchers.bayesopt.models.meanstd_acqfunc)

D

data() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon.Parameter method) data_precomputations() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.likelihood.GaussAdditiveMarginalLikelihood method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.posterior_state.GaussProcExpDecayPosteriorState static method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.posterior_state.GaussProcISSMPosteriorState static method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.likelihood.MarginalLikelihood method) data_to_state() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.utils.comparison_gpy) dataframe() (syne_tune.results_callback.StoreResultsCallback method) dataset_size() (syne_tune.optimizer.schedulers.multiobjective.expected_hyper_volume_improvement.ExpectedHyperVolumeImprovement method) (syne_tune.optimizer.schedulers.searchers.botorch.botorch_searcher.BoTorchSearcher method) debug_log (syne_tune.optimizer.schedulers.searchers.bayesopt.models.estimator.Estimator property) (syne_tune.optimizer.schedulers.searchers.bayesopt.models.gp_model.GaussProcEstimator property) (syne_tune.optimizer.schedulers.searchers.bayesopt.models.gpiss_model.GaussProcAdditiveEstimator property) (syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.bo_algorithm.BayesianOptimizationAlgorithm attribute) debug_stats_message() (syne_tune.optimizer.schedulers.searchers.bayesopt.models.meanstd_acqfunc_impl.EIAcquisitionFunction method) DebugLogPrinter (class in syne_tune.optimizer.schedulers.searchers.bayesopt.utils.debug_log) decode() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon_blocks_helpers.IdentityScalarEncoding method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon_blocks_helpers.LogarithmScalarEncoding method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon_blocks_helpers.PositiveScalarEncoding method) decode_extended_features() (in module syne_tune.optimizer.schedulers.searchers.utils.hp_ranges_impl) decode_inputs() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.utils.comparison_gpy) decode_resource_values() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.cross_validation) DeepARRecipe (class in syne_tune.blackbox_repository.conversion_scripts.scripts.icml2020_import) default_gpmodel() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.utils.test_objects) default_gpmodel_mcmc() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.utils.test_objects) default_reference_point() (in module syne_tune.optimizer.schedulers.multiobjective.utils) default_sampler_cls (syne_tune.config_space.Categorical attribute) (syne_tune.config_space.Domain attribute) (syne_tune.config_space.Float attribute) (syne_tune.config_space.Integer attribute) delay_complete_after_final_report (syne_tune.backend.simulator_backend.simulator_backend.SimulatorConfig attribute) delay_complete_after_stop (syne_tune.backend.simulator_backend.simulator_backend.SimulatorConfig attribute) delay_on_trial_result (syne_tune.backend.simulator_backend.simulator_backend.SimulatorConfig attribute) delay_start (syne_tune.backend.simulator_backend.simulator_backend.SimulatorConfig attribute) delay_stop (syne_tune.backend.simulator_backend.simulator_backend.SimulatorConfig attribute) delete_checkpoint() (syne_tune.backend.local_backend.LocalBackend method) (syne_tune.backend.LocalBackend method) (syne_tune.backend.trial_backend.TrialBackend method) deserialize() (in module syne_tune.blackbox_repository) (in module syne_tune.blackbox_repository.blackbox_offline) (in module syne_tune.blackbox_repository.blackbox_tabular) (in module syne_tune.blackbox_repository.conversion_scripts.scripts.hpob_import) (in module syne_tune.blackbox_repository.conversion_scripts.scripts.pd1_import) deserialize_configspace() (in module syne_tune.blackbox_repository.serialize) deserialize_metadata() (in module syne_tune.blackbox_repository.serialize) diagonal() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.utils.KernelFunctionClampedResource method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.base.KernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.base.Matern52 method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.cross_validation.CrossValidationKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.CrossValidationKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.exponential_decay.ExponentialDecayResourcesKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.ExponentialDecayResourcesKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.fabolas.FabolasKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.FabolasKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.freeze_thaw.FreezeThawKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.FreezeThawKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.KernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.Matern52 method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.product_kernel.ProductKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.ProductKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.range_kernel.RangeKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.RangeKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.freeze_thaw.ExponentialDecayBaseKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.freeze_thaw.ZeroKernel method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.warping.WarpedKernel method)

diagonal_depends_on_X() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.utils.KernelFunctionClampedResource method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.base.KernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.base.Matern52 method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.cross_validation.CrossValidationKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.CrossValidationKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.exponential_decay.ExponentialDecayResourcesKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.ExponentialDecayResourcesKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.fabolas.FabolasKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.FabolasKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.freeze_thaw.FreezeThawKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.FreezeThawKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.KernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.Matern52 method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.product_kernel.ProductKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.ProductKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.range_kernel.RangeKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.RangeKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.freeze_thaw.ExponentialDecayBaseKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.freeze_thaw.ZeroKernel method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.warping.WarpedKernel method) dict_get() (in module syne_tune.util) dictionarize_objective() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.datatypes.common) Dictionary (class in syne_tune.optimizer.schedulers.searchers.utils.default_arguments) DifferentialevolutionOptimizer (class in syne_tune.optimizer.schedulers.searchers.bore.de) dimension (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.base.KernelFunction property) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.KernelFunction property) Distribution (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.distribution) does_mcmc() (syne_tune.optimizer.schedulers.searchers.bayesopt.models.gp_model.GaussProcPredictor method) (syne_tune.optimizer.schedulers.searchers.bayesopt.models.gpiss_model.GaussProcAdditivePredictor method) Domain (class in syne_tune.config_space) domain_str (syne_tune.config_space.Categorical property) (syne_tune.config_space.Domain property) (syne_tune.config_space.FiniteRange property) (syne_tune.config_space.Float property) (syne_tune.config_space.Integer property) download() (in module syne_tune.blackbox_repository.conversion_scripts.scripts.icml2020_import) (in module syne_tune.blackbox_repository.conversion_scripts.scripts.yahpo_import) download_file() (in module syne_tune.blackbox_repository.conversion_scripts.utils) drop_pending_evaluation() (syne_tune.optimizer.schedulers.searchers.bayesopt.models.model_transformer.ModelStateTransformer method) dtype (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon.Parameter property) dump_json_with_numpy() (in module syne_tune.util) duplicate_detector (syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.bo_algorithm.BayesianOptimizationAlgorithm attribute) DuplicateDetector (class in syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.bo_algorithm_components) DuplicateDetectorIdentical (class in syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.bo_algorithm_components) DuplicateDetectorNoDetection (class in syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.bo_algorithm_components) durations (syne_tune.optimizer.schedulers.utils.simple_profiler.ProfilingBlock attribute)

E

EIAcquisitionFunction (class in syne_tune.optimizer.schedulers.searchers.bayesopt.models.meanstd_acqfunc_impl) EIpuAcquisitionFunction (class in syne_tune.optimizer.schedulers.searchers.bayesopt.models.meanstd_acqfunc_impl) empty_state() (syne_tune.optimizer.schedulers.searchers.bayesopt.datatypes.tuning_job_state.TuningJobState static method) encode_unwrap_parameter() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon_blocks_helpers) encoded_ranges (syne_tune.optimizer.schedulers.searchers.utils.hp_ranges.HyperparameterRanges property) (syne_tune.optimizer.schedulers.searchers.utils.hp_ranges_impl.HyperparameterRangesImpl property) (syne_tune.optimizer.schedulers.searchers.utils.HyperparameterRanges property) (syne_tune.optimizer.schedulers.searchers.utils.HyperparameterRangesImpl property) ensemble_distribution (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.likelihood.HyperTuneIndependentGPMarginalLikelihood property) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.likelihood.HyperTuneJointGPMarginalLikelihood property) entrypoint_name() (syne_tune.experiments.experiment_result.ExperimentResult method) (syne_tune.experiments.ExperimentResult method) entrypoint_path() (syne_tune.backend.local_backend.LocalBackend method) (syne_tune.backend.LocalBackend method) (syne_tune.backend.trial_backend.TrialBackend method) Estimator (class in syne_tune.optimizer.schedulers.searchers.bayesopt.models.estimator) estimator (syne_tune.optimizer.schedulers.searchers.bayesopt.models.model_transformer.ModelStateTransformer property) eval_model() (in module syne_tune.optimizer.schedulers.transfer_learning.quantile_based.quantile_based_searcher) eval_regularizer() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon_blocks_helpers.ConstantPositiveVector method) evaluate() (syne_tune.optimizer.schedulers.searchers.bayesopt.utils.comparison_gpy.Ackley method) (syne_tune.optimizer.schedulers.searchers.bayesopt.utils.comparison_gpy.Branin method) (syne_tune.optimizer.schedulers.searchers.bayesopt.utils.comparison_gpy.BraninWithR method) (syne_tune.optimizer.schedulers.searchers.bayesopt.utils.comparison_gpy.SimpleQuadratic method) (syne_tune.optimizer.schedulers.searchers.bayesopt.utils.comparison_gpy.ThreeHumpCamel method)

evaluate_blackbox() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.utils.comparison_gpy) evaluation_failed() (syne_tune.optimizer.schedulers.multiobjective.expected_hyper_volume_improvement.ExpectedHyperVolumeImprovement method) (syne_tune.optimizer.schedulers.searchers.botorch.botorch_searcher.BoTorchSearcher method) Event (class in syne_tune.backend.simulator_backend.events) event_time() (syne_tune.optimizer.schedulers.searchers.bayesopt.models.cost.cost_model.CostModel static method) evolve() (syne_tune.optimizer.schedulers.searchers.bore.de.DifferentialevolutionOptimizer method) exclusion_candidates (syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.bo_algorithm.BayesianOptimizationAlgorithm attribute) ExclusionList (class in syne_tune.optimizer.schedulers.searchers.utils.exclusion_list) ExclusionListFromState (class in syne_tune.optimizer.schedulers.searchers.utils.exclusion_list) expand_data() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.utils.comparison_gpy) expand_fantasies() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.posterior_state.IncrementalUpdateGPPosteriorState method) ExpectedHyperVolumeImprovement (class in syne_tune.optimizer.schedulers.multiobjective.expected_hyper_volume_improvement) experiment_path() (in module syne_tune.util) ExperimentResult (class in syne_tune.experiments) (class in syne_tune.experiments.experiment_result) ExponentialDecayBaseKernelFunction (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.freeze_thaw) ExponentialDecayResourcesKernelFunction (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel) (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.exponential_decay) ExponentialDecayResourcesMeanFunction (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel) (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.exponential_decay) extend_features_by_resource() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.utils.ExtendFeaturesByResourceMixin method) ExtendedConfiguration (class in syne_tune.optimizer.schedulers.searchers.bayesopt.datatypes.config_ext) ExtendFeaturesByResourceMixin (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.utils) extract_input_output() (in module syne_tune.optimizer.schedulers.transfer_learning.quantile_based.quantile_based_searcher) ExtraResultsComposer (class in syne_tune.results_callback)

F

f_min (syne_tune.optimizer.schedulers.searchers.bayesopt.utils.test_objects.Quadratic3d property) FabolasKernelFunction (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel) (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.fabolas) failed (syne_tune.backend.trial_status.Status attribute) fantasies (syne_tune.optimizer.schedulers.searchers.bayesopt.datatypes.common.FantasizedPendingEvaluation property) FantasizedPendingEvaluation (class in syne_tune.optimizer.schedulers.searchers.bayesopt.datatypes.common) FCNETRecipe (class in syne_tune.blackbox_repository.conversion_scripts.scripts.fcnet_import) features (syne_tune.optimizer.schedulers.searchers.bayesopt.models.estimator.TransformedData attribute) fetch_status_results() (syne_tune.backend.simulator_backend.simulator_backend.SimulatorBackend method) (syne_tune.backend.trial_backend.TrialBackend method) fidelity_name() (syne_tune.blackbox_repository.blackbox.Blackbox method) fidelity_values (syne_tune.blackbox_repository.blackbox.Blackbox property) (syne_tune.blackbox_repository.blackbox_surrogate.BlackboxSurrogate property) (syne_tune.blackbox_repository.blackbox_tabular.BlackboxTabular property) (syne_tune.blackbox_repository.conversion_scripts.scripts.yahpo_import.BlackBoxYAHPO property) file_md5() (in module syne_tune.backend.python_backend.python_backend) filter_by_key() (in module syne_tune.optimizer.schedulers.searchers.utils.default_arguments) filter_final_row_per_trial() (in module syne_tune.experiments.util) filter_for_last_pos_value() (syne_tune.optimizer.schedulers.searchers.utils.hp_ranges.HyperparameterRanges method) (syne_tune.optimizer.schedulers.searchers.utils.HyperparameterRanges method) filter_observed_data (syne_tune.optimizer.schedulers.searchers.bayesopt.models.model_base.BasePredictor property) filter_pending_evaluations() (syne_tune.optimizer.schedulers.searchers.bayesopt.models.model_transformer.ModelStateTransformer method) find_first_of_type() (in module syne_tune.util) FiniteRange (class in syne_tune.config_space) finrange() (in module syne_tune.config_space) fit() (syne_tune.blackbox_repository.blackbox_surrogate.Columns method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gp_model.GaussianProcessModel method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gp_model.GaussianProcessOptimizeModel method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gpr_mcmc.GPRegressionMCMC method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.gp_model.HyperTuneIndependentGPModel method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.gp_model.HyperTuneJointGPModel method) (syne_tune.optimizer.schedulers.searchers.bayesopt.models.model_transformer.ModelStateTransformer method) (syne_tune.optimizer.schedulers.searchers.bayesopt.sklearn.estimator.SKLearnEstimator method) (syne_tune.optimizer.schedulers.searchers.bayesopt.sklearn.SKLearnEstimator method) (syne_tune.optimizer.schedulers.searchers.bore.mlp_classififer.MLP method) (syne_tune.optimizer.schedulers.searchers.conformal.surrogate.conformalized_quantile_regression_model.ConformalizedGradientBoostingQuantileRegressor method) (syne_tune.optimizer.schedulers.searchers.conformal.surrogate.quantile_regression_model.GradientBoostingQuantileRegressor method) (syne_tune.optimizer.schedulers.searchers.conformal.surrogate.surrogate_model.SurrogateModel method) (syne_tune.optimizer.schedulers.searchers.conformal.surrogate.symmetric_conformalized_quantile_regression_model.SymmetricConformalizedGradientBoostingQuantileRegressor method) fit_distributions() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.gp_model.HyperTuneModelMixin method) fit_from_state() (syne_tune.optimizer.schedulers.searchers.bayesopt.models.cost_fifo_model.CostEstimator method) (syne_tune.optimizer.schedulers.searchers.bayesopt.models.estimator.Estimator method) (syne_tune.optimizer.schedulers.searchers.bayesopt.models.gp_model.GaussProcEstimator method) (syne_tune.optimizer.schedulers.searchers.bayesopt.models.gpiss_model.GaussProcAdditiveEstimator method) (syne_tune.optimizer.schedulers.searchers.bayesopt.models.sklearn_model.SKLearnEstimatorWrapper method) fit_model() (in module syne_tune.optimizer.schedulers.transfer_learning.quantile_based.quantile_based_searcher) (syne_tune.optimizer.schedulers.searchers.conformal.conformal_quantile_regression_searcher.ConformalQuantileRegression method) (syne_tune.optimizer.schedulers.searchers.last_value_multi_fidelity_searcher.LastValueMultiFidelitySearcher method) fit_regressor() (syne_tune.optimizer.schedulers.searchers.bayesopt.models.cost.sklearn_cost_model.ScikitLearnCostModel static method) (syne_tune.optimizer.schedulers.searchers.bayesopt.models.cost.sklearn_cost_model.UnivariateSplineCostModel static method) fit_surrogate() (syne_tune.blackbox_repository.blackbox_surrogate.BlackboxSurrogate method) fit_to_regular_grid() (in module syne_tune.utils.convert_domain) fixed_resource (syne_tune.optimizer.schedulers.searchers.bayesopt.models.cost_fifo_model.CostEstimator property) FixedObjectivePriority (class in syne_tune.optimizer.schedulers.multiobjective.multiobjective_priority) flatten_and_concat() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.custom_op) Float (class in syne_tune.config_space) (class in syne_tune.optimizer.schedulers.searchers.utils.default_arguments) forward() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon.Block method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon_blocks_helpers.ConstantPositiveVector method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.utils.KernelFunctionClampedResource method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.utils.MeanFunctionClampedResource method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.independent.likelihood.IndependentGPPerResourceMarginalLikelihood method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.base.Matern52 method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.base.SquaredDistance method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.cross_validation.CrossValidationKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.cross_validation.CrossValidationMeanFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.CrossValidationKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.CrossValidationMeanFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.exponential_decay.ExponentialDecayResourcesKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.exponential_decay.ExponentialDecayResourcesMeanFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.ExponentialDecayResourcesKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.ExponentialDecayResourcesMeanFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.fabolas.FabolasKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.FabolasKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.freeze_thaw.FreezeThawKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.freeze_thaw.FreezeThawMeanFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.FreezeThawKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.FreezeThawMeanFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.Matern52 method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.product_kernel.ProductKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.ProductKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.range_kernel.RangeKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.RangeKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.freeze_thaw.ExponentialDecayBaseKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.freeze_thaw.ZeroKernel method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.freeze_thaw.ZeroMean method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.likelihood.GaussAdditiveMarginalLikelihood method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.likelihood.GaussianProcessMarginalLikelihood method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.likelihood.MarginalLikelihood method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.mean.ScalarMeanFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.mean.ZeroMeanFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.target_transform.BoxCoxTargetTransform method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.target_transform.IdentityTargetTransform method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.target_transform.ScalarTargetTransform method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.warping.WarpedKernel method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.warping.Warping method)

FreezeThawKernelFunction (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel) (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.freeze_thaw) FreezeThawMeanFunction (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel) (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.freeze_thaw) from_dict() (in module syne_tune.config_space) from_function() (in module syne_tune.blackbox_repository.blackbox) from_internal() (syne_tune.optimizer.schedulers.searchers.utils.LinearScaling method) (syne_tune.optimizer.schedulers.searchers.utils.LogScaling method) (syne_tune.optimizer.schedulers.searchers.utils.ReverseLogScaling method) (syne_tune.optimizer.schedulers.searchers.utils.scaling.LinearScaling method) (syne_tune.optimizer.schedulers.searchers.utils.scaling.LogScaling method) (syne_tune.optimizer.schedulers.searchers.utils.scaling.ReverseLogScaling method) (syne_tune.optimizer.schedulers.searchers.utils.scaling.Scaling method) from_ndarray() (syne_tune.optimizer.schedulers.searchers.utils.hp_ranges.HyperparameterRanges method) (syne_tune.optimizer.schedulers.searchers.utils.hp_ranges_impl.HyperparameterRange method) (syne_tune.optimizer.schedulers.searchers.utils.hp_ranges_impl.HyperparameterRangeCategoricalBinary method) (syne_tune.optimizer.schedulers.searchers.utils.hp_ranges_impl.HyperparameterRangeCategoricalNonBinary method) (syne_tune.optimizer.schedulers.searchers.utils.hp_ranges_impl.HyperparameterRangeContinuous method) (syne_tune.optimizer.schedulers.searchers.utils.hp_ranges_impl.HyperparameterRangeFiniteRange method) (syne_tune.optimizer.schedulers.searchers.utils.hp_ranges_impl.HyperparameterRangeInteger method) (syne_tune.optimizer.schedulers.searchers.utils.hp_ranges_impl.HyperparameterRangeOrdinalEqual method) (syne_tune.optimizer.schedulers.searchers.utils.hp_ranges_impl.HyperparameterRangeOrdinalNearestNeighbor method) (syne_tune.optimizer.schedulers.searchers.utils.hp_ranges_impl.HyperparameterRangesImpl method) (syne_tune.optimizer.schedulers.searchers.utils.HyperparameterRanges method) (syne_tune.optimizer.schedulers.searchers.utils.HyperparameterRangesImpl method) from_quantile_results() (syne_tune.optimizer.schedulers.searchers.conformal.surrogate.quantile_regression_model.QuantileRegressorPredictions class method) from_string() (in module syne_tune.optimizer.schedulers.transfer_learning.quantile_based.normalization_transforms)

G

Gamma (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.distribution) GaussAdditiveMarginalLikelihood (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.likelihood) GaussianProcessLearningCurveModel (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.gpiss_model) GaussianProcessMarginalLikelihood (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.likelihood) GaussianProcessModel (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gp_model) GaussianProcessOptimizeModel (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gp_model) GaussianProcessRegression (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gp_regression) GaussianTransform (class in syne_tune.optimizer.schedulers.transfer_learning.quantile_based.normalization_transforms) GaussProcAdditiveEstimator (class in syne_tune.optimizer.schedulers.searchers.bayesopt.models.gpiss_model) GaussProcAdditivePosteriorState (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.posterior_state) GaussProcAdditivePredictor (class in syne_tune.optimizer.schedulers.searchers.bayesopt.models.gpiss_model) GaussProcEmpiricalBayesEstimator (class in syne_tune.optimizer.schedulers.searchers.bayesopt.models.gp_model) GaussProcEstimator (class in syne_tune.optimizer.schedulers.searchers.bayesopt.models.gp_model) GaussProcExpDecayPosteriorState (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.posterior_state) GaussProcISSMPosteriorState (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.posterior_state) GaussProcMCMCEstimator (class in syne_tune.optimizer.schedulers.searchers.bayesopt.models.gp_mcmc_model) GaussProcPosteriorState (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.posterior_state) GaussProcPosteriorStateAndRungLevels (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.utils) GaussProcPredictor (class in syne_tune.optimizer.schedulers.searchers.bayesopt.models.gp_model) gen_random_direction() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.slice) generate() (syne_tune.blackbox_repository.conversion_scripts.blackbox_recipe.BlackboxRecipe method) generate_candidates() (syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.base_classes.CandidateGenerator method) (syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.bo_algorithm_components.RandomFromSetCandidateGenerator method) (syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.bo_algorithm_components.RandomStatefulCandidateGenerator method) (syne_tune.optimizer.schedulers.searchers.bayesopt.utils.test_objects.RepeatedCandidateGenerator method) generate_candidates_en_bulk() (syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.base_classes.CandidateGenerator method) (syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.bo_algorithm_components.RandomFromSetCandidateGenerator method) (syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.bo_algorithm_components.RandomStatefulCandidateGenerator method) generate_fcnet() (in module syne_tune.blackbox_repository.conversion_scripts.scripts.fcnet_import) generate_hpob() (in module syne_tune.blackbox_repository.conversion_scripts.scripts.hpob_import) generate_random_seed() (in module syne_tune.optimizer.schedulers.random_seeds) generate_tabrepo() (in module syne_tune.blackbox_repository.conversion_scripts.scripts.tabrepo_import) generate_unique_candidates() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.bo_algorithm_components) get() (syne_tune.optimizer.schedulers.searchers.bayesopt.datatypes.config_ext.ExtendedConfiguration method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon.ParameterDict method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon_blocks_helpers.ConstantPositiveVector method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon_blocks_helpers.IdentityScalarEncoding method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon_blocks_helpers.LogarithmScalarEncoding method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon_blocks_helpers.PositiveScalarEncoding method) get_alpha() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.model_params.IndependentISSModelParameters method) get_beta() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.model_params.IndependentISSModelParameters method) get_box_constraints_internal() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon_blocks_helpers.ConstantPositiveVector method) get_boxcox_lambda() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.target_transform.BoxCoxTargetTransform method) get_config() (syne_tune.blackbox_repository.conversion_scripts.scripts.lcbench.api.Benchmark method) (syne_tune.optimizer.schedulers.transfer_learning.zero_shot.ZeroShotTransfer method) get_covariance_scale() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.independent.likelihood.IndependentGPPerResourceMarginalLikelihood method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.base.Matern52 method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.Matern52 method) get_dataframe() (syne_tune.tuning_status.TuningStatus method) get_dataset_names() (syne_tune.blackbox_repository.conversion_scripts.scripts.lcbench.api.Benchmark method) get_gamma() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.model_params.ISSModelParameters method) get_issm_params() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.model_params.IndependentISSModelParameters method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.model_params.ISSModelParameters method) get_mean_value() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.mean.ScalarMeanFunction method) get_metadata() (in module syne_tune.experiments) (in module syne_tune.experiments.experiment_result) get_ndarray_bounds() (syne_tune.optimizer.schedulers.searchers.utils.hp_ranges.HyperparameterRanges method) (syne_tune.optimizer.schedulers.searchers.utils.hp_ranges_impl.HyperparameterRange method) (syne_tune.optimizer.schedulers.searchers.utils.hp_ranges_impl.HyperparameterRangeCategoricalBinary method) (syne_tune.optimizer.schedulers.searchers.utils.hp_ranges_impl.HyperparameterRangeCategoricalNonBinary method) (syne_tune.optimizer.schedulers.searchers.utils.hp_ranges_impl.HyperparameterRangeContinuous method) (syne_tune.optimizer.schedulers.searchers.utils.hp_ranges_impl.HyperparameterRangeFiniteRange method) (syne_tune.optimizer.schedulers.searchers.utils.hp_ranges_impl.HyperparameterRangeInteger method) (syne_tune.optimizer.schedulers.searchers.utils.hp_ranges_impl.HyperparameterRangeOrdinalEqual method) (syne_tune.optimizer.schedulers.searchers.utils.hp_ranges_impl.HyperparameterRangeOrdinalNearestNeighbor method) (syne_tune.optimizer.schedulers.searchers.utils.hp_ranges_impl.HyperparameterRangesImpl method) (syne_tune.optimizer.schedulers.searchers.utils.HyperparameterRanges method) (syne_tune.optimizer.schedulers.searchers.utils.HyperparameterRangesImpl method) get_noise_variance() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.independent.likelihood.IndependentGPPerResourceMarginalLikelihood method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.likelihood.GaussAdditiveMarginalLikelihood method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.likelihood.GaussianProcessMarginalLikelihood method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.likelihood.MarginalLikelihood method) get_num_gpus() (in module syne_tune.num_gpu) get_number_of_configs() (syne_tune.blackbox_repository.conversion_scripts.scripts.lcbench.api.Benchmark method) get_openml_task_ids() (syne_tune.blackbox_repository.conversion_scripts.scripts.lcbench.api.Benchmark method) get_parameters() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon_blocks_helpers.ConstantPositiveVector method)

get_params() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gp_model.GaussianProcessOptimizeModel method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.utils.KernelFunctionClampedResource method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.utils.MeanFunctionClampedResource method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.independent.likelihood.IndependentGPPerResourceMarginalLikelihood method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.base.Matern52 method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.base.SquaredDistance method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.cross_validation.CrossValidationKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.cross_validation.CrossValidationMeanFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.CrossValidationKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.CrossValidationMeanFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.exponential_decay.ExponentialDecayResourcesKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.exponential_decay.ExponentialDecayResourcesMeanFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.ExponentialDecayResourcesKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.ExponentialDecayResourcesMeanFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.fabolas.FabolasKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.FabolasKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.freeze_thaw.FreezeThawKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.freeze_thaw.FreezeThawMeanFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.FreezeThawKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.FreezeThawMeanFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.Matern52 method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.product_kernel.ProductKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.ProductKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.range_kernel.RangeKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.RangeKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.freeze_thaw.ExponentialDecayBaseKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.freeze_thaw.ZeroKernel method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.freeze_thaw.ZeroMean method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.likelihood.GaussAdditiveMarginalLikelihood method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.model_params.IndependentISSModelParameters method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.model_params.ISSModelParameters method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.likelihood.GaussianProcessMarginalLikelihood method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.likelihood.MarginalLikelihood method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.mean.MeanFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.mean.ScalarMeanFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.mean.ZeroMeanFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.target_transform.BoxCoxTargetTransform method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.target_transform.IdentityTargetTransform method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.warping.WarpedKernel method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.warping.Warping method) (syne_tune.optimizer.schedulers.searchers.bayesopt.models.cost_fifo_model.CostEstimator method) (syne_tune.optimizer.schedulers.searchers.bayesopt.models.estimator.Estimator method) (syne_tune.optimizer.schedulers.searchers.bayesopt.models.gp_mcmc_model.GaussProcMCMCEstimator method) (syne_tune.optimizer.schedulers.searchers.bayesopt.models.gp_model.GaussProcEmpiricalBayesEstimator method) (syne_tune.optimizer.schedulers.searchers.bayesopt.models.gpiss_model.GaussProcAdditiveEstimator method) (syne_tune.optimizer.schedulers.searchers.bayesopt.models.model_transformer.ModelStateTransformer method) (syne_tune.optimizer.schedulers.searchers.bayesopt.models.sklearn_model.SKLearnEstimatorWrapper method) (syne_tune.optimizer.schedulers.searchers.bayesopt.sklearn.estimator.SKLearnEstimator method) (syne_tune.optimizer.schedulers.searchers.bayesopt.sklearn.SKLearnEstimator method) get_posterior_state() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.likelihood.HyperTuneIndependentGPMarginalLikelihood method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.likelihood.HyperTuneJointGPMarginalLikelihood method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.independent.likelihood.IndependentGPPerResourceMarginalLikelihood method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.likelihood.GaussAdditiveMarginalLikelihood method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.likelihood.GaussianProcessMarginalLikelihood method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.likelihood.MarginalLikelihood method) get_quantiles() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.models.meanstd_acqfunc_impl) get_queriable_tags() (syne_tune.blackbox_repository.conversion_scripts.scripts.lcbench.api.Benchmark method) get_resource() (syne_tune.optimizer.schedulers.searchers.bayesopt.datatypes.config_ext.ExtendedConfiguration method) get_sampler() (syne_tune.config_space.Domain method) (syne_tune.config_space.FiniteRange method) (syne_tune.config_space.OrdinalNearestNeighbor method) (syne_tune.config_space.Quantized method) get_scaling() (in module syne_tune.optimizer.schedulers.searchers.utils) (in module syne_tune.optimizer.schedulers.searchers.utils.scaling) get_state() (syne_tune.optimizer.schedulers.searchers.utils.exclusion_list.ExclusionList method) get_sub_directory_and_name() (in module syne_tune.blackbox_repository.conversion_scripts.utils) gpmodel (syne_tune.optimizer.schedulers.searchers.bayesopt.models.gp_model.GaussProcEstimator property) GPRegressionMCMC (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gpr_mcmc) grace_condition() (syne_tune.optimizer.schedulers.median_stopping_rule.MedianStoppingRule method) (syne_tune.optimizer.schedulers.MedianStoppingRule method) grad() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon.Parameter method) grad_req (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon.Parameter property) gradient (syne_tune.optimizer.schedulers.searchers.bayesopt.models.meanstd_acqfunc.HeadWithGradient attribute) GradientBoostingQuantileRegressor (class in syne_tune.optimizer.schedulers.searchers.conformal.surrogate.quantile_regression_model) greedy_batch_selection (syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.bo_algorithm.BayesianOptimizationAlgorithm attribute) Grid (class in syne_tune.config_space) grid() (syne_tune.config_space.Categorical method)

H

has_precomputations() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.posterior_state.GaussProcAdditivePosteriorState static method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.posterior_state.GaussProcExpDecayPosteriorState static method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.posterior_state.GaussProcISSMPosteriorState static method) has_regularizer() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon_blocks_helpers.ConstantPositiveVector method) HeadWithGradient (class in syne_tune.optimizer.schedulers.searchers.bayesopt.models.meanstd_acqfunc) Horseshoe (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.distribution) hp_ranges_for_prediction() (syne_tune.optimizer.schedulers.searchers.bayesopt.models.gp_model.GaussProcPredictor method) (syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.base_classes.Predictor method) HPOBRecipe (class in syne_tune.blackbox_repository.conversion_scripts.scripts.hpob_import) HPOBRecipe4796 (class in syne_tune.blackbox_repository.conversion_scripts.scripts.hpob_import) HPOBRecipe5527 (class in syne_tune.blackbox_repository.conversion_scripts.scripts.hpob_import) HPOBRecipe5636 (class in syne_tune.blackbox_repository.conversion_scripts.scripts.hpob_import) HPOBRecipe5859 (class in syne_tune.blackbox_repository.conversion_scripts.scripts.hpob_import) HPOBRecipe5860 (class in syne_tune.blackbox_repository.conversion_scripts.scripts.hpob_import) HPOBRecipe5889 (class in syne_tune.blackbox_repository.conversion_scripts.scripts.hpob_import) HPOBRecipe5891 (class in syne_tune.blackbox_repository.conversion_scripts.scripts.hpob_import) HPOBRecipe5906 (class in syne_tune.blackbox_repository.conversion_scripts.scripts.hpob_import) HPOBRecipe5965 (class in syne_tune.blackbox_repository.conversion_scripts.scripts.hpob_import) HPOBRecipe5970 (class in syne_tune.blackbox_repository.conversion_scripts.scripts.hpob_import) HPOBRecipe5971 (class in syne_tune.blackbox_repository.conversion_scripts.scripts.hpob_import) HPOBRecipe6766 (class in syne_tune.blackbox_repository.conversion_scripts.scripts.hpob_import) HPOBRecipe6767 (class in syne_tune.blackbox_repository.conversion_scripts.scripts.hpob_import) HPOBRecipe6794 (class in syne_tune.blackbox_repository.conversion_scripts.scripts.hpob_import) HPOBRecipe7607 (class in syne_tune.blackbox_repository.conversion_scripts.scripts.hpob_import) HPOBRecipe7609 (class in syne_tune.blackbox_repository.conversion_scripts.scripts.hpob_import) hval (syne_tune.optimizer.schedulers.searchers.bayesopt.models.meanstd_acqfunc.HeadWithGradient attribute) hybrid_forward() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon.Block method) hybridize() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon.Block method) hyperparameter_objectives_values() (syne_tune.blackbox_repository.blackbox.Blackbox method) (syne_tune.blackbox_repository.blackbox_offline.BlackboxOffline method) (syne_tune.blackbox_repository.blackbox_surrogate.BlackboxSurrogate method) (syne_tune.blackbox_repository.blackbox_tabular.BlackboxTabular method) (syne_tune.blackbox_repository.BlackboxOffline method)

HyperparameterRange (class in syne_tune.optimizer.schedulers.searchers.utils.hp_ranges_impl) HyperparameterRangeCategorical (class in syne_tune.optimizer.schedulers.searchers.utils.hp_ranges_impl) HyperparameterRangeCategoricalBinary (class in syne_tune.optimizer.schedulers.searchers.utils.hp_ranges_impl) HyperparameterRangeCategoricalNonBinary (class in syne_tune.optimizer.schedulers.searchers.utils.hp_ranges_impl) HyperparameterRangeContinuous (class in syne_tune.optimizer.schedulers.searchers.utils.hp_ranges_impl) HyperparameterRangeFiniteRange (class in syne_tune.optimizer.schedulers.searchers.utils.hp_ranges_impl) HyperparameterRangeInteger (class in syne_tune.optimizer.schedulers.searchers.utils.hp_ranges_impl) HyperparameterRangeOrdinalEqual (class in syne_tune.optimizer.schedulers.searchers.utils.hp_ranges_impl) HyperparameterRangeOrdinalNearestNeighbor (class in syne_tune.optimizer.schedulers.searchers.utils.hp_ranges_impl) HyperparameterRanges (class in syne_tune.optimizer.schedulers.searchers.utils) (class in syne_tune.optimizer.schedulers.searchers.utils.hp_ranges) HyperparameterRangesImpl (class in syne_tune.optimizer.schedulers.searchers.utils) (class in syne_tune.optimizer.schedulers.searchers.utils.hp_ranges_impl) hyperparameters (syne_tune.optimizer.schedulers.transfer_learning.LegacyTransferLearningTaskEvaluations attribute) (syne_tune.optimizer.schedulers.transfer_learning.transfer_learning_task_evaluation.TransferLearningTaskEvaluations attribute) hypertune_bracket_distribution() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.gp_model.HyperTuneModelMixin method) hypertune_ensemble_distribution() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.gp_model.HyperTuneIndependentGPModel method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.gp_model.HyperTuneJointGPModel method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.gp_model.HyperTuneModelMixin method) hypertune_ranking_losses() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.utils) HyperTuneDistributionArguments (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.gp_model) HyperTuneIndependentGPMarginalLikelihood (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.likelihood) HyperTuneIndependentGPModel (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.gp_model) HyperTuneIndependentGPPosteriorState (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.posterior_state) HyperTuneJointGPMarginalLikelihood (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.likelihood) HyperTuneJointGPModel (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.gp_model) HyperTuneJointGPPosteriorState (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.posterior_state) HyperTuneModelMixin (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.gp_model) hypervolume() (in module syne_tune.optimizer.schedulers.multiobjective.utils) hypervolume_cumulative() (in module syne_tune.optimizer.schedulers.multiobjective.utils) hypervolume_indicator_column_generator() (in module syne_tune.experiments) (in module syne_tune.experiments.multiobjective)

I

IdentityScalarEncoding (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon_blocks_helpers) IdentityTargetTransform (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.target_transform) in_progress (syne_tune.backend.trial_status.Status attribute) IncrementalUpdateGPAdditivePosteriorState (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.posterior_state) IncrementalUpdateGPPosteriorState (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.posterior_state) IndependentGPPerResourceMarginalLikelihood (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.independent.likelihood) IndependentGPPerResourceModel (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.independent.gpind_model) IndependentGPPerResourcePosteriorState (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.independent.posterior_state) IndependentISSModelParameters (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.model_params) IndependentMultiFidelitySearcher (class in syne_tune.optimizer.schedulers.searchers.multi_fidelity_searcher) IndependentThompsonSampling (class in syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.bo_algorithm_components) initial_candidates_generator (syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.bo_algorithm.BayesianOptimizationAlgorithm attribute) initial_candidates_scorer (syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.bo_algorithm.BayesianOptimizationAlgorithm attribute) initialize() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon.Block method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon.Parameter method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon.ParameterDict method) instances (syne_tune.blackbox_repository.conversion_scripts.scripts.yahpo_import.BlackBoxYAHPO property) instantiate_yahpo() (in module syne_tune.blackbox_repository.conversion_scripts.scripts.yahpo_import) Integer (class in syne_tune.config_space) (class in syne_tune.optimizer.schedulers.searchers.utils.default_arguments) IntegerOrNone (class in syne_tune.optimizer.schedulers.searchers.utils.default_arguments) internal_keys (syne_tune.optimizer.schedulers.searchers.utils.hp_ranges.HyperparameterRanges property) (syne_tune.optimizer.schedulers.searchers.utils.HyperparameterRanges property)

inverse() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.target_transform.BoxCoxTargetTransform method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.target_transform.IdentityTargetTransform method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.target_transform.ScalarTargetTransform method) is_attribute_fixed() (syne_tune.optimizer.schedulers.searchers.utils.hp_ranges.HyperparameterRanges method) (syne_tune.optimizer.schedulers.searchers.utils.HyperparameterRanges method) is_function() (syne_tune.config_space.Domain method) is_grid() (syne_tune.config_space.Domain method) is_increasing() (in module syne_tune.util) is_integer() (in module syne_tune.util) is_labeled() (syne_tune.optimizer.schedulers.searchers.bayesopt.datatypes.tuning_job_state.TuningJobState method) is_log_space() (in module syne_tune.config_space) is_pending() (syne_tune.optimizer.schedulers.searchers.bayesopt.datatypes.tuning_job_state.TuningJobState method) is_positive_integer() (in module syne_tune.util) is_reverse_log_space() (in module syne_tune.config_space) is_uniform_space() (in module syne_tune.config_space) is_valid() (syne_tune.config_space.Categorical method) (syne_tune.config_space.Domain method) (syne_tune.config_space.Float method) (syne_tune.config_space.Integer method) issm_likelihood_computations() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.issm) issm_likelihood_precomputations() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.issm) issm_likelihood_slow_computations() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.issm) ISSModelParameters (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.model_params) items() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon.ParameterDict method)

K

kernel_with_warping() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.warping) KernelDensityEstimator (class in syne_tune.optimizer.schedulers.searchers.kde) (class in syne_tune.optimizer.schedulers.searchers.kde.kde_searcher) KernelFunction (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel) (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.base)

KernelFunctionClampedResource (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.utils) keys() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon.ParameterDict method) (syne_tune.results_callback.ExtraResultsComposer method) keys_predict() (syne_tune.optimizer.schedulers.searchers.bayesopt.models.cost_fifo_model.CostFixedResourcePredictor static method) (syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.base_classes.Predictor method)

L

label_trial() (syne_tune.optimizer.schedulers.searchers.bayesopt.models.model_transformer.ModelStateTransformer method) last_checkpoint (syne_tune.optimizer.schedulers.pbt.PBTTrialState attribute) last_perturbation_time (syne_tune.optimizer.schedulers.pbt.PBTTrialState attribute) last_score (syne_tune.optimizer.schedulers.pbt.PBTTrialState attribute) LastValueMultiFidelitySearcher (class in syne_tune.optimizer.schedulers.searchers.last_value_multi_fidelity_searcher) lbfgs_maxiter (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.constants.OptimizationConfig attribute) lbfgs_tol (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.constants.OptimizationConfig attribute) LBFGSOptimizeAcquisition (class in syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.bo_algorithm_components) LCBAcquisitionFunction (class in syne_tune.optimizer.schedulers.searchers.bayesopt.models.meanstd_acqfunc_impl) LCBenchRecipe (class in syne_tune.blackbox_repository.conversion_scripts.scripts.lcbench.lcbench) LegacyTransferLearningMixin (class in syne_tune.optimizer.schedulers.transfer_learning) LegacyTransferLearningTaskEvaluations (class in syne_tune.optimizer.schedulers.transfer_learning) likelihood (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gp_model.GaussianProcessOptimizeModel property) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gp_regression.GaussianProcessRegression property) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.independent.gpind_model.IndependentGPPerResourceModel property) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.gpiss_model.GaussianProcessLearningCurveModel property) linear_interpolate() (in module syne_tune.optimizer.schedulers.multiobjective.utils) LinearScalarizationPriority (class in syne_tune.optimizer.schedulers.multiobjective.multiobjective_priority) LinearScaling (class in syne_tune.optimizer.schedulers.searchers.utils) (class in syne_tune.optimizer.schedulers.searchers.utils.scaling) list_ctx() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon.Parameter method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon.ParameterDict method) list_data() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon.Parameter method) list_experiments() (in module syne_tune.experiments) (in module syne_tune.experiments.experiment_result) list_grad() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon.Parameter method) load() (syne_tune.Tuner static method) (syne_tune.tuner.Tuner static method)

load_blackbox() (in module syne_tune.blackbox_repository) (in module syne_tune.blackbox_repository.repository) load_config_json() (in module syne_tune.utils) (in module syne_tune.utils.config_as_json) load_data() (in module syne_tune.blackbox_repository.conversion_scripts.scripts.hpob_import) load_experiment() (in module syne_tune.experiments) (in module syne_tune.experiments.experiment_result) load_experiments_df() (in module syne_tune.experiments) (in module syne_tune.experiments.experiment_result) local_optimizer (syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.bo_algorithm.BayesianOptimizationAlgorithm attribute) LocalBackend (class in syne_tune.backend) (class in syne_tune.backend.local_backend) LocalOptimizer (class in syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.base_classes) log_parameters() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon_blocks_helpers.ConstantPositiveVector method) log_scale (syne_tune.optimizer.schedulers.searchers.utils.hp_ranges_impl.HyperparameterRangeOrdinalNearestNeighbor property) LogarithmScalarEncoding (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon_blocks_helpers) logdet_cholfact_cov_resource() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.freeze_thaw) logfinrange() (in module syne_tune.config_space) LogNormal (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.distribution) logordinal() (in module syne_tune.config_space) lograndint() (in module syne_tune.config_space) LogScaling (class in syne_tune.optimizer.schedulers.searchers.utils) (class in syne_tune.optimizer.schedulers.searchers.utils.scaling) LogUniform (class in syne_tune.config_space) loguniform() (in module syne_tune.config_space) (syne_tune.config_space.Float method) (syne_tune.config_space.Integer method) lower_int (syne_tune.config_space.OrdinalNearestNeighbor property) lower_quantile (syne_tune.optimizer.schedulers.searchers.conformal.surrogate.symmetric_conformalized_quantile_regression_model.SymmetricConformalQuantileCorrection attribute)

M

make_hyperparameter_ranges() (in module syne_tune.optimizer.schedulers.searchers.utils) (in module syne_tune.optimizer.schedulers.searchers.utils.hp_ranges_factory) make_input_target() (syne_tune.optimizer.schedulers.searchers.conformal.conformal_quantile_regression_searcher.ConformalQuantileRegression method) (syne_tune.optimizer.schedulers.searchers.last_value_multi_fidelity_searcher.LastValueMultiFidelitySearcher method) make_model_pipeline() (syne_tune.blackbox_repository.blackbox_surrogate.BlackboxSurrogate static method) make_surrogate() (in module syne_tune.blackbox_repository.simulated_tabular_backend) MarginalLikelihood (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.likelihood) mark_exit() (syne_tune.backend.simulator_backend.time_keeper.SimulatedTimeKeeper method) mark_running_job_as_stopped() (syne_tune.tuning_status.TuningStatus method) mark_trial_failed() (syne_tune.optimizer.schedulers.searchers.bayesopt.models.model_transformer.ModelStateTransformer method) match_string() (syne_tune.config_space.Categorical method) (syne_tune.config_space.Domain method) (syne_tune.config_space.FiniteRange method) (syne_tune.config_space.Float method) (syne_tune.config_space.Integer method) Matern52 (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel) (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.base) max_cost (syne_tune.stopping_criterion.StoppingCriterion attribute) (syne_tune.StoppingCriterion attribute) max_metric_value (syne_tune.stopping_criterion.StoppingCriterion attribute) (syne_tune.StoppingCriterion attribute) max_num_evaluations (syne_tune.stopping_criterion.StoppingCriterion attribute) (syne_tune.StoppingCriterion attribute) max_num_trials_completed (syne_tune.stopping_criterion.StoppingCriterion attribute) (syne_tune.StoppingCriterion attribute) max_num_trials_finished (syne_tune.stopping_criterion.StoppingCriterion attribute) (syne_tune.StoppingCriterion attribute) max_num_trials_started (syne_tune.stopping_criterion.StoppingCriterion attribute) (syne_tune.StoppingCriterion attribute) max_resource_attr (benchmarking.baselines.MethodArguments attribute) max_resource_level (syne_tune.optimizer.schedulers.multi_fidelity.MultiFidelitySchedulerMixin property) max_t (benchmarking.baselines.MethodArguments attribute) max_wallclock_time (syne_tune.stopping_criterion.StoppingCriterion attribute) (syne_tune.StoppingCriterion attribute) MCMCConfig (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.constants) mean (syne_tune.optimizer.schedulers.searchers.bayesopt.models.estimator.TransformedData attribute) mean() (syne_tune.optimizer.schedulers.searchers.conformal.surrogate.quantile_regression_model.QuantileRegressorPredictions method) mean_function() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.cross_validation.CrossValidationKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.CrossValidationKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.exponential_decay.ExponentialDecayResourcesKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.ExponentialDecayResourcesKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.freeze_thaw.FreezeThawKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.FreezeThawKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.freeze_thaw.ExponentialDecayBaseKernelFunction method) MeanFunction (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.mean) MeanFunctionClampedResource (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.utils) MeanStdAcquisitionFunction (class in syne_tune.optimizer.schedulers.searchers.bayesopt.models.meanstd_acqfunc) MedianStoppingRule (class in syne_tune.optimizer.schedulers) (class in syne_tune.optimizer.schedulers.median_stopping_rule) merge_multiple_dicts() (in module syne_tune.blackbox_repository.conversion_scripts.scripts.hpob_import) meta (syne_tune.optimizer.schedulers.utils.simple_profiler.ProfilingBlock attribute) metadata (syne_tune.experiments.experiment_result.ExperimentResult attribute) (syne_tune.experiments.ExperimentResult attribute) metadata() (syne_tune.optimizer.scheduler.TrialScheduler method) (syne_tune.optimizer.schedulers.asha.AsynchronousSuccessiveHalving method) (syne_tune.optimizer.schedulers.median_stopping_rule.MedianStoppingRule method) (syne_tune.optimizer.schedulers.MedianStoppingRule method) (syne_tune.optimizer.schedulers.multiobjective.moasha.MOASHA method) (syne_tune.optimizer.schedulers.pbt.PopulationBasedTraining method) (syne_tune.optimizer.schedulers.PopulationBasedTraining method) (syne_tune.optimizer.schedulers.single_fidelity_scheduler.SingleFidelityScheduler method) MethodArguments (class in benchmarking.baselines) Methods (class in benchmarking.baselines) metric (benchmarking.baselines.MethodArguments attribute) metric_dict() (syne_tune.optimizer.schedulers.multiobjective.moasha.MOASHA method) metric_mode() (syne_tune.experiments.experiment_result.ExperimentResult method) (syne_tune.experiments.ExperimentResult method) (syne_tune.optimizer.schedulers.asha.AsynchronousSuccessiveHalving method) (syne_tune.optimizer.schedulers.median_stopping_rule.MedianStoppingRule method) (syne_tune.optimizer.schedulers.MedianStoppingRule method) (syne_tune.optimizer.schedulers.multiobjective.moasha.MOASHA method) (syne_tune.optimizer.schedulers.pbt.PopulationBasedTraining method) (syne_tune.optimizer.schedulers.PopulationBasedTraining method) (syne_tune.optimizer.schedulers.single_fidelity_scheduler.SingleFidelityScheduler method) (syne_tune.optimizer.schedulers.transfer_learning.bounding_box.BoundingBox method) metric_name_mode() (in module syne_tune.util) metric_names() (syne_tune.experiments.experiment_result.ExperimentResult method) (syne_tune.experiments.ExperimentResult method) (syne_tune.optimizer.schedulers.asha.AsynchronousSuccessiveHalving method) (syne_tune.optimizer.schedulers.median_stopping_rule.MedianStoppingRule method) (syne_tune.optimizer.schedulers.MedianStoppingRule method) (syne_tune.optimizer.schedulers.multiobjective.moasha.MOASHA method) (syne_tune.optimizer.schedulers.pbt.PopulationBasedTraining method) (syne_tune.optimizer.schedulers.PopulationBasedTraining method) (syne_tune.optimizer.schedulers.single_fidelity_scheduler.SingleFidelityScheduler method) (syne_tune.optimizer.schedulers.transfer_learning.LegacyTransferLearningMixin method) metrics (syne_tune.backend.trial_status.TrialResult attribute) (syne_tune.optimizer.schedulers.searchers.bayesopt.datatypes.common.TrialEvaluations attribute) metrics_for_configuration() (in module syne_tune.blackbox_repository.utils) metrics_for_trial() (syne_tune.optimizer.schedulers.searchers.bayesopt.datatypes.tuning_job_state.TuningJobState method) MetricsStatistics (class in syne_tune.tuning_status) min_metric_value (syne_tune.stopping_criterion.StoppingCriterion attribute) (syne_tune.StoppingCriterion attribute) MLP (class in syne_tune.optimizer.schedulers.searchers.bore.mlp_classififer) MOASHA (class in syne_tune.optimizer.schedulers.multiobjective.moasha) mode (benchmarking.baselines.MethodArguments attribute) ModelStateTransformer (class in syne_tune.optimizer.schedulers.searchers.bayesopt.models.model_transformer) module benchmarking benchmarking.baselines syne_tune syne_tune.backend syne_tune.backend.local_backend syne_tune.backend.python_backend syne_tune.backend.python_backend.python_backend syne_tune.backend.python_backend.python_entrypoint syne_tune.backend.simulator_backend syne_tune.backend.simulator_backend.events syne_tune.backend.simulator_backend.simulator_backend syne_tune.backend.simulator_backend.simulator_callback syne_tune.backend.simulator_backend.time_keeper syne_tune.backend.time_keeper syne_tune.backend.trial_backend syne_tune.backend.trial_status syne_tune.blackbox_repository syne_tune.blackbox_repository.blackbox syne_tune.blackbox_repository.blackbox_offline syne_tune.blackbox_repository.blackbox_surrogate syne_tune.blackbox_repository.blackbox_tabular syne_tune.blackbox_repository.conversion_scripts syne_tune.blackbox_repository.conversion_scripts.blackbox_recipe syne_tune.blackbox_repository.conversion_scripts.generate_and_upload_all_blackboxes syne_tune.blackbox_repository.conversion_scripts.recipes syne_tune.blackbox_repository.conversion_scripts.scripts syne_tune.blackbox_repository.conversion_scripts.scripts.fcnet_import syne_tune.blackbox_repository.conversion_scripts.scripts.hpob_import syne_tune.blackbox_repository.conversion_scripts.scripts.icml2020_import syne_tune.blackbox_repository.conversion_scripts.scripts.lcbench syne_tune.blackbox_repository.conversion_scripts.scripts.lcbench.api syne_tune.blackbox_repository.conversion_scripts.scripts.lcbench.lcbench syne_tune.blackbox_repository.conversion_scripts.scripts.nasbench201_import syne_tune.blackbox_repository.conversion_scripts.scripts.pd1_import syne_tune.blackbox_repository.conversion_scripts.scripts.tabrepo_import syne_tune.blackbox_repository.conversion_scripts.scripts.yahpo_import syne_tune.blackbox_repository.conversion_scripts.utils syne_tune.blackbox_repository.repository syne_tune.blackbox_repository.serialize syne_tune.blackbox_repository.simulated_tabular_backend syne_tune.blackbox_repository.utils syne_tune.callbacks syne_tune.callbacks.tensorboard_callback syne_tune.config_space syne_tune.constants syne_tune.experiments syne_tune.experiments.experiment_result syne_tune.experiments.multiobjective syne_tune.experiments.util syne_tune.num_gpu syne_tune.optimizer syne_tune.optimizer.baselines syne_tune.optimizer.scheduler syne_tune.optimizer.schedulers syne_tune.optimizer.schedulers.asha syne_tune.optimizer.schedulers.ask_tell_scheduler syne_tune.optimizer.schedulers.median_stopping_rule syne_tune.optimizer.schedulers.multi_fidelity syne_tune.optimizer.schedulers.multiobjective syne_tune.optimizer.schedulers.multiobjective.expected_hyper_volume_improvement syne_tune.optimizer.schedulers.multiobjective.moasha syne_tune.optimizer.schedulers.multiobjective.multi_objective_regularized_evolution syne_tune.optimizer.schedulers.multiobjective.multiobjective_priority syne_tune.optimizer.schedulers.multiobjective.non_dominated_priority syne_tune.optimizer.schedulers.multiobjective.utils syne_tune.optimizer.schedulers.pbt syne_tune.optimizer.schedulers.random_seeds syne_tune.optimizer.schedulers.remove_checkpoints syne_tune.optimizer.schedulers.searchers syne_tune.optimizer.schedulers.searchers.bayesopt syne_tune.optimizer.schedulers.searchers.bayesopt.datatypes syne_tune.optimizer.schedulers.searchers.bayesopt.datatypes.common syne_tune.optimizer.schedulers.searchers.bayesopt.datatypes.config_ext syne_tune.optimizer.schedulers.searchers.bayesopt.datatypes.tuning_job_state syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.constants syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.custom_op syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.distribution syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon_blocks_helpers syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gp_model syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gp_regression syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gpr_mcmc syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.gp_model syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.likelihood syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.posterior_state syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.utils syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.independent syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.independent.gpind_model syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.independent.likelihood syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.independent.posterior_state syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.base syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.cross_validation syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.exponential_decay syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.fabolas syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.freeze_thaw syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.product_kernel syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.range_kernel syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.freeze_thaw syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.gpiss_model syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.issm syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.likelihood syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.model_params syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.posterior_state syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.likelihood syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.mean syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.optimization_utils syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.posterior_state syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.posterior_utils syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.slice syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.target_transform syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.warping syne_tune.optimizer.schedulers.searchers.bayesopt.models syne_tune.optimizer.schedulers.searchers.bayesopt.models.acqfunc_factory syne_tune.optimizer.schedulers.searchers.bayesopt.models.cost syne_tune.optimizer.schedulers.searchers.bayesopt.models.cost.cost_model syne_tune.optimizer.schedulers.searchers.bayesopt.models.cost.sklearn_cost_model syne_tune.optimizer.schedulers.searchers.bayesopt.models.cost_fifo_model syne_tune.optimizer.schedulers.searchers.bayesopt.models.estimator syne_tune.optimizer.schedulers.searchers.bayesopt.models.gp_mcmc_model syne_tune.optimizer.schedulers.searchers.bayesopt.models.gp_model syne_tune.optimizer.schedulers.searchers.bayesopt.models.gpiss_model syne_tune.optimizer.schedulers.searchers.bayesopt.models.kernel_factory syne_tune.optimizer.schedulers.searchers.bayesopt.models.meanstd_acqfunc syne_tune.optimizer.schedulers.searchers.bayesopt.models.meanstd_acqfunc_impl syne_tune.optimizer.schedulers.searchers.bayesopt.models.model_base syne_tune.optimizer.schedulers.searchers.bayesopt.models.model_skipopt syne_tune.optimizer.schedulers.searchers.bayesopt.models.model_transformer syne_tune.optimizer.schedulers.searchers.bayesopt.models.sklearn_model syne_tune.optimizer.schedulers.searchers.bayesopt.models.subsample_state_multi_fidelity syne_tune.optimizer.schedulers.searchers.bayesopt.models.subsample_state_single_fidelity syne_tune.optimizer.schedulers.searchers.bayesopt.sklearn syne_tune.optimizer.schedulers.searchers.bayesopt.sklearn.estimator syne_tune.optimizer.schedulers.searchers.bayesopt.sklearn.predictor syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.base_classes syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.bo_algorithm syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.bo_algorithm_components syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.defaults syne_tune.optimizer.schedulers.searchers.bayesopt.utils syne_tune.optimizer.schedulers.searchers.bayesopt.utils.comparison_gpy syne_tune.optimizer.schedulers.searchers.bayesopt.utils.debug_log syne_tune.optimizer.schedulers.searchers.bayesopt.utils.test_objects syne_tune.optimizer.schedulers.searchers.bore syne_tune.optimizer.schedulers.searchers.bore.bore syne_tune.optimizer.schedulers.searchers.bore.de syne_tune.optimizer.schedulers.searchers.bore.mlp_classififer syne_tune.optimizer.schedulers.searchers.botorch syne_tune.optimizer.schedulers.searchers.botorch.botorch_searcher syne_tune.optimizer.schedulers.searchers.conformal syne_tune.optimizer.schedulers.searchers.conformal.conformal_quantile_regression_searcher syne_tune.optimizer.schedulers.searchers.conformal.surrogate syne_tune.optimizer.schedulers.searchers.conformal.surrogate.conformalized_quantile_regression_model syne_tune.optimizer.schedulers.searchers.conformal.surrogate.quantile_regression_model syne_tune.optimizer.schedulers.searchers.conformal.surrogate.quantile_regression_surrogate syne_tune.optimizer.schedulers.searchers.conformal.surrogate.surrogate_model syne_tune.optimizer.schedulers.searchers.conformal.surrogate.symmetric_conformalized_quantile_regression_model syne_tune.optimizer.schedulers.searchers.kde syne_tune.optimizer.schedulers.searchers.kde.kde_searcher syne_tune.optimizer.schedulers.searchers.last_value_multi_fidelity_searcher syne_tune.optimizer.schedulers.searchers.multi_fidelity_searcher syne_tune.optimizer.schedulers.searchers.random_searcher syne_tune.optimizer.schedulers.searchers.regularized_evolution syne_tune.optimizer.schedulers.searchers.searcher syne_tune.optimizer.schedulers.searchers.searcher_factory syne_tune.optimizer.schedulers.searchers.single_objective_searcher syne_tune.optimizer.schedulers.searchers.utils syne_tune.optimizer.schedulers.searchers.utils.common syne_tune.optimizer.schedulers.searchers.utils.default_arguments syne_tune.optimizer.schedulers.searchers.utils.exclusion_list syne_tune.optimizer.schedulers.searchers.utils.hp_ranges syne_tune.optimizer.schedulers.searchers.utils.hp_ranges_factory syne_tune.optimizer.schedulers.searchers.utils.hp_ranges_impl syne_tune.optimizer.schedulers.searchers.utils.scaling syne_tune.optimizer.schedulers.searchers.utils.warmstarting syne_tune.optimizer.schedulers.single_fidelity_scheduler syne_tune.optimizer.schedulers.single_objective_scheduler syne_tune.optimizer.schedulers.transfer_learning syne_tune.optimizer.schedulers.transfer_learning.bounding_box syne_tune.optimizer.schedulers.transfer_learning.quantile_based syne_tune.optimizer.schedulers.transfer_learning.quantile_based.normalization_transforms syne_tune.optimizer.schedulers.transfer_learning.quantile_based.quantile_based_searcher syne_tune.optimizer.schedulers.transfer_learning.transfer_learning_mixin syne_tune.optimizer.schedulers.transfer_learning.transfer_learning_task_evaluation syne_tune.optimizer.schedulers.transfer_learning.zero_shot syne_tune.optimizer.schedulers.utils syne_tune.optimizer.schedulers.utils.simple_profiler syne_tune.optimizer.schedulers.utils.successive_halving syne_tune.report syne_tune.results_callback syne_tune.stopping_criterion syne_tune.tuner syne_tune.tuner_callback syne_tune.tuning_status syne_tune.util syne_tune.utils syne_tune.utils.checkpoint syne_tune.utils.config_as_json syne_tune.utils.convert_domain syne_tune.utils.parse_bool

MOPriority (class in syne_tune.optimizer.schedulers.multiobjective.multiobjective_priority) MultiFidelitySchedulerMixin (class in syne_tune.optimizer.schedulers.multi_fidelity) MultiObjectiveRandomSearcher (class in syne_tune.optimizer.schedulers.searchers.random_searcher) MultiObjectiveRegularizedEvolution (class in syne_tune.optimizer.schedulers.multiobjective) (class in syne_tune.optimizer.schedulers.multiobjective.multi_objective_regularized_evolution) multiple_targets() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gp_model.GaussianProcessModel method) mutate_config() (in module syne_tune.optimizer.schedulers.searchers.regularized_evolution)

N

n_burnin (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.constants.MCMCConfig attribute) n_samples (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.constants.MCMCConfig attribute) n_starts (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.constants.OptimizationConfig attribute) n_thinning (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.constants.MCMCConfig attribute) name (syne_tune.experiments.experiment_result.ExperimentResult attribute) (syne_tune.experiments.ExperimentResult attribute) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon.Block property) (syne_tune.optimizer.schedulers.searchers.utils.hp_ranges_impl.HyperparameterRange property) name_from_base() (in module syne_tune.util) name_scope() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon.Block method) NASBench201Recipe (class in syne_tune.blackbox_repository.conversion_scripts.scripts.nasbench201_import) ndarray_size (syne_tune.optimizer.schedulers.searchers.utils.hp_ranges.HyperparameterRanges property) (syne_tune.optimizer.schedulers.searchers.utils.hp_ranges_impl.HyperparameterRangesImpl property) (syne_tune.optimizer.schedulers.searchers.utils.HyperparameterRanges property) (syne_tune.optimizer.schedulers.searchers.utils.HyperparameterRangesImpl property) ndarray_size() (syne_tune.optimizer.schedulers.searchers.utils.hp_ranges_impl.HyperparameterRange method) (syne_tune.optimizer.schedulers.searchers.utils.hp_ranges_impl.HyperparameterRangeCategoricalNonBinary method) neg_log_likelihood() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.utils.GaussProcPosteriorStateAndRungLevels method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.utils.PosteriorStateClampedResource method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.independent.posterior_state.IndependentGPPerResourcePosteriorState method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.posterior_state.GaussProcAdditivePosteriorState method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.posterior_state.GaussProcPosteriorState method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.posterior_state.PosteriorState method) negative_log_density() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.distribution.Distribution method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.distribution.Gamma method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.distribution.Horseshoe method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.distribution.LogNormal method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.distribution.Normal method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.distribution.Uniform method) negative_log_jacobian() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.target_transform.BoxCoxTargetTransform method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.target_transform.IdentityTargetTransform method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.target_transform.ScalarTargetTransform method) negative_log_marginal_likelihood() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.posterior_utils) NeverSkipPredicate (class in syne_tune.optimizer.schedulers.searchers.bayesopt.models.model_skipopt) new_trial_id() (syne_tune.backend.trial_backend.TrialBackend method) next_candidates() (syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.base_classes.NextCandidatesAlgorithm method) (syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.bo_algorithm.BayesianOptimizationAlgorithm method) next_until() (syne_tune.backend.simulator_backend.events.SimulatorState method) NextCandidatesAlgorithm (class in syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.base_classes) non_constant_hyperparameter_keys() (in module syne_tune.config_space) nondominated_sort() (in module syne_tune.optimizer.schedulers.multiobjective.non_dominated_priority) NonDominatedPriority (class in syne_tune.optimizer.schedulers.multiobjective.multiobjective_priority) NoneCurrentBestProvider (class in syne_tune.optimizer.schedulers.searchers.bayesopt.models.meanstd_acqfunc) NoOptimization (class in syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.bo_algorithm_components)

Normal (class in syne_tune.config_space) (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.distribution) normal() (syne_tune.config_space.Float method) normalize_targets (syne_tune.optimizer.schedulers.searchers.bayesopt.sklearn.estimator.SKLearnEstimator property) (syne_tune.optimizer.schedulers.searchers.bayesopt.sklearn.SKLearnEstimator property) nquantiles (syne_tune.optimizer.schedulers.searchers.conformal.surrogate.quantile_regression_model.QuantileRegressorPredictions property) num_brackets (benchmarking.baselines.MethodArguments attribute) (syne_tune.optimizer.schedulers.multi_fidelity.MultiFidelitySchedulerMixin property) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.gp_model.HyperTuneDistributionArguments attribute) num_cases() (syne_tune.optimizer.schedulers.searchers.bayesopt.datatypes.common.TrialEvaluations method) num_data (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.utils.GaussProcPosteriorStateAndRungLevels property) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.utils.PosteriorStateClampedResource property) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.independent.posterior_state.IndependentGPPerResourcePosteriorState property) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.posterior_state.GaussProcAdditivePosteriorState property) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.posterior_state.GaussProcPosteriorState property) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.posterior_state.PosteriorState property) num_fantasies (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.utils.GaussProcPosteriorStateAndRungLevels property) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.utils.PosteriorStateClampedResource property) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.independent.posterior_state.IndependentGPPerResourcePosteriorState property) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.posterior_state.GaussProcAdditivePosteriorState property) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.posterior_state.GaussProcPosteriorState property) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.posterior_state.PosteriorState property) num_features (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.utils.GaussProcPosteriorStateAndRungLevels property) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.utils.PosteriorStateClampedResource property) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.independent.posterior_state.IndependentGPPerResourcePosteriorState property) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.posterior_state.GaussProcAdditivePosteriorState property) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.posterior_state.GaussProcPosteriorState property) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.posterior_state.PosteriorState property) num_fidelities (syne_tune.blackbox_repository.blackbox_surrogate.BlackboxSurrogate property) num_initial_candidates (syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.bo_algorithm.BayesianOptimizationAlgorithm attribute) num_initial_candidates_for_batch (syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.bo_algorithm.BayesianOptimizationAlgorithm attribute) num_observed_cases() (syne_tune.optimizer.schedulers.searchers.bayesopt.datatypes.tuning_job_state.TuningJobState method) num_requested_candidates (syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.bo_algorithm.BayesianOptimizationAlgorithm attribute) num_results() (syne_tune.optimizer.schedulers.searchers.conformal.conformal_quantile_regression_searcher.ConformalQuantileRegression method) (syne_tune.optimizer.schedulers.searchers.last_value_multi_fidelity_searcher.LastValueMultiFidelitySearcher method) num_samples (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.gp_model.HyperTuneDistributionArguments attribute) num_suggestions() (syne_tune.optimizer.schedulers.multiobjective.expected_hyper_volume_improvement.ExpectedHyperVolumeImprovement method) (syne_tune.optimizer.schedulers.searchers.botorch.botorch_searcher.BoTorchSearcher method) num_trials_completed (syne_tune.tuning_status.TuningStatus property) num_trials_failed (syne_tune.tuning_status.TuningStatus property) num_trials_finished (syne_tune.tuning_status.TuningStatus property) num_trials_running (syne_tune.tuning_status.TuningStatus property) num_trials_started (syne_tune.tuning_status.TuningStatus property) number_samples (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gpr_mcmc.GPRegressionMCMC property) number_supported_levels_and_data_highest_level() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.utils)

O

objective_function() (syne_tune.blackbox_repository.blackbox.Blackbox method) objective_index() (syne_tune.optimizer.schedulers.transfer_learning.LegacyTransferLearningTaskEvaluations method) (syne_tune.optimizer.schedulers.transfer_learning.transfer_learning_task_evaluation.TransferLearningTaskEvaluations method) objective_values() (syne_tune.optimizer.schedulers.transfer_learning.LegacyTransferLearningTaskEvaluations method) (syne_tune.optimizer.schedulers.transfer_learning.transfer_learning_task_evaluation.TransferLearningTaskEvaluations method) objectives() (syne_tune.optimizer.schedulers.multiobjective.expected_hyper_volume_improvement.ExpectedHyperVolumeImprovement method) (syne_tune.optimizer.schedulers.searchers.botorch.botorch_searcher.BoTorchSearcher method) objectives_evaluations (syne_tune.optimizer.schedulers.transfer_learning.LegacyTransferLearningTaskEvaluations attribute) (syne_tune.optimizer.schedulers.transfer_learning.transfer_learning_task_evaluation.TransferLearningTaskEvaluations attribute) objectives_names (syne_tune.optimizer.schedulers.transfer_learning.LegacyTransferLearningTaskEvaluations attribute) (syne_tune.optimizer.schedulers.transfer_learning.transfer_learning_task_evaluation.TransferLearningTaskEvaluations attribute) observed_data_for_metric() (syne_tune.optimizer.schedulers.searchers.bayesopt.datatypes.tuning_job_state.TuningJobState method) on_fetch_status_results() (syne_tune.tuner_callback.TunerCallback method) on_fit_start() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.independent.likelihood.IndependentGPPerResourceMarginalLikelihood method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.likelihood.GaussAdditiveMarginalLikelihood method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.likelihood.GaussianProcessMarginalLikelihood method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.likelihood.MarginalLikelihood method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.target_transform.BoxCoxTargetTransform method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.target_transform.ScalarTargetTransform method) on_loop_end() (syne_tune.tuner_callback.TunerCallback method) on_loop_start() (syne_tune.tuner_callback.TunerCallback method) on_result() (syne_tune.optimizer.schedulers.asha.Bracket method) on_resume_trial() (syne_tune.tuner_callback.TunerCallback method) on_start_trial() (syne_tune.tuner_callback.TunerCallback method) on_trial_add() (syne_tune.optimizer.scheduler.TrialScheduler method) (syne_tune.optimizer.schedulers.asha.AsynchronousSuccessiveHalving method) (syne_tune.optimizer.schedulers.multiobjective.moasha.MOASHA method) (syne_tune.optimizer.schedulers.pbt.PopulationBasedTraining method) (syne_tune.optimizer.schedulers.PopulationBasedTraining method) (syne_tune.optimizer.schedulers.transfer_learning.bounding_box.BoundingBox method) on_trial_complete() (syne_tune.optimizer.scheduler.TrialScheduler method) (syne_tune.optimizer.schedulers.asha.AsynchronousSuccessiveHalving method) (syne_tune.optimizer.schedulers.multiobjective.expected_hyper_volume_improvement.ExpectedHyperVolumeImprovement method) (syne_tune.optimizer.schedulers.multiobjective.moasha.MOASHA method) (syne_tune.optimizer.schedulers.multiobjective.multi_objective_regularized_evolution.MultiObjectiveRegularizedEvolution method) (syne_tune.optimizer.schedulers.multiobjective.MultiObjectiveRegularizedEvolution method) (syne_tune.optimizer.schedulers.searchers.bore.Bore method) (syne_tune.optimizer.schedulers.searchers.bore.bore.Bore method) (syne_tune.optimizer.schedulers.searchers.botorch.botorch_searcher.BoTorchSearcher method) (syne_tune.optimizer.schedulers.searchers.conformal.conformal_quantile_regression_searcher.ConformalQuantileRegression method) (syne_tune.optimizer.schedulers.searchers.kde.kde_searcher.KernelDensityEstimator method) (syne_tune.optimizer.schedulers.searchers.kde.KernelDensityEstimator method) (syne_tune.optimizer.schedulers.searchers.last_value_multi_fidelity_searcher.LastValueMultiFidelitySearcher method) (syne_tune.optimizer.schedulers.searchers.multi_fidelity_searcher.IndependentMultiFidelitySearcher method) (syne_tune.optimizer.schedulers.searchers.regularized_evolution.RegularizedEvolution method) (syne_tune.optimizer.schedulers.searchers.searcher.BaseSearcher method) (syne_tune.optimizer.schedulers.searchers.single_objective_searcher.SingleObjectiveBaseSearcher method) (syne_tune.optimizer.schedulers.single_fidelity_scheduler.SingleFidelityScheduler method) (syne_tune.optimizer.schedulers.transfer_learning.bounding_box.BoundingBox method) (syne_tune.tuner_callback.TunerCallback method)

on_trial_error() (syne_tune.optimizer.scheduler.TrialScheduler method) (syne_tune.optimizer.schedulers.asha.AsynchronousSuccessiveHalving method) (syne_tune.optimizer.schedulers.searchers.searcher.BaseSearcher method) (syne_tune.optimizer.schedulers.single_fidelity_scheduler.SingleFidelityScheduler method) (syne_tune.optimizer.schedulers.transfer_learning.bounding_box.BoundingBox method) on_trial_remove() (syne_tune.optimizer.scheduler.TrialScheduler method) (syne_tune.optimizer.schedulers.asha.AsynchronousSuccessiveHalving method) (syne_tune.optimizer.schedulers.multiobjective.moasha.MOASHA method) (syne_tune.optimizer.schedulers.transfer_learning.bounding_box.BoundingBox method) on_trial_result() (syne_tune.callbacks.tensorboard_callback.TensorboardCallback method) (syne_tune.callbacks.TensorboardCallback method) (syne_tune.optimizer.scheduler.TrialScheduler method) (syne_tune.optimizer.schedulers.asha.AsynchronousSuccessiveHalving method) (syne_tune.optimizer.schedulers.median_stopping_rule.MedianStoppingRule method) (syne_tune.optimizer.schedulers.MedianStoppingRule method) (syne_tune.optimizer.schedulers.multiobjective.moasha.MOASHA method) (syne_tune.optimizer.schedulers.pbt.PopulationBasedTraining method) (syne_tune.optimizer.schedulers.PopulationBasedTraining method) (syne_tune.optimizer.schedulers.searchers.last_value_multi_fidelity_searcher.LastValueMultiFidelitySearcher method) (syne_tune.optimizer.schedulers.searchers.multi_fidelity_searcher.IndependentMultiFidelitySearcher method) (syne_tune.optimizer.schedulers.searchers.searcher.BaseSearcher method) (syne_tune.optimizer.schedulers.searchers.single_objective_searcher.SingleObjectiveBaseSearcher method) (syne_tune.optimizer.schedulers.single_fidelity_scheduler.SingleFidelityScheduler method) (syne_tune.optimizer.schedulers.transfer_learning.bounding_box.BoundingBox method) (syne_tune.results_callback.StoreResultsCallback method) (syne_tune.tuner_callback.TunerCallback method) on_tuner_save() (syne_tune.backend.trial_backend.TrialBackend method) on_tuning_end() (syne_tune.backend.simulator_backend.simulator_callback.SimulatorCallback method) (syne_tune.callbacks.tensorboard_callback.TensorboardCallback method) (syne_tune.callbacks.TensorboardCallback method) (syne_tune.results_callback.StoreResultsCallback method) (syne_tune.tuner_callback.TunerCallback method) on_tuning_sleep() (syne_tune.backend.simulator_backend.simulator_callback.SimulatorCallback method) (syne_tune.tuner_callback.TunerCallback method) on_tuning_start() (syne_tune.backend.simulator_backend.simulator_callback.SimulatorCallback method) (syne_tune.callbacks.tensorboard_callback.TensorboardCallback method) (syne_tune.callbacks.TensorboardCallback method) (syne_tune.results_callback.StoreResultsCallback method) (syne_tune.tuner_callback.TunerCallback method) OnTrialResultEvent (class in syne_tune.backend.simulator_backend.events) OptimizationConfig (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.constants) optimize() (syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.base_classes.LocalOptimizer method) (syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.bo_algorithm_components.LBFGSOptimizeAcquisition method) (syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.bo_algorithm_components.NoOptimization method) Ordinal (class in syne_tune.config_space) ordinal() (in module syne_tune.config_space) OrdinalNearestNeighbor (class in syne_tune.config_space)

P

param_encoding_pairs() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.utils.KernelFunctionClampedResource method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.utils.MeanFunctionClampedResource method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.independent.likelihood.IndependentGPPerResourceMarginalLikelihood method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.base.Matern52 method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.cross_validation.CrossValidationKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.cross_validation.CrossValidationMeanFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.CrossValidationKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.CrossValidationMeanFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.exponential_decay.ExponentialDecayResourcesKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.exponential_decay.ExponentialDecayResourcesMeanFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.ExponentialDecayResourcesKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.ExponentialDecayResourcesMeanFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.fabolas.FabolasKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.FabolasKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.freeze_thaw.FreezeThawKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.freeze_thaw.FreezeThawMeanFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.FreezeThawKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.FreezeThawMeanFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.Matern52 method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.product_kernel.ProductKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.ProductKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.range_kernel.RangeKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.RangeKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.freeze_thaw.ExponentialDecayBaseKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.freeze_thaw.ZeroKernel method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.freeze_thaw.ZeroMean method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.likelihood.GaussAdditiveMarginalLikelihood method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.model_params.IndependentISSModelParameters method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.model_params.ISSModelParameters method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.likelihood.GaussianProcessMarginalLikelihood method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.likelihood.MarginalLikelihood method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.mean.MeanFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.mean.ScalarMeanFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.mean.ZeroMeanFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.target_transform.BoxCoxTargetTransform method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.target_transform.IdentityTargetTransform method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.warping.WarpedKernel method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.warping.Warping method) param_to_pretty_string() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon_blocks_helpers) Parameter (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon) ParameterDict (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon) params (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon.Block property) pareto_efficient() (in module syne_tune.optimizer.schedulers.multiobjective.non_dominated_priority) parse_bool() (in module syne_tune.utils) (in module syne_tune.utils.parse_bool) path (syne_tune.experiments.experiment_result.ExperimentResult attribute) (syne_tune.experiments.ExperimentResult attribute) PAUSE (syne_tune.optimizer.scheduler.SchedulerDecision attribute) pause_trial() (syne_tune.backend.trial_backend.TrialBackend method) paused (syne_tune.backend.trial_status.Status attribute) PBTTrialState (class in syne_tune.optimizer.schedulers.pbt) PD1Recipe (class in syne_tune.blackbox_repository.conversion_scripts.scripts.pd1_import) pending_candidate_state_transformer (syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.bo_algorithm.BayesianOptimizationAlgorithm attribute) pending_configurations() (syne_tune.optimizer.schedulers.searchers.bayesopt.datatypes.tuning_job_state.TuningJobState method) PendingEvaluation (class in syne_tune.optimizer.schedulers.searchers.bayesopt.datatypes.common) PlateauStopper (class in syne_tune.stopping_criterion) plot() (syne_tune.experiments.experiment_result.ExperimentResult method) (syne_tune.experiments.ExperimentResult method) plot_by_name() (syne_tune.blackbox_repository.conversion_scripts.scripts.lcbench.api.Benchmark method) plot_hypervolume() (syne_tune.experiments.experiment_result.ExperimentResult method) (syne_tune.experiments.ExperimentResult method) plot_learning_curves() (in module syne_tune.blackbox_repository.conversion_scripts.scripts.fcnet_import) plot_trials_over_time() (syne_tune.experiments.experiment_result.ExperimentResult method) (syne_tune.experiments.ExperimentResult method) points_to_evaluate (benchmarking.baselines.MethodArguments attribute) pop_prefix() (syne_tune.optimizer.schedulers.utils.simple_profiler.SimpleProfiler method) PopulationBasedTraining (class in syne_tune.optimizer.schedulers) (class in syne_tune.optimizer.schedulers.pbt)

PopulationElement (class in syne_tune.optimizer.schedulers.searchers.regularized_evolution) PositiveScalarEncoding (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon_blocks_helpers) poster_state (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.utils.GaussProcPosteriorStateAndRungLevels property) posterior_computations() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.issm) posterior_states (syne_tune.optimizer.schedulers.searchers.bayesopt.models.gp_model.GaussProcPredictor property) (syne_tune.optimizer.schedulers.searchers.bayesopt.models.gpiss_model.GaussProcAdditivePredictor property) PosteriorState (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.posterior_state) PosteriorStateClampedResource (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.utils) PosteriorStateWithSampleJoint (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.posterior_state) postprocess_config() (in module syne_tune.config_space) predict() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gp_model.GaussianProcessModel method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.posterior_state.HyperTuneIndependentGPPosteriorState method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.posterior_state.HyperTuneJointGPPosteriorState method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.utils.GaussProcPosteriorStateAndRungLevels method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.utils.PosteriorStateClampedResource method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.independent.posterior_state.IndependentGPPerResourcePosteriorState method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.posterior_state.GaussProcAdditivePosteriorState method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.posterior_state.GaussProcExpDecayPosteriorState method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.posterior_state.GaussProcISSMPosteriorState method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.posterior_state.GaussProcPosteriorState method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.posterior_state.PosteriorState method) (syne_tune.optimizer.schedulers.searchers.bayesopt.models.cost_fifo_model.CostFixedResourcePredictor method) (syne_tune.optimizer.schedulers.searchers.bayesopt.models.gp_model.GaussProcPredictor method) (syne_tune.optimizer.schedulers.searchers.bayesopt.models.gpiss_model.GaussProcAdditivePredictor method) (syne_tune.optimizer.schedulers.searchers.bayesopt.models.sklearn_model.SKLearnPredictorWrapper method) (syne_tune.optimizer.schedulers.searchers.bayesopt.sklearn.predictor.SKLearnPredictor method) (syne_tune.optimizer.schedulers.searchers.bayesopt.sklearn.SKLearnPredictor method) (syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.base_classes.Predictor method) (syne_tune.optimizer.schedulers.searchers.bore.mlp_classififer.MLP method) (syne_tune.optimizer.schedulers.searchers.conformal.surrogate.conformalized_quantile_regression_model.ConformalizedGradientBoostingQuantileRegressor method) (syne_tune.optimizer.schedulers.searchers.conformal.surrogate.quantile_regression_model.GradientBoostingQuantileRegressor method) (syne_tune.optimizer.schedulers.searchers.conformal.surrogate.quantile_regression_model.QuantileRegressor method) (syne_tune.optimizer.schedulers.searchers.conformal.surrogate.quantile_regression_surrogate.QuantileRegressionSurrogateModel method) (syne_tune.optimizer.schedulers.searchers.conformal.surrogate.surrogate_model.SurrogateModel method) (syne_tune.optimizer.schedulers.searchers.conformal.surrogate.symmetric_conformalized_quantile_regression_model.SymmetricConformalizedGradientBoostingQuantileRegressor method) predict_c1_values() (syne_tune.optimizer.schedulers.searchers.bayesopt.models.cost.sklearn_cost_model.ScikitLearnCostModel method) (syne_tune.optimizer.schedulers.searchers.bayesopt.models.cost.sklearn_cost_model.UnivariateSplineCostModel method) predict_candidates() (syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.base_classes.Predictor method) predict_mean_current_candidates() (syne_tune.optimizer.schedulers.searchers.bayesopt.models.cost_fifo_model.CostFixedResourcePredictor method) (syne_tune.optimizer.schedulers.searchers.bayesopt.models.model_base.BasePredictor method) predict_posterior_marginals() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.issm) (in module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.posterior_utils) predict_posterior_marginals_extended() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.freeze_thaw) (in module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.issm) predict_proba() (syne_tune.optimizer.schedulers.searchers.bore.mlp_classififer.MLP method) predict_times() (syne_tune.optimizer.schedulers.searchers.bayesopt.models.cost.cost_model.CostModel method) Predictor (class in syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.base_classes) predictor_for_fantasy_samples() (syne_tune.optimizer.schedulers.searchers.bayesopt.models.gpiss_model.GaussProcAdditiveEstimator method) prefix (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon.Block property) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon.ParameterDict property) prepare_data() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.issm) prepare_data_with_pending() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.issm) print_best_metric_found() (in module syne_tune.tuning_status) priority_unsafe() (syne_tune.optimizer.schedulers.multiobjective.multiobjective_priority.FixedObjectivePriority method) (syne_tune.optimizer.schedulers.multiobjective.multiobjective_priority.LinearScalarizationPriority method) (syne_tune.optimizer.schedulers.multiobjective.multiobjective_priority.MOPriority method) (syne_tune.optimizer.schedulers.multiobjective.multiobjective_priority.NonDominatedPriority method) ProductKernelFunction (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel) (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.product_kernel) ProfilingBlock (class in syne_tune.optimizer.schedulers.utils.simple_profiler) push() (syne_tune.backend.simulator_backend.events.SimulatorState method) push_prefix() (syne_tune.optimizer.schedulers.utils.simple_profiler.SimpleProfiler method) PythonBackend (class in syne_tune.backend) (class in syne_tune.backend.python_backend.python_backend) pytorch_load_save_functions() (in module syne_tune.utils) (in module syne_tune.utils.checkpoint)

Q

qlograndint() (in module syne_tune.config_space) qloguniform() (in module syne_tune.config_space) qrandint() (in module syne_tune.config_space) Quadratic3d (class in syne_tune.optimizer.schedulers.searchers.bayesopt.utils.test_objects) QuantileBasedSurrogateSearcher (class in syne_tune.optimizer.schedulers.transfer_learning.quantile_based.quantile_based_searcher) QuantileRegressionSurrogateModel (class in syne_tune.optimizer.schedulers.searchers.conformal.surrogate.quantile_regression_surrogate) QuantileRegressor (class in syne_tune.optimizer.schedulers.searchers.conformal.surrogate.quantile_regression_model) QuantileRegressorPredictions (class in syne_tune.optimizer.schedulers.searchers.conformal.surrogate.quantile_regression_model)

quantiles (syne_tune.optimizer.schedulers.searchers.conformal.surrogate.quantile_regression_model.QuantileRegressor attribute) (syne_tune.optimizer.schedulers.searchers.conformal.surrogate.quantile_regression_model.QuantileRegressorPredictions attribute) Quantized (class in syne_tune.config_space) quantized() (syne_tune.config_space.Float method) (syne_tune.config_space.Integer method) query() (syne_tune.blackbox_repository.conversion_scripts.scripts.lcbench.api.Benchmark method) query_best() (syne_tune.blackbox_repository.conversion_scripts.scripts.lcbench.api.Benchmark method) quniform() (in module syne_tune.config_space)

R

randint() (in module syne_tune.config_space) random_config() (syne_tune.optimizer.schedulers.searchers.utils.hp_ranges.HyperparameterRanges method) (syne_tune.optimizer.schedulers.searchers.utils.HyperparameterRanges method) random_configs() (syne_tune.optimizer.schedulers.searchers.utils.hp_ranges.HyperparameterRanges method) (syne_tune.optimizer.schedulers.searchers.utils.HyperparameterRanges method) random_seed (benchmarking.baselines.MethodArguments attribute) random_state (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gp_model.GaussianProcessModel property) random_string() (in module syne_tune.util) RandomFromSetCandidateGenerator (class in syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.bo_algorithm_components) RandomSearch (class in syne_tune.optimizer.baselines) RandomSearcher (class in syne_tune.optimizer.schedulers.searchers.random_searcher) RandomSeedGenerator (class in syne_tune.optimizer.schedulers.random_seeds) RandomStatefulCandidateGenerator (class in syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.bo_algorithm_components) RangeKernelFunction (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel) (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.range_kernel) REA (benchmarking.baselines.Methods attribute) (class in syne_tune.optimizer.baselines) real_time_since_last_recent_exit() (syne_tune.backend.simulator_backend.time_keeper.SimulatedTimeKeeper method) RealTimeKeeper (class in syne_tune.backend.time_keeper) recompute_states() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gp_model.GaussianProcessModel method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gp_model.GaussianProcessOptimizeModel method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gpr_mcmc.GPRegressionMCMC method) records_as_dict() (syne_tune.optimizer.schedulers.utils.simple_profiler.SimpleProfiler method) recursive_merge() (in module syne_tune.util) register_child() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon.Block method) register_parameter() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon_blocks_helpers) register_pending() (syne_tune.optimizer.schedulers.multiobjective.expected_hyper_volume_improvement.ExpectedHyperVolumeImprovement method) RegularCallback (class in syne_tune.util) RegularizedEvolution (class in syne_tune.optimizer.schedulers.searchers.regularized_evolution) remove_constant_and_cast() (in module syne_tune.config_space) remove_events() (syne_tune.backend.simulator_backend.events.SimulatorState method) remove_observed_case() (syne_tune.optimizer.schedulers.searchers.bayesopt.models.model_transformer.ModelStateTransformer method) remove_pending() (syne_tune.optimizer.schedulers.searchers.bayesopt.datatypes.tuning_job_state.TuningJobState method) remove_resource() (syne_tune.optimizer.schedulers.searchers.bayesopt.datatypes.config_ext.ExtendedConfiguration method) RemoveCheckpointsSchedulerMixin (class in syne_tune.optimizer.schedulers.remove_checkpoints) rename_objectives() (syne_tune.blackbox_repository.blackbox_tabular.BlackboxTabular method) RepeatedCandidateGenerator (class in syne_tune.optimizer.schedulers.searchers.bayesopt.utils.test_objects) Reporter (class in syne_tune) (class in syne_tune.report)

repository_root_path() (in module syne_tune.util) resample() (syne_tune.optimizer.schedulers.searchers.bayesopt.models.cost.cost_model.CostModel method) reset() (syne_tune.optimizer.schedulers.searchers.bayesopt.models.model_skipopt.SkipNoMaxResourcePredicate method) (syne_tune.optimizer.schedulers.searchers.bayesopt.models.model_skipopt.SkipOptimizationPredicate method) (syne_tune.optimizer.schedulers.searchers.bayesopt.models.model_skipopt.SkipPeriodicallyPredicate method) reset_ctx() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon.Parameter method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon.ParameterDict method) reset_params() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gp_model.GaussianProcessOptimizeModel method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.likelihood.MarginalLikelihood method) resource (syne_tune.optimizer.schedulers.searchers.bayesopt.datatypes.common.PendingEvaluation property) resource_attr (benchmarking.baselines.MethodArguments attribute) (syne_tune.optimizer.schedulers.multi_fidelity.MultiFidelitySchedulerMixin property) resource_kernel_factory() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.models.kernel_factory) resource_kernel_likelihood_computations() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.freeze_thaw) resource_kernel_likelihood_precomputations() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.freeze_thaw) resource_kernel_likelihood_slow_computations() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.freeze_thaw) restrict_domain() (in module syne_tune.config_space) result (syne_tune.backend.simulator_backend.events.OnTrialResultEvent attribute) results (syne_tune.experiments.experiment_result.ExperimentResult attribute) (syne_tune.experiments.ExperimentResult attribute) (syne_tune.optimizer.schedulers.searchers.regularized_evolution.PopulationElement attribute) results() (syne_tune.optimizer.schedulers.searchers.conformal.surrogate.quantile_regression_model.QuantileRegressorPredictions method) results_stacked (syne_tune.optimizer.schedulers.searchers.conformal.surrogate.quantile_regression_model.QuantileRegressorPredictions attribute) resume_from_checkpointed_model() (in module syne_tune.utils) (in module syne_tune.utils.checkpoint) resume_suggestion() (syne_tune.optimizer.scheduler.TrialSuggestion static method) resume_trial() (syne_tune.backend.trial_backend.TrialBackend method) retrieve() (in module syne_tune.report) ReverseLogScaling (class in syne_tune.optimizer.schedulers.searchers.utils) (class in syne_tune.optimizer.schedulers.searchers.utils.scaling) reverseloguniform() (in module syne_tune.config_space) (syne_tune.config_space.Float method) RS (benchmarking.baselines.Methods attribute) run() (syne_tune.optimizer.schedulers.searchers.bore.de.DifferentialevolutionOptimizer method) (syne_tune.Tuner method) (syne_tune.tuner.Tuner method) rung_levels (syne_tune.optimizer.schedulers.multi_fidelity.MultiFidelitySchedulerMixin property) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.utils.GaussProcPosteriorStateAndRungLevels property)

S

sample() (syne_tune.config_space.Domain method) (syne_tune.config_space.FiniteRange method) (syne_tune.config_space.Grid method) (syne_tune.config_space.OrdinalNearestNeighbor method) (syne_tune.config_space.Quantized method) (syne_tune.config_space.Sampler method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.slice.SliceSampler method) sample_and_cholesky_update() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.posterior_utils) sample_and_update() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.posterior_state.IncrementalUpdateGPPosteriorState method) sample_and_update_for_pending() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.posterior_state.IncrementalUpdateGPAdditivePosteriorState method) sample_curves() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.posterior_state.GaussProcAdditivePosteriorState method) sample_data() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.utils.comparison_gpy) sample_joint() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gp_model.GaussianProcessModel method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.posterior_state.HyperTuneIndependentGPPosteriorState method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.posterior_state.HyperTuneJointGPPosteriorState method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.utils.GaussProcPosteriorStateAndRungLevels method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.utils.PosteriorStateClampedResource method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.independent.posterior_state.IndependentGPPerResourcePosteriorState method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.posterior_state.GaussProcPosteriorState method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.posterior_state.PosteriorStateWithSampleJoint method) (syne_tune.optimizer.schedulers.searchers.bayesopt.models.cost.cost_model.CostModel method) sample_marginals() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gp_model.GaussianProcessModel method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.posterior_state.HyperTuneIndependentGPPosteriorState method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.posterior_state.HyperTuneJointGPPosteriorState method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.utils.GaussProcPosteriorStateAndRungLevels method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.utils.PosteriorStateClampedResource method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.independent.posterior_state.IndependentGPPerResourcePosteriorState method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.posterior_state.GaussProcAdditivePosteriorState method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.posterior_state.GaussProcPosteriorState method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.posterior_state.PosteriorState method) sample_posterior_joint() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.freeze_thaw) (in module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.issm) (in module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.posterior_utils) sample_posterior_marginals() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.issm) (in module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.posterior_utils) sample_random() (syne_tune.optimizer.schedulers.searchers.conformal.conformal_quantile_regression_searcher.ConformalQuantileRegression method) (syne_tune.optimizer.schedulers.searchers.last_value_multi_fidelity_searcher.LastValueMultiFidelitySearcher method) sample_random_config() (in module syne_tune.optimizer.schedulers.searchers.random_searcher) (in module syne_tune.optimizer.schedulers.searchers.regularized_evolution) sample_unique_candidates (syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.bo_algorithm.BayesianOptimizationAlgorithm attribute) Sampler (class in syne_tune.config_space) sampler (syne_tune.config_space.Domain attribute) save() (syne_tune.Tuner method) (syne_tune.tuner.Tuner method) save_tune_function() (syne_tune.backend.python_backend.python_backend.PythonBackend method) (syne_tune.backend.PythonBackend method) ScalarMeanFunction (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.mean) ScalarTargetTransform (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.target_transform) scale_from_zero_one() (in module syne_tune.optimizer.schedulers.searchers.utils.hp_ranges_impl) Scaling (class in syne_tune.optimizer.schedulers.searchers.utils.scaling) scaling (syne_tune.optimizer.schedulers.searchers.utils.hp_ranges_impl.HyperparameterRangeFiniteRange property) (syne_tune.optimizer.schedulers.searchers.utils.hp_ranges_impl.HyperparameterRangeInteger property) SchedulerDecision (class in syne_tune.optimizer.scheduler) ScikitLearnCostModel (class in syne_tune.optimizer.schedulers.searchers.bayesopt.models.cost.sklearn_cost_model) score (syne_tune.optimizer.schedulers.searchers.regularized_evolution.PopulationElement attribute) score() (syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.base_classes.AcquisitionFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.base_classes.ScoringFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.bo_algorithm_components.IndependentThompsonSampling method) ScoringFunction (class in syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.base_classes) script_checkpoint_example_path() (in module syne_tune.util) script_height_example_path() (in module syne_tune.util) search_space (syne_tune.optimizer.schedulers.searchers.bayesopt.utils.comparison_gpy.Ackley property) (syne_tune.optimizer.schedulers.searchers.bayesopt.utils.comparison_gpy.Branin property) (syne_tune.optimizer.schedulers.searchers.bayesopt.utils.comparison_gpy.SimpleQuadratic property) (syne_tune.optimizer.schedulers.searchers.bayesopt.utils.comparison_gpy.ThreeHumpCamel property) (syne_tune.optimizer.schedulers.searchers.bayesopt.utils.test_objects.Quadratic3d property) searcher_data (syne_tune.optimizer.schedulers.multi_fidelity.MultiFidelitySchedulerMixin property) searcher_factory() (in module syne_tune.optimizer.schedulers.searchers.searcher_factory) seconds (syne_tune.backend.trial_status.TrialResult property) serialize() (in module syne_tune.blackbox_repository.blackbox_offline) (in module syne_tune.blackbox_repository.blackbox_tabular) (in module syne_tune.blackbox_repository.conversion_scripts.scripts.hpob_import) (in module syne_tune.blackbox_repository.conversion_scripts.scripts.pd1_import) serialize_configspace() (in module syne_tune.blackbox_repository.serialize) serialize_deepar() (in module syne_tune.blackbox_repository.conversion_scripts.scripts.icml2020_import) serialize_metadata() (in module syne_tune.blackbox_repository.serialize) serialize_xgboost() (in module syne_tune.blackbox_repository.conversion_scripts.scripts.icml2020_import) serialize_yahpo() (in module syne_tune.blackbox_repository.conversion_scripts.scripts.yahpo_import) set() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon_blocks_helpers.ConstantPositiveVector method) set_alpha() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.model_params.IndependentISSModelParameters method) set_beta() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.model_params.IndependentISSModelParameters method) set_boxcox_lambda() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.target_transform.BoxCoxTargetTransform method) set_covariance_scale() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.independent.likelihood.IndependentGPPerResourceMarginalLikelihood method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.base.Matern52 method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.Matern52 method) set_data() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon.Parameter method) set_ensemble_distribution() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.likelihood.HyperTuneIndependentGPMarginalLikelihood method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.likelihood.HyperTuneJointGPMarginalLikelihood method) set_entrypoint() (syne_tune.backend.local_backend.LocalBackend method) (syne_tune.backend.LocalBackend method) (syne_tune.backend.trial_backend.TrialBackend method) set_fantasies() (syne_tune.optimizer.schedulers.searchers.bayesopt.utils.debug_log.DebugLogPrinter method) set_filter_observed_data() (syne_tune.optimizer.schedulers.searchers.bayesopt.models.model_base.BasePredictor method) set_final_config() (syne_tune.optimizer.schedulers.searchers.bayesopt.utils.debug_log.DebugLogPrinter method) set_fit_request() (syne_tune.optimizer.schedulers.searchers.conformal.surrogate.conformalized_quantile_regression_model.ConformalizedGradientBoostingQuantileRegressor method) (syne_tune.optimizer.schedulers.searchers.conformal.surrogate.quantile_regression_model.GradientBoostingQuantileRegressor method) (syne_tune.optimizer.schedulers.searchers.conformal.surrogate.symmetric_conformalized_quantile_regression_model.SymmetricConformalizedGradientBoostingQuantileRegressor method) set_fixed_resource() (syne_tune.optimizer.schedulers.searchers.bayesopt.models.cost_fifo_model.CostEstimator method) set_gamma() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.model_params.ISSModelParameters method) set_init_config() (syne_tune.optimizer.schedulers.searchers.bayesopt.utils.debug_log.DebugLogPrinter method) set_instance() (syne_tune.blackbox_repository.conversion_scripts.scripts.yahpo_import.BlackBoxYAHPO method) set_mean_value() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.mean.ScalarMeanFunction method) set_model_params() (syne_tune.optimizer.schedulers.searchers.bayesopt.utils.debug_log.DebugLogPrinter method) set_num_evaluations() (syne_tune.optimizer.schedulers.searchers.bayesopt.utils.debug_log.DebugLogPrinter method) set_params() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gp_model.GaussianProcessOptimizeModel method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.utils.KernelFunctionClampedResource method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.utils.MeanFunctionClampedResource method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.independent.likelihood.IndependentGPPerResourceMarginalLikelihood method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.base.Matern52 method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.base.SquaredDistance method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.cross_validation.CrossValidationKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.cross_validation.CrossValidationMeanFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.CrossValidationKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.CrossValidationMeanFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.exponential_decay.ExponentialDecayResourcesKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.exponential_decay.ExponentialDecayResourcesMeanFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.ExponentialDecayResourcesKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.ExponentialDecayResourcesMeanFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.fabolas.FabolasKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.FabolasKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.freeze_thaw.FreezeThawKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.freeze_thaw.FreezeThawMeanFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.FreezeThawKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.FreezeThawMeanFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.Matern52 method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.product_kernel.ProductKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.ProductKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.range_kernel.RangeKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.RangeKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.freeze_thaw.ExponentialDecayBaseKernelFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.freeze_thaw.ZeroKernel method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.freeze_thaw.ZeroMean method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.likelihood.GaussAdditiveMarginalLikelihood method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.model_params.IndependentISSModelParameters method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.model_params.ISSModelParameters method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.likelihood.GaussianProcessMarginalLikelihood method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.likelihood.MarginalLikelihood method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.mean.MeanFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.mean.ScalarMeanFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.mean.ZeroMeanFunction method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.target_transform.BoxCoxTargetTransform method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.target_transform.IdentityTargetTransform method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.warping.WarpedKernel method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.warping.Warping method) (syne_tune.optimizer.schedulers.searchers.bayesopt.models.cost_fifo_model.CostEstimator method) (syne_tune.optimizer.schedulers.searchers.bayesopt.models.estimator.Estimator method) (syne_tune.optimizer.schedulers.searchers.bayesopt.models.gp_mcmc_model.GaussProcMCMCEstimator method) (syne_tune.optimizer.schedulers.searchers.bayesopt.models.gp_model.GaussProcEmpiricalBayesEstimator method) (syne_tune.optimizer.schedulers.searchers.bayesopt.models.gpiss_model.GaussProcAdditiveEstimator method) (syne_tune.optimizer.schedulers.searchers.bayesopt.models.model_transformer.ModelStateTransformer method) (syne_tune.optimizer.schedulers.searchers.bayesopt.models.sklearn_model.SKLearnEstimatorWrapper method) (syne_tune.optimizer.schedulers.searchers.bayesopt.sklearn.estimator.SKLearnEstimator method) (syne_tune.optimizer.schedulers.searchers.bayesopt.sklearn.SKLearnEstimator method) set_path() (syne_tune.backend.local_backend.LocalBackend method) (syne_tune.backend.LocalBackend method) (syne_tune.backend.python_backend.python_backend.PythonBackend method) (syne_tune.backend.PythonBackend method) (syne_tune.backend.trial_backend.TrialBackend method) set_predict_request() (syne_tune.optimizer.schedulers.searchers.conformal.surrogate.conformalized_quantile_regression_model.ConformalizedGradientBoostingQuantileRegressor method) (syne_tune.optimizer.schedulers.searchers.conformal.surrogate.quantile_regression_model.GradientBoostingQuantileRegressor method) (syne_tune.optimizer.schedulers.searchers.conformal.surrogate.symmetric_conformalized_quantile_regression_model.SymmetricConformalizedGradientBoostingQuantileRegressor method) set_random_state() (syne_tune.optimizer.schedulers.searchers.bayesopt.models.model_transformer.StateForModelConverter method) (syne_tune.optimizer.schedulers.searchers.bayesopt.models.subsample_state_multi_fidelity.SubsampleMultiFidelityStateConverter method) (syne_tune.optimizer.schedulers.searchers.bayesopt.models.subsample_state_single_fidelity.SubsampleSingleFidelityStateConverter method) set_sampler() (syne_tune.config_space.Domain method) (syne_tune.config_space.FiniteRange method) (syne_tune.config_space.OrdinalNearestNeighbor method) set_score_request() (syne_tune.optimizer.schedulers.searchers.conformal.surrogate.conformalized_quantile_regression_model.ConformalizedGradientBoostingQuantileRegressor method) (syne_tune.optimizer.schedulers.searchers.conformal.surrogate.quantile_regression_model.GradientBoostingQuantileRegressor method) (syne_tune.optimizer.schedulers.searchers.conformal.surrogate.symmetric_conformalized_quantile_regression_model.SymmetricConformalizedGradientBoostingQuantileRegressor method) set_state() (syne_tune.optimizer.schedulers.searchers.bayesopt.utils.debug_log.DebugLogPrinter method) set_targets() (syne_tune.optimizer.schedulers.searchers.bayesopt.utils.debug_log.DebugLogPrinter method) setattr() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon.ParameterDict method) shape (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon.Parameter property) should_update() (syne_tune.optimizer.schedulers.searchers.conformal.conformal_quantile_regression_searcher.ConformalQuantileRegression method) (syne_tune.optimizer.schedulers.searchers.last_value_multi_fidelity_searcher.LastValueMultiFidelitySearcher method) sign (syne_tune.optimizer.schedulers.searchers.conformal.surrogate.conformalized_quantile_regression_model.ConformalQuantileCorrection attribute) SimpleProfiler (class in syne_tune.optimizer.schedulers.utils.simple_profiler) SimpleQuadratic (class in syne_tune.optimizer.schedulers.searchers.bayesopt.utils.comparison_gpy) SimulatedTimeKeeper (class in syne_tune.backend.simulator_backend.time_keeper) SimulatorBackend (class in syne_tune.backend.simulator_backend.simulator_backend) SimulatorCallback (class in syne_tune.backend.simulator_backend.simulator_callback) SimulatorConfig (class in syne_tune.backend.simulator_backend.simulator_backend) SimulatorState (class in syne_tune.backend.simulator_backend.events) SingleFidelityScheduler (class in syne_tune.optimizer.schedulers.single_fidelity_scheduler) SingleObjectiveBaseSearcher (class in syne_tune.optimizer.schedulers.searchers.single_objective_searcher) SingleObjectiveScheduler (class in syne_tune.optimizer.schedulers.single_objective_scheduler) skip_optimization (syne_tune.optimizer.schedulers.searchers.bayesopt.models.model_transformer.ModelStateTransformer property) SkipNoMaxResourcePredicate (class in syne_tune.optimizer.schedulers.searchers.bayesopt.models.model_skipopt) SkipOptimizationPredicate (class in syne_tune.optimizer.schedulers.searchers.bayesopt.models.model_skipopt) SkipPeriodicallyPredicate (class in syne_tune.optimizer.schedulers.searchers.bayesopt.models.model_skipopt) SKLearnEstimator (class in syne_tune.optimizer.schedulers.searchers.bayesopt.sklearn) (class in syne_tune.optimizer.schedulers.searchers.bayesopt.sklearn.estimator) SKLearnEstimatorWrapper (class in syne_tune.optimizer.schedulers.searchers.bayesopt.models.sklearn_model) SKLearnPredictor (class in syne_tune.optimizer.schedulers.searchers.bayesopt.sklearn) (class in syne_tune.optimizer.schedulers.searchers.bayesopt.sklearn.predictor) SKLearnPredictorWrapper (class in syne_tune.optimizer.schedulers.searchers.bayesopt.models.sklearn_model) slice_sampler_step_in() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.slice) slice_sampler_step_out() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.slice) SliceException SliceSampler (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.slice) sparsify_tuning_job_state() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.models.subsample_state_multi_fidelity) spawn_new_trial_id (syne_tune.optimizer.scheduler.TrialSuggestion attribute) split() (syne_tune.optimizer.schedulers.searchers.bayesopt.datatypes.config_ext.ExtendedConfiguration method) SquaredDistance (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.base) ST_CHECKPOINT_DIR (in module syne_tune.constants) ST_CONFIG_JSON_FNAME_ARG (in module syne_tune.constants) ST_DATETIME_FORMAT (in module syne_tune.constants) ST_METADATA_FILENAME (in module syne_tune.constants) ST_METRIC_TAG (in module syne_tune.constants) ST_REMOTE_UPLOAD_DIR_NAME (in module syne_tune.constants) ST_RESULTS_DATAFRAME_FILENAME (in module syne_tune.constants) ST_TUNER_DILL_FILENAME (in module syne_tune.constants) ST_WORKER_COST (in module syne_tune.constants) ST_WORKER_ITER (in module syne_tune.constants) ST_WORKER_TIME (in module syne_tune.constants) ST_WORKER_TIMESTAMP (in module syne_tune.constants) StandardTransform (class in syne_tune.optimizer.schedulers.transfer_learning.quantile_based.normalization_transforms) start() (syne_tune.optimizer.schedulers.utils.simple_profiler.SimpleProfiler method) start_get_config() (syne_tune.optimizer.schedulers.searchers.bayesopt.utils.debug_log.DebugLogPrinter method) start_of_time() (syne_tune.backend.simulator_backend.time_keeper.SimulatedTimeKeeper method) (syne_tune.backend.time_keeper.RealTimeKeeper method) (syne_tune.backend.time_keeper.TimeKeeper method) start_suggestion() (syne_tune.optimizer.scheduler.TrialSuggestion static method) start_time_stamp (syne_tune.backend.simulator_backend.time_keeper.SimulatedTimeKeeper property) start_trial() (syne_tune.backend.simulator_backend.simulator_backend.SimulatorBackend method) (syne_tune.backend.trial_backend.TrialBackend method) StartEvent (class in syne_tune.backend.simulator_backend.events) state (syne_tune.optimizer.schedulers.searchers.bayesopt.models.model_transformer.ModelStateTransformer property) state() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.independent.posterior_state.IndependentGPPerResourcePosteriorState method) StateForModelConverter (class in syne_tune.optimizer.schedulers.searchers.bayesopt.models.model_transformer) states (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gp_model.GaussianProcessModel property) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gp_model.GaussianProcessOptimizeModel property) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gpr_mcmc.GPRegressionMCMC property) Status (class in syne_tune.backend.trial_status) status (syne_tune.backend.simulator_backend.events.CompleteEvent attribute) (syne_tune.backend.trial_status.TrialResult attribute) std (syne_tune.optimizer.schedulers.searchers.bayesopt.models.estimator.TransformedData attribute) stderr() (syne_tune.backend.local_backend.LocalBackend method) (syne_tune.backend.LocalBackend method) (syne_tune.backend.trial_backend.TrialBackend method) stdout() (syne_tune.backend.local_backend.LocalBackend method) (syne_tune.backend.LocalBackend method) (syne_tune.backend.trial_backend.TrialBackend method) STOP (syne_tune.optimizer.scheduler.SchedulerDecision attribute) stop() (syne_tune.optimizer.schedulers.utils.simple_profiler.SimpleProfiler method) stop_all() (syne_tune.backend.trial_backend.TrialBackend method) stop_trial() (syne_tune.backend.trial_backend.TrialBackend method) StopEvent (class in syne_tune.backend.simulator_backend.events) stopped (syne_tune.backend.trial_status.Status attribute) (syne_tune.optimizer.schedulers.pbt.PBTTrialState attribute) stopping (syne_tune.backend.trial_status.Status attribute) StoppingCriterion (class in syne_tune) (class in syne_tune.stopping_criterion) store_results() (syne_tune.results_callback.StoreResultsCallback method) StoreResultsCallback (class in syne_tune.results_callback) str_to_list() (in module syne_tune.blackbox_repository.conversion_scripts.scripts.nasbench201_import) streamline_config_space() (in module syne_tune.utils) (in module syne_tune.utils.convert_domain) String (class in syne_tune.optimizer.schedulers.searchers.utils.default_arguments) subsample() (in module syne_tune.optimizer.schedulers.transfer_learning.quantile_based.quantile_based_searcher) SubsampleMFDenseDataStateConverter (class in syne_tune.optimizer.schedulers.searchers.bayesopt.models.subsample_state_multi_fidelity) SubsampleMultiFidelityStateConverter (class in syne_tune.optimizer.schedulers.searchers.bayesopt.models.subsample_state_multi_fidelity) SubsampleSingleFidelityStateConverter (class in syne_tune.optimizer.schedulers.searchers.bayesopt.models.subsample_state_single_fidelity) successive_halving_rung_levels() (in module syne_tune.optimizer.schedulers.utils.successive_halving) suggest() (syne_tune.optimizer.scheduler.TrialScheduler method) (syne_tune.optimizer.schedulers.asha.AsynchronousSuccessiveHalving method) (syne_tune.optimizer.schedulers.median_stopping_rule.MedianStoppingRule method) (syne_tune.optimizer.schedulers.MedianStoppingRule method) (syne_tune.optimizer.schedulers.multiobjective.expected_hyper_volume_improvement.ExpectedHyperVolumeImprovement method) (syne_tune.optimizer.schedulers.multiobjective.moasha.MOASHA method) (syne_tune.optimizer.schedulers.multiobjective.multi_objective_regularized_evolution.MultiObjectiveRegularizedEvolution method) (syne_tune.optimizer.schedulers.multiobjective.MultiObjectiveRegularizedEvolution method) (syne_tune.optimizer.schedulers.pbt.PopulationBasedTraining method) (syne_tune.optimizer.schedulers.PopulationBasedTraining method) (syne_tune.optimizer.schedulers.searchers.bore.Bore method) (syne_tune.optimizer.schedulers.searchers.bore.bore.Bore method) (syne_tune.optimizer.schedulers.searchers.botorch.botorch_searcher.BoTorchSearcher method) (syne_tune.optimizer.schedulers.searchers.conformal.conformal_quantile_regression_searcher.ConformalQuantileRegression method) (syne_tune.optimizer.schedulers.searchers.conformal.surrogate.surrogate_model.SurrogateModel method) (syne_tune.optimizer.schedulers.searchers.kde.kde_searcher.KernelDensityEstimator method) (syne_tune.optimizer.schedulers.searchers.kde.KernelDensityEstimator method) (syne_tune.optimizer.schedulers.searchers.last_value_multi_fidelity_searcher.LastValueMultiFidelitySearcher method) (syne_tune.optimizer.schedulers.searchers.multi_fidelity_searcher.IndependentMultiFidelitySearcher method) (syne_tune.optimizer.schedulers.searchers.random_searcher.MultiObjectiveRandomSearcher method) (syne_tune.optimizer.schedulers.searchers.random_searcher.RandomSearcher method) (syne_tune.optimizer.schedulers.searchers.regularized_evolution.RegularizedEvolution method) (syne_tune.optimizer.schedulers.searchers.searcher.BaseSearcher method) (syne_tune.optimizer.schedulers.single_fidelity_scheduler.SingleFidelityScheduler method) (syne_tune.optimizer.schedulers.transfer_learning.bounding_box.BoundingBox method) (syne_tune.optimizer.schedulers.transfer_learning.quantile_based.quantile_based_searcher.QuantileBasedSurrogateSearcher method) SurrogateModel (class in syne_tune.optimizer.schedulers.searchers.conformal.surrogate.surrogate_model) switch_updating() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon_blocks_helpers.ConstantPositiveVector method) SymmetricConformalizedGradientBoostingQuantileRegressor (class in syne_tune.optimizer.schedulers.searchers.conformal.surrogate.symmetric_conformalized_quantile_regression_model) SymmetricConformalQuantileCorrection (class in syne_tune.optimizer.schedulers.searchers.conformal.surrogate.symmetric_conformalized_quantile_regression_model) syne_tune module syne_tune.backend module syne_tune.backend.local_backend module syne_tune.backend.python_backend module syne_tune.backend.python_backend.python_backend module syne_tune.backend.python_backend.python_entrypoint module syne_tune.backend.simulator_backend module syne_tune.backend.simulator_backend.events module syne_tune.backend.simulator_backend.simulator_backend module syne_tune.backend.simulator_backend.simulator_callback module syne_tune.backend.simulator_backend.time_keeper module syne_tune.backend.time_keeper module syne_tune.backend.trial_backend module syne_tune.backend.trial_status module syne_tune.blackbox_repository module syne_tune.blackbox_repository.blackbox module syne_tune.blackbox_repository.blackbox_offline module syne_tune.blackbox_repository.blackbox_surrogate module syne_tune.blackbox_repository.blackbox_tabular module syne_tune.blackbox_repository.conversion_scripts module syne_tune.blackbox_repository.conversion_scripts.blackbox_recipe module syne_tune.blackbox_repository.conversion_scripts.generate_and_upload_all_blackboxes module syne_tune.blackbox_repository.conversion_scripts.recipes module syne_tune.blackbox_repository.conversion_scripts.scripts module syne_tune.blackbox_repository.conversion_scripts.scripts.fcnet_import module syne_tune.blackbox_repository.conversion_scripts.scripts.hpob_import module syne_tune.blackbox_repository.conversion_scripts.scripts.icml2020_import module

syne_tune.blackbox_repository.conversion_scripts.scripts.lcbench module syne_tune.blackbox_repository.conversion_scripts.scripts.lcbench.api module syne_tune.blackbox_repository.conversion_scripts.scripts.lcbench.lcbench module syne_tune.blackbox_repository.conversion_scripts.scripts.nasbench201_import module syne_tune.blackbox_repository.conversion_scripts.scripts.pd1_import module syne_tune.blackbox_repository.conversion_scripts.scripts.tabrepo_import module syne_tune.blackbox_repository.conversion_scripts.scripts.yahpo_import module syne_tune.blackbox_repository.conversion_scripts.utils module syne_tune.blackbox_repository.repository module syne_tune.blackbox_repository.serialize module syne_tune.blackbox_repository.simulated_tabular_backend module syne_tune.blackbox_repository.utils module syne_tune.callbacks module syne_tune.callbacks.tensorboard_callback module syne_tune.config_space module syne_tune.constants module syne_tune.experiments module syne_tune.experiments.experiment_result module syne_tune.experiments.multiobjective module syne_tune.experiments.util module syne_tune.num_gpu module syne_tune.optimizer module syne_tune.optimizer.baselines module syne_tune.optimizer.scheduler module syne_tune.optimizer.schedulers module syne_tune.optimizer.schedulers.asha module syne_tune.optimizer.schedulers.ask_tell_scheduler module syne_tune.optimizer.schedulers.median_stopping_rule module syne_tune.optimizer.schedulers.multi_fidelity module syne_tune.optimizer.schedulers.multiobjective module syne_tune.optimizer.schedulers.multiobjective.expected_hyper_volume_improvement module syne_tune.optimizer.schedulers.multiobjective.moasha module syne_tune.optimizer.schedulers.multiobjective.multi_objective_regularized_evolution module syne_tune.optimizer.schedulers.multiobjective.multiobjective_priority module syne_tune.optimizer.schedulers.multiobjective.non_dominated_priority module syne_tune.optimizer.schedulers.multiobjective.utils module syne_tune.optimizer.schedulers.pbt module syne_tune.optimizer.schedulers.random_seeds module syne_tune.optimizer.schedulers.remove_checkpoints module syne_tune.optimizer.schedulers.searchers module syne_tune.optimizer.schedulers.searchers.bayesopt module syne_tune.optimizer.schedulers.searchers.bayesopt.datatypes module syne_tune.optimizer.schedulers.searchers.bayesopt.datatypes.common module syne_tune.optimizer.schedulers.searchers.bayesopt.datatypes.config_ext module syne_tune.optimizer.schedulers.searchers.bayesopt.datatypes.tuning_job_state module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.constants module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.custom_op module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.distribution module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon_blocks_helpers module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gp_model module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gp_regression module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gpr_mcmc module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.gp_model module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.likelihood module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.posterior_state module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.utils module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.independent module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.independent.gpind_model module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.independent.likelihood module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.independent.posterior_state module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.base module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.cross_validation module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.exponential_decay module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.fabolas module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.freeze_thaw module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.product_kernel module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.kernel.range_kernel module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.freeze_thaw module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.gpiss_model module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.issm module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.likelihood module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.model_params module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.posterior_state module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.likelihood module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.mean module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.optimization_utils module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.posterior_state module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.posterior_utils module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.slice module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.target_transform module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.warping module syne_tune.optimizer.schedulers.searchers.bayesopt.models module syne_tune.optimizer.schedulers.searchers.bayesopt.models.acqfunc_factory module syne_tune.optimizer.schedulers.searchers.bayesopt.models.cost module syne_tune.optimizer.schedulers.searchers.bayesopt.models.cost.cost_model module syne_tune.optimizer.schedulers.searchers.bayesopt.models.cost.sklearn_cost_model module syne_tune.optimizer.schedulers.searchers.bayesopt.models.cost_fifo_model module syne_tune.optimizer.schedulers.searchers.bayesopt.models.estimator module syne_tune.optimizer.schedulers.searchers.bayesopt.models.gp_mcmc_model module syne_tune.optimizer.schedulers.searchers.bayesopt.models.gp_model module syne_tune.optimizer.schedulers.searchers.bayesopt.models.gpiss_model module syne_tune.optimizer.schedulers.searchers.bayesopt.models.kernel_factory module syne_tune.optimizer.schedulers.searchers.bayesopt.models.meanstd_acqfunc module syne_tune.optimizer.schedulers.searchers.bayesopt.models.meanstd_acqfunc_impl module syne_tune.optimizer.schedulers.searchers.bayesopt.models.model_base module syne_tune.optimizer.schedulers.searchers.bayesopt.models.model_skipopt module syne_tune.optimizer.schedulers.searchers.bayesopt.models.model_transformer module syne_tune.optimizer.schedulers.searchers.bayesopt.models.sklearn_model module syne_tune.optimizer.schedulers.searchers.bayesopt.models.subsample_state_multi_fidelity module syne_tune.optimizer.schedulers.searchers.bayesopt.models.subsample_state_single_fidelity module syne_tune.optimizer.schedulers.searchers.bayesopt.sklearn module syne_tune.optimizer.schedulers.searchers.bayesopt.sklearn.estimator module syne_tune.optimizer.schedulers.searchers.bayesopt.sklearn.predictor module syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms module syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.base_classes module syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.bo_algorithm module syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.bo_algorithm_components module syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.defaults module syne_tune.optimizer.schedulers.searchers.bayesopt.utils module syne_tune.optimizer.schedulers.searchers.bayesopt.utils.comparison_gpy module syne_tune.optimizer.schedulers.searchers.bayesopt.utils.debug_log module syne_tune.optimizer.schedulers.searchers.bayesopt.utils.test_objects module syne_tune.optimizer.schedulers.searchers.bore module syne_tune.optimizer.schedulers.searchers.bore.bore module syne_tune.optimizer.schedulers.searchers.bore.de module syne_tune.optimizer.schedulers.searchers.bore.mlp_classififer module syne_tune.optimizer.schedulers.searchers.botorch module syne_tune.optimizer.schedulers.searchers.botorch.botorch_searcher module syne_tune.optimizer.schedulers.searchers.conformal module syne_tune.optimizer.schedulers.searchers.conformal.conformal_quantile_regression_searcher module syne_tune.optimizer.schedulers.searchers.conformal.surrogate module syne_tune.optimizer.schedulers.searchers.conformal.surrogate.conformalized_quantile_regression_model module syne_tune.optimizer.schedulers.searchers.conformal.surrogate.quantile_regression_model module syne_tune.optimizer.schedulers.searchers.conformal.surrogate.quantile_regression_surrogate module syne_tune.optimizer.schedulers.searchers.conformal.surrogate.surrogate_model module syne_tune.optimizer.schedulers.searchers.conformal.surrogate.symmetric_conformalized_quantile_regression_model module syne_tune.optimizer.schedulers.searchers.kde module syne_tune.optimizer.schedulers.searchers.kde.kde_searcher module syne_tune.optimizer.schedulers.searchers.last_value_multi_fidelity_searcher module syne_tune.optimizer.schedulers.searchers.multi_fidelity_searcher module syne_tune.optimizer.schedulers.searchers.random_searcher module syne_tune.optimizer.schedulers.searchers.regularized_evolution module syne_tune.optimizer.schedulers.searchers.searcher module syne_tune.optimizer.schedulers.searchers.searcher_factory module syne_tune.optimizer.schedulers.searchers.single_objective_searcher module syne_tune.optimizer.schedulers.searchers.utils module syne_tune.optimizer.schedulers.searchers.utils.common module syne_tune.optimizer.schedulers.searchers.utils.default_arguments module syne_tune.optimizer.schedulers.searchers.utils.exclusion_list module syne_tune.optimizer.schedulers.searchers.utils.hp_ranges module syne_tune.optimizer.schedulers.searchers.utils.hp_ranges_factory module syne_tune.optimizer.schedulers.searchers.utils.hp_ranges_impl module syne_tune.optimizer.schedulers.searchers.utils.scaling module syne_tune.optimizer.schedulers.searchers.utils.warmstarting module syne_tune.optimizer.schedulers.single_fidelity_scheduler module syne_tune.optimizer.schedulers.single_objective_scheduler module syne_tune.optimizer.schedulers.transfer_learning module syne_tune.optimizer.schedulers.transfer_learning.bounding_box module syne_tune.optimizer.schedulers.transfer_learning.quantile_based module syne_tune.optimizer.schedulers.transfer_learning.quantile_based.normalization_transforms module syne_tune.optimizer.schedulers.transfer_learning.quantile_based.quantile_based_searcher module syne_tune.optimizer.schedulers.transfer_learning.transfer_learning_mixin module syne_tune.optimizer.schedulers.transfer_learning.transfer_learning_task_evaluation module syne_tune.optimizer.schedulers.transfer_learning.zero_shot module syne_tune.optimizer.schedulers.utils module syne_tune.optimizer.schedulers.utils.simple_profiler module syne_tune.optimizer.schedulers.utils.successive_halving module syne_tune.report module syne_tune.results_callback module syne_tune.stopping_criterion module syne_tune.tuner module syne_tune.tuner_callback module syne_tune.tuning_status module syne_tune.util module syne_tune.utils module syne_tune.utils.checkpoint module syne_tune.utils.config_as_json module syne_tune.utils.convert_domain module syne_tune.utils.parse_bool module SYNE_TUNE_DEFAULT_FOLDER (in module syne_tune.constants) SYNE_TUNE_ENV_FOLDER (in module syne_tune.constants)

T

TabrepoCatBoost (class in syne_tune.blackbox_repository.conversion_scripts.scripts.tabrepo_import) TabrepoExtraTrees (class in syne_tune.blackbox_repository.conversion_scripts.scripts.tabrepo_import) TabrepoLightGBM (class in syne_tune.blackbox_repository.conversion_scripts.scripts.tabrepo_import) TabrepoLinearModel (class in syne_tune.blackbox_repository.conversion_scripts.scripts.tabrepo_import) TabrepoNeuralNetTorch (class in syne_tune.blackbox_repository.conversion_scripts.scripts.tabrepo_import) TabrepoRandomForest (class in syne_tune.blackbox_repository.conversion_scripts.scripts.tabrepo_import) TabrepoRecipe (class in syne_tune.blackbox_repository.conversion_scripts.scripts.tabrepo_import) TabrepoRecipeKNeighbors (class in syne_tune.blackbox_repository.conversion_scripts.scripts.tabrepo_import) TabrepoXGBoost (class in syne_tune.blackbox_repository.conversion_scripts.scripts.tabrepo_import) target_coverage (syne_tune.optimizer.schedulers.searchers.conformal.surrogate.symmetric_conformalized_quantile_regression_model.SymmetricConformalQuantileCorrection attribute) targets (syne_tune.optimizer.schedulers.searchers.bayesopt.models.estimator.TransformedData attribute) tell() (syne_tune.optimizer.schedulers.ask_tell_scheduler.AskTellScheduler method) TensorboardCallback (class in syne_tune.callbacks) (class in syne_tune.callbacks.tensorboard_callback) ThreeHumpCamel (class in syne_tune.optimizer.schedulers.searchers.bayesopt.utils.comparison_gpy) time() (syne_tune.backend.simulator_backend.time_keeper.SimulatedTimeKeeper method) (syne_tune.backend.time_keeper.RealTimeKeeper method) (syne_tune.backend.time_keeper.TimeKeeper method) time_attribute (syne_tune.blackbox_repository.conversion_scripts.scripts.yahpo_import.BlackBoxYAHPO property) time_keeper (syne_tune.backend.simulator_backend.simulator_backend.SimulatorBackend property) time_stamp (syne_tune.optimizer.schedulers.utils.simple_profiler.ProfilingBlock attribute) time_stamp() (syne_tune.backend.simulator_backend.time_keeper.SimulatedTimeKeeper method) (syne_tune.backend.time_keeper.RealTimeKeeper method) (syne_tune.backend.time_keeper.TimeKeeper method) TimeKeeper (class in syne_tune.backend.time_keeper) to_dict() (in module syne_tune.config_space) to_internal() (syne_tune.optimizer.schedulers.searchers.utils.LinearScaling method) (syne_tune.optimizer.schedulers.searchers.utils.LogScaling method) (syne_tune.optimizer.schedulers.searchers.utils.ReverseLogScaling method) (syne_tune.optimizer.schedulers.searchers.utils.scaling.LinearScaling method) (syne_tune.optimizer.schedulers.searchers.utils.scaling.LogScaling method) (syne_tune.optimizer.schedulers.searchers.utils.scaling.ReverseLogScaling method) (syne_tune.optimizer.schedulers.searchers.utils.scaling.Scaling method) to_ndarray() (syne_tune.optimizer.schedulers.searchers.utils.hp_ranges.HyperparameterRanges method) (syne_tune.optimizer.schedulers.searchers.utils.hp_ranges_impl.HyperparameterRange method) (syne_tune.optimizer.schedulers.searchers.utils.hp_ranges_impl.HyperparameterRangeCategoricalBinary method) (syne_tune.optimizer.schedulers.searchers.utils.hp_ranges_impl.HyperparameterRangeCategoricalNonBinary method) (syne_tune.optimizer.schedulers.searchers.utils.hp_ranges_impl.HyperparameterRangeContinuous method) (syne_tune.optimizer.schedulers.searchers.utils.hp_ranges_impl.HyperparameterRangeFiniteRange method) (syne_tune.optimizer.schedulers.searchers.utils.hp_ranges_impl.HyperparameterRangeInteger method) (syne_tune.optimizer.schedulers.searchers.utils.hp_ranges_impl.HyperparameterRangeOrdinalEqual method) (syne_tune.optimizer.schedulers.searchers.utils.hp_ranges_impl.HyperparameterRangeOrdinalNearestNeighbor method) (syne_tune.optimizer.schedulers.searchers.utils.hp_ranges_impl.HyperparameterRangesImpl method) (syne_tune.optimizer.schedulers.searchers.utils.HyperparameterRanges method) (syne_tune.optimizer.schedulers.searchers.utils.HyperparameterRangesImpl method)

to_ndarray_matrix() (syne_tune.optimizer.schedulers.searchers.utils.hp_ranges.HyperparameterRanges method) (syne_tune.optimizer.schedulers.searchers.utils.HyperparameterRanges method) top_k_hyperparameter_configurations() (syne_tune.optimizer.schedulers.transfer_learning.LegacyTransferLearningTaskEvaluations method) (syne_tune.optimizer.schedulers.transfer_learning.transfer_learning_task_evaluation.TransferLearningTaskEvaluations method) top_k_hyperparameter_configurations_per_task() (syne_tune.optimizer.schedulers.transfer_learning.LegacyTransferLearningMixin method) (syne_tune.optimizer.schedulers.transfer_learning.transfer_learning_mixin.TransferLearningMixin method) TPE (benchmarking.baselines.Methods attribute) (class in syne_tune.optimizer.baselines) training_end_time (syne_tune.backend.trial_status.TrialResult attribute) TransferLearningMixin (class in syne_tune.optimizer.schedulers.transfer_learning.transfer_learning_mixin) TransferLearningTaskEvaluations (class in syne_tune.optimizer.schedulers.transfer_learning.transfer_learning_task_evaluation) transform() (syne_tune.blackbox_repository.blackbox_surrogate.Columns method) (syne_tune.optimizer.schedulers.transfer_learning.quantile_based.normalization_transforms.GaussianTransform method) (syne_tune.optimizer.schedulers.transfer_learning.quantile_based.normalization_transforms.StandardTransform method) transform_dataset() (syne_tune.optimizer.schedulers.searchers.bayesopt.models.cost.sklearn_cost_model.ScikitLearnCostModel method) (syne_tune.optimizer.schedulers.searchers.bayesopt.models.cost.sklearn_cost_model.UnivariateSplineCostModel method) transform_state_to_data() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.models.estimator) TransformedData (class in syne_tune.optimizer.schedulers.searchers.bayesopt.models.estimator) Trial (class in syne_tune.backend.trial_status) trial (syne_tune.optimizer.schedulers.pbt.PBTTrialState attribute) trial_counter (syne_tune.optimizer.schedulers.ask_tell_scheduler.AskTellScheduler attribute) trial_id (syne_tune.backend.simulator_backend.events.Event attribute) (syne_tune.backend.trial_status.Trial attribute) (syne_tune.optimizer.schedulers.searchers.bayesopt.datatypes.common.PendingEvaluation property) (syne_tune.optimizer.schedulers.searchers.bayesopt.datatypes.common.TrialEvaluations attribute) trial_path() (syne_tune.backend.local_backend.LocalBackend method) (syne_tune.backend.LocalBackend method) TrialBackend (class in syne_tune.backend.trial_backend) TrialEvaluations (class in syne_tune.optimizer.schedulers.searchers.bayesopt.datatypes.common) TrialResult (class in syne_tune.backend.trial_status) TrialScheduler (class in syne_tune.optimizer.scheduler) TrialSuggestion (class in syne_tune.optimizer.scheduler) tune_function_path (syne_tune.backend.python_backend.python_backend.PythonBackend property) (syne_tune.backend.PythonBackend property) Tuner (class in syne_tune) (class in syne_tune.tuner) tuner (syne_tune.experiments.experiment_result.ExperimentResult attribute) (syne_tune.experiments.ExperimentResult attribute) TUNER_DEFAULT_SLEEP_TIME (in module syne_tune.constants) TunerCallback (class in syne_tune.tuner_callback) TuningJobState (class in syne_tune.optimizer.schedulers.searchers.bayesopt.datatypes.tuning_job_state) TuningStatus (class in syne_tune.tuning_status) tuple_to_config() (syne_tune.optimizer.schedulers.searchers.utils.hp_ranges.HyperparameterRanges method) (syne_tune.optimizer.schedulers.searchers.utils.HyperparameterRanges method) tuples_to_configs() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.utils.test_objects)

U

Uniform (class in syne_tune.config_space) (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.distribution) uniform() (in module syne_tune.config_space) (syne_tune.config_space.Categorical method) (syne_tune.config_space.Float method) (syne_tune.config_space.Integer method) UnivariateSplineCostModel (class in syne_tune.optimizer.schedulers.searchers.bayesopt.models.cost.sklearn_cost_model) unwrap_parameter() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon_blocks_helpers) update() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon.ParameterDict method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.posterior_state.GaussProcExpDecayPosteriorState method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.posterior_state.GaussProcISSMPosteriorState method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.posterior_state.IncrementalUpdateGPAdditivePosteriorState method) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.posterior_state.IncrementalUpdateGPPosteriorState method) (syne_tune.optimizer.schedulers.searchers.bayesopt.models.cost.cost_model.CostModel method) (syne_tune.tuning_status.TuningStatus method)

update_posterior_pvec() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.issm) update_posterior_state() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.issm) update_pvec() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.posterior_state.IncrementalUpdateGPAdditivePosteriorState method) upload_blackbox() (in module syne_tune.blackbox_repository.conversion_scripts.utils) upper_int (syne_tune.config_space.OrdinalNearestNeighbor property) upper_quantile (syne_tune.optimizer.schedulers.searchers.conformal.surrogate.symmetric_conformalized_quantile_regression_model.SymmetricConformalQuantileCorrection attribute) use_single_model (syne_tune.optimizer.schedulers.searchers.bayesopt.models.model_transformer.ModelStateTransformer property) use_surrogates (benchmarking.baselines.MethodArguments attribute) user_time (syne_tune.tuning_status.TuningStatus property) UserBlackboxBackend (class in syne_tune.blackbox_repository) (class in syne_tune.blackbox_repository.simulated_tabular_backend)

V

value_type (syne_tune.config_space.Categorical property) (syne_tune.config_space.Domain property) (syne_tune.config_space.FiniteRange property) (syne_tune.config_space.Float property) (syne_tune.config_space.Integer property)

values (syne_tune.config_space.FiniteRange property) values() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon.ParameterDict method) verbose (benchmarking.baselines.MethodArguments attribute) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.constants.OptimizationConfig attribute)

W

wallclock_time (syne_tune.tuning_status.TuningStatus property) WarpedKernel (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.warping)

Warping (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.warping) warpings_for_hyperparameters() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.warping) write_block() (syne_tune.optimizer.schedulers.searchers.bayesopt.utils.debug_log.DebugLogPrinter method)

X

XGBoostRecipe (class in syne_tune.blackbox_repository.conversion_scripts.scripts.icml2020_import)

Y

YAHPORecipe (class in syne_tune.blackbox_repository.conversion_scripts.scripts.yahpo_import)

Z

z_transform() (syne_tune.optimizer.schedulers.transfer_learning.quantile_based.normalization_transforms.GaussianTransform static method) zero_grad() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon.Parameter method) ZeroKernel (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.freeze_thaw)

ZeroMean (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.freeze_thaw) ZeroMeanFunction (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.mean) ZeroShotTransfer (class in syne_tune.optimizer.schedulers.transfer_learning.zero_shot)