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.hyperband_stopping.Rung method) (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_cost (syne_tune.report.Reporter attribute) (syne_tune.Reporter attribute) add_data() (syne_tune.optimizer.schedulers.neuralbands.networks.Exploitation method) add_metric_definitions_to_sagemaker_estimator() (in module syne_tune.backend.sagemaker_backend.sagemaker_utils) (syne_tune.backend.sagemaker_backend.sagemaker_backend.SageMakerBackend method) (syne_tune.backend.SageMakerBackend method) 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_surrogate_kwargs (syne_tune.experiments.benchmark_definitions.common.SurrogateBenchmarkDefinition attribute) add_syne_tune_dependency() (in module syne_tune.backend.sagemaker_backend.sagemaker_utils) 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) aggregate_and_errors_over_time() (in module syne_tune.experiments.visualization.aggregate_results) aggregate_mode (syne_tune.experiments.PlotParameters attribute) (syne_tune.experiments.visualization.plotting.PlotParameters attribute) all_configurations() (syne_tune.blackbox_repository.blackbox_tabular.BlackboxTabular method) (syne_tune.optimizer.schedulers.searchers.bayesopt.datatypes.tuning_job_state.TuningJobState method) allow_duplicates (syne_tune.optimizer.schedulers.searchers.searcher_base.StochasticAndFilterDuplicatesSearcher property) (syne_tune.optimizer.schedulers.searchers.StochasticAndFilterDuplicatesSearcher property) 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.examples.benchmark_dehb.baselines.Methods attribute) (benchmarking.examples.benchmark_dyhpo.baselines.Methods attribute) (benchmarking.examples.benchmark_hypertune.baselines.Methods attribute) (benchmarking.examples.benchmark_warping.baselines.Methods attribute) (benchmarking.examples.demo_experiment.baselines.Methods attribute) (benchmarking.examples.launch_local.baselines.Methods attribute) (benchmarking.examples.launch_sagemaker.baselines.Methods attribute) (class in syne_tune.optimizer.baselines) ASHA() (in module syne_tune.experiments.default_baselines) ASHA_ORD (benchmarking.examples.benchmark_dehb.baselines.Methods attribute) ASHA_RELU (benchmarking.examples.demo_experiment.baselines.Methods attribute) ASHA_STOP (benchmarking.examples.benchmark_dehb.baselines.Methods attribute) ASHA_TANH (benchmarking.examples.demo_experiment.baselines.Methods attribute) ASHABORE (class in syne_tune.optimizer.baselines) ASHABORE() (in module syne_tune.experiments.default_baselines) ASHACQR (class in syne_tune.optimizer.baselines) ASHACTS (class in syne_tune.optimizer.baselines) assert_check_rungs() (syne_tune.optimizer.schedulers.synchronous.hyperband_bracket.SynchronousBracket static method) 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) AVG_POOL_3x3 (syne_tune.optimizer.schedulers.searchers.bayesopt.models.cost.linear_cost_model.NASBench201LinearCostModel.Op attribute)

B

backend_path_not_synced_to_s3() (in module syne_tune.backend.sagemaker_backend.sagemaker_utils) backoff() (in module syne_tune.remote.scheduling) 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.baselines.MOLinearScalarizationBayesOpt attribute) (syne_tune.optimizer.schedulers.multiobjective.linear_scalarizer.LinearScalarizedScheduler attribute) (syne_tune.optimizer.schedulers.multiobjective.LinearScalarizedScheduler 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) (class in syne_tune.optimizer.schedulers.searchers.searcher) basic_cpu_instance_sagemaker_estimator() (in module syne_tune.remote.estimators) BayesianOptimization (class in syne_tune.optimizer.baselines) BayesianOptimization() (in module syne_tune.experiments.default_baselines) BayesianOptimizationAlgorithm (class in syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.bo_algorithm) BayesianOptimizationSearcher (class in syne_tune.optimizer.schedulers.searchers) (class in syne_tune.optimizer.schedulers.searchers.model_based_searcher) 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.benchmark_definitions.distilbert_on_imdb module benchmarking.benchmark_definitions.finetune_transformer_glue module benchmarking.benchmark_definitions.finetune_transformer_swag module benchmarking.benchmark_definitions.lstm_wikitext2 module benchmarking.benchmark_definitions.mlp_on_fashionmnist module benchmarking.benchmark_definitions.real_benchmark_definitions module benchmarking.benchmark_definitions.resnet_cifar10 module benchmarking.benchmark_definitions.transformer_wikitext2 module benchmarking.examples module benchmarking.examples.benchmark_dehb module benchmarking.examples.benchmark_dehb.baselines module benchmarking.examples.benchmark_dyhpo module benchmarking.examples.benchmark_dyhpo.baselines module benchmarking.examples.benchmark_hypertune module benchmarking.examples.benchmark_hypertune.baselines module benchmarking.examples.benchmark_warping module benchmarking.examples.benchmark_warping.baselines module benchmarking.examples.demo_experiment module benchmarking.examples.demo_experiment.baselines module benchmarking.examples.fine_tuning_transformer_glue module benchmarking.examples.fine_tuning_transformer_glue.baselines module benchmarking.examples.fine_tuning_transformer_glue.hpo_main module benchmarking.examples.fine_tuning_transformer_glue.plot_results module benchmarking.examples.fine_tuning_transformer_swag module benchmarking.examples.fine_tuning_transformer_swag.baselines module benchmarking.examples.fine_tuning_transformer_swag.hpo_main module benchmarking.examples.launch_local module

benchmarking.examples.launch_local.baselines module benchmarking.examples.launch_local.hpo_main module benchmarking.examples.launch_sagemaker module benchmarking.examples.launch_sagemaker.baselines module benchmarking.examples.launch_sagemaker.hpo_main module benchmarking.training_scripts module benchmarking.utils module benchmarking.utils.get_cost_model module benchmarking.utils.launch_sample_searcher_states module benchmarking.utils.searcher_state_callback module best_config() (syne_tune.experiments.experiment_result.ExperimentResult method) (syne_tune.experiments.ExperimentResult method) (syne_tune.Tuner method) (syne_tune.tuner.Tuner method) BetaBinomialEstimator (class in syne_tune.callbacks.hyperband_remove_checkpoints_callback) BiasOnlyLinearCostModel (class in syne_tune.optimizer.schedulers.searchers.bayesopt.models.cost.linear_cost_model) 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) blackbox_name (syne_tune.experiments.benchmark_definitions.common.SurrogateBenchmarkDefinition attribute) blackbox_s3_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) BO (benchmarking.examples.benchmark_dyhpo.baselines.Methods attribute) (benchmarking.examples.benchmark_warping.baselines.Methods attribute) (benchmarking.examples.demo_experiment.baselines.Methods attribute) (benchmarking.examples.fine_tuning_transformer_glue.baselines.Methods attribute) (benchmarking.examples.fine_tuning_transformer_swag.baselines.Methods attribute) (benchmarking.examples.launch_local.baselines.Methods attribute) (benchmarking.examples.launch_sagemaker.baselines.Methods attribute) BO_BOXCOX (benchmarking.examples.benchmark_warping.baselines.Methods attribute) BO_WARP (benchmarking.examples.benchmark_warping.baselines.Methods attribute) BO_WARP_BOXCOX (benchmarking.examples.benchmark_warping.baselines.Methods attribute) BOHB (benchmarking.examples.benchmark_dehb.baselines.Methods attribute) (benchmarking.examples.benchmark_hypertune.baselines.Methods attribute) (class in syne_tune.optimizer.baselines) BOHB() (in module syne_tune.experiments.default_baselines) BOHB_ORD (benchmarking.examples.benchmark_dehb.baselines.Methods attribute) Boolean (class in syne_tune.optimizer.schedulers.searchers.utils.default_arguments) BORE (class in syne_tune.optimizer.baselines) Bore (class in syne_tune.optimizer.schedulers.searchers.bore) (class in syne_tune.optimizer.schedulers.searchers.bore.bore) BORE() (in module syne_tune.experiments.default_baselines) BoTorch (class in syne_tune.optimizer.baselines) BoTorch() (in module syne_tune.experiments.default_baselines) BoTorchSearcher (class in syne_tune.optimizer.schedulers.searchers.botorch) BotorchSearcher (class in syne_tune.optimizer.schedulers.searchers.botorch) BoTorchSearcher (class in syne_tune.optimizer.schedulers.searchers.botorch.botorch_searcher) BotorchSearcher (class in syne_tune.optimizer.schedulers.searchers.botorch.botorch_searcher) BoTorchTransfer (class in syne_tune.optimizer.schedulers.searchers.botorch.botorch_transfer_searcher) BoTorchTransferSearcher (class in syne_tune.optimizer.schedulers.searchers.botorch.botorch_transfer_searcher) BoundingBox (class in syne_tune.optimizer.schedulers.transfer_learning) (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 (syne_tune.optimizer.schedulers.hyperband.TrialInformation attribute) bracket_rungs (syne_tune.optimizer.schedulers.synchronous.hyperband_bracket_manager.SynchronousHyperbandBracketManager property) BracketDistribution (class in syne_tune.optimizer.schedulers.searchers.bracket_distribution) 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.sagemaker_backend.sagemaker_backend.SageMakerBackend method) (syne_tune.backend.SageMakerBackend 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.callbacks.remove_checkpoints_callback.DefaultRemoveCheckpointsSchedulerMixin method) (syne_tune.optimizer.schedulers.hyperband.HyperbandScheduler method) (syne_tune.optimizer.schedulers.HyperbandScheduler method) (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_if_all_paremeters_present() (syne_tune.experiments.launchers.hpo_main_common.ConfigDict method) check_initial_candidates_scorer() (in module syne_tune.optimizer.schedulers.searchers.model_based_searcher) check_params() (syne_tune.experiments.MultiFidelityParameters method) (syne_tune.experiments.visualization.plot_per_trial.MultiFidelityParameters method) check_valid_sagemaker_name() (in module syne_tune.util) 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) clean_requirements_file() (syne_tune.remote.remote_launcher.RemoteLauncher method) cleanup_pending() (syne_tune.optimizer.schedulers.searchers.BaseSearcher method) (syne_tune.optimizer.schedulers.searchers.botorch.botorch_searcher.BoTorchSearcher method) (syne_tune.optimizer.schedulers.searchers.botorch.BoTorchSearcher method) (syne_tune.optimizer.schedulers.searchers.dyhpo.dyhpo_searcher.DynamicHPOSearcher method) (syne_tune.optimizer.schedulers.searchers.dyhpo.DynamicHPOSearcher method) (syne_tune.optimizer.schedulers.searchers.gp_multifidelity_searcher.GPMultiFidelitySearcher method) (syne_tune.optimizer.schedulers.searchers.GPMultiFidelitySearcher method) (syne_tune.optimizer.schedulers.searchers.searcher.BaseSearcher method) clear() (syne_tune.optimizer.schedulers.utils.simple_profiler.SimpleProfiler method) clone_from_state() (syne_tune.optimizer.schedulers.multiobjective.multi_surrogate_multi_objective_searcher.MultiObjectiveMultiSurrogateSearcher method) (syne_tune.optimizer.schedulers.multiobjective.MultiObjectiveMultiSurrogateSearcher method) (syne_tune.optimizer.schedulers.searchers.BaseSearcher 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.botorch.BoTorchSearcher method) (syne_tune.optimizer.schedulers.searchers.constrained.constrained_gp_fifo_searcher.ConstrainedGPFIFOSearcher method) (syne_tune.optimizer.schedulers.searchers.constrained.ConstrainedGPFIFOSearcher method) (syne_tune.optimizer.schedulers.searchers.cost_aware.cost_aware_gp_fifo_searcher.CostAwareGPFIFOSearcher method) (syne_tune.optimizer.schedulers.searchers.cost_aware.cost_aware_gp_multifidelity_searcher.CostAwareGPMultiFidelitySearcher method) (syne_tune.optimizer.schedulers.searchers.cost_aware.CostAwareGPFIFOSearcher method) (syne_tune.optimizer.schedulers.searchers.cost_aware.CostAwareGPMultiFidelitySearcher method) (syne_tune.optimizer.schedulers.searchers.dyhpo.dyhpo_searcher.DynamicHPOSearcher method) (syne_tune.optimizer.schedulers.searchers.dyhpo.DynamicHPOSearcher method) (syne_tune.optimizer.schedulers.searchers.gp_fifo_searcher.GPFIFOSearcher method) (syne_tune.optimizer.schedulers.searchers.gp_multifidelity_searcher.GPMultiFidelitySearcher method) (syne_tune.optimizer.schedulers.searchers.GPFIFOSearcher method) (syne_tune.optimizer.schedulers.searchers.GPMultiFidelitySearcher method) (syne_tune.optimizer.schedulers.searchers.GridSearcher method) (syne_tune.optimizer.schedulers.searchers.kde.kde_searcher.KernelDensityEstimator method) (syne_tune.optimizer.schedulers.searchers.kde.KernelDensityEstimator method) (syne_tune.optimizer.schedulers.searchers.random_grid_searcher.GridSearcher method) (syne_tune.optimizer.schedulers.searchers.random_grid_searcher.RandomSearcher method) (syne_tune.optimizer.schedulers.searchers.RandomSearcher method) (syne_tune.optimizer.schedulers.searchers.regularized_evolution.RegularizedEvolution method) (syne_tune.optimizer.schedulers.searchers.searcher.BaseSearcher method) (syne_tune.optimizer.schedulers.searchers.sklearn.sklearn_surrogate_searcher.SKLearnSurrogateSearcher method) (syne_tune.optimizer.schedulers.searchers.sklearn.SKLearnSurrogateSearcher method) (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) combine_requirements_txt() (in module syne_tune.experiments.launchers.utils) ComparativeResults (class in syne_tune.experiments) (class in syne_tune.experiments.visualization.plotting) completed (syne_tune.backend.trial_status.Status 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) compute_hash_benchmark() (in module syne_tune.blackbox_repository.conversion_scripts.utils) compute_hash_binary() (in module syne_tune.blackbox_repository.conversion_scripts.utils) compute_iqm_bootstrap() (in module syne_tune.experiments.visualization.aggregate_results) compute_mean_and_ci() (in module syne_tune.experiments.visualization.aggregate_results) compute_median_percentiles() (in module syne_tune.experiments.visualization.aggregate_results) compute_probabilities_of_getting_resumed() (in module syne_tune.callbacks.hyperband_remove_checkpoints_score) config (syne_tune.backend.trial_status.Trial attribute) (syne_tune.optimizer.scheduler.TrialSuggestion attribute) (syne_tune.optimizer.schedulers.hyperband.TrialInformation attribute) (syne_tune.optimizer.schedulers.searchers.regularized_evolution.PopulationElement attribute) config_from_argparse() (in module syne_tune.experiments.launchers.hpo_main_common) config_space (syne_tune.experiments.baselines.MethodArguments attribute) (syne_tune.experiments.benchmark_definitions.common.RealBenchmarkDefinition 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)

ConfigDict (class in syne_tune.experiments.launchers.hpo_main_common) configs_from_df() (in module syne_tune.optimizer.schedulers.searchers.botorch.botorch_transfer_searcher) configuration_space (syne_tune.optimizer.schedulers.transfer_learning.TransferLearningTaskEvaluations attribute) configuration_space_with_max_resource_attr() (syne_tune.blackbox_repository.blackbox.Blackbox method) configure() (syne_tune.optimizer.schedulers.searchers.bracket_distribution.BracketDistribution method) (syne_tune.optimizer.schedulers.searchers.bracket_distribution.DefaultHyperbandBracketDistribution method) (syne_tune.optimizer.schedulers.searchers.hypertune.hypertune_bracket_distribution.HyperTuneBracketDistribution method) configure_scheduler() (syne_tune.optimizer.schedulers.searchers.BaseSearcher method) (syne_tune.optimizer.schedulers.searchers.BayesianOptimizationSearcher 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.bore.Bore method) (syne_tune.optimizer.schedulers.searchers.bore.bore.Bore method) (syne_tune.optimizer.schedulers.searchers.bore.multi_fidelity_bore.MultiFidelityBore method) (syne_tune.optimizer.schedulers.searchers.bore.MultiFidelityBore method) (syne_tune.optimizer.schedulers.searchers.botorch.botorch_searcher.BoTorchSearcher method) (syne_tune.optimizer.schedulers.searchers.botorch.BoTorchSearcher method) (syne_tune.optimizer.schedulers.searchers.dyhpo.dyhpo_searcher.DynamicHPOSearcher method) (syne_tune.optimizer.schedulers.searchers.dyhpo.DynamicHPOSearcher method) (syne_tune.optimizer.schedulers.searchers.gp_multifidelity_searcher.GPMultiFidelitySearcher method) (syne_tune.optimizer.schedulers.searchers.GPMultiFidelitySearcher method) (syne_tune.optimizer.schedulers.searchers.hypertune.hypertune_searcher.HyperTuneSearcher method) (syne_tune.optimizer.schedulers.searchers.hypertune.HyperTuneSearcher method) (syne_tune.optimizer.schedulers.searchers.kde.kde_searcher.KernelDensityEstimator method) (syne_tune.optimizer.schedulers.searchers.kde.KernelDensityEstimator method) (syne_tune.optimizer.schedulers.searchers.kde.multi_fidelity_kde_searcher.MultiFidelityKernelDensityEstimator method) (syne_tune.optimizer.schedulers.searchers.kde.MultiFidelityKernelDensityEstimator method) (syne_tune.optimizer.schedulers.searchers.model_based_searcher.BayesianOptimizationSearcher method) (syne_tune.optimizer.schedulers.searchers.random_grid_searcher.RandomSearcher method) (syne_tune.optimizer.schedulers.searchers.RandomSearcher method) (syne_tune.optimizer.schedulers.searchers.regularized_evolution.RegularizedEvolution method) (syne_tune.optimizer.schedulers.searchers.searcher.BaseSearcher method) ConstantPositiveVector (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon_blocks_helpers) constrained_gp_fifo_searcher_defaults() (in module syne_tune.optimizer.schedulers.searchers.gp_searcher_factory) constrained_gp_fifo_searcher_factory() (in module syne_tune.optimizer.schedulers.searchers.gp_searcher_factory) ConstrainedBayesianOptimization (class in syne_tune.optimizer.baselines) ConstrainedBayesianOptimization() (in module syne_tune.experiments.default_baselines) ConstrainedGPFIFOSearcher (class in syne_tune.optimizer.schedulers.searchers.constrained) (class in syne_tune.optimizer.schedulers.searchers.constrained.constrained_gp_fifo_searcher) 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) conv_numeric_then_rest() (in module benchmarking.examples.benchmark_dehb.baselines) convert_categorical_to_ordinal() (in module syne_tune.experiments.baselines) convert_categorical_to_ordinal_numeric() (in module syne_tune.experiments.baselines) convert_choice_domain() (in module syne_tune.utils.convert_domain) convert_config_space() (syne_tune.optimizer.schedulers.ray_scheduler.RayTuneScheduler static method) (syne_tune.optimizer.schedulers.RayTuneScheduler static method) convert_dataset() (in module syne_tune.blackbox_repository.conversion_scripts.scripts.fcnet_import) (in module syne_tune.blackbox_repository.conversion_scripts.scripts.nasbench201_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) convert_to_min (syne_tune.experiments.PlotParameters attribute) (syne_tune.experiments.visualization.plotting.PlotParameters attribute) 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.sagemaker_backend.sagemaker_backend.SageMakerBackend method) (syne_tune.backend.SageMakerBackend method) (syne_tune.backend.trial_backend.TrialBackend method) cost (syne_tune.backend.trial_status.TrialResult property) (syne_tune.tuning_status.TuningStatus property) cost_aware_coarse_gp_fifo_searcher_factory() (in module syne_tune.optimizer.schedulers.searchers.gp_searcher_factory) cost_aware_fine_gp_fifo_searcher_factory() (in module syne_tune.optimizer.schedulers.searchers.gp_searcher_factory) cost_aware_gp_fifo_searcher_defaults() (in module syne_tune.optimizer.schedulers.searchers.gp_searcher_factory) cost_aware_gp_multifidelity_searcher_defaults() (in module syne_tune.optimizer.schedulers.searchers.gp_searcher_factory) cost_aware_gp_multifidelity_searcher_factory() (in module syne_tune.optimizer.schedulers.searchers.gp_searcher_factory) cost_metric_name (syne_tune.optimizer.schedulers.searchers.bayesopt.models.cost.cost_model.CostModel property) (syne_tune.optimizer.schedulers.searchers.bayesopt.models.cost.linear_cost_model.LinearCostModel property) cost_per_hour (syne_tune.backend.sagemaker_backend.instance_info.InstanceInfo attribute) CostAwareGPFIFOSearcher (class in syne_tune.optimizer.schedulers.searchers.cost_aware) (class in syne_tune.optimizer.schedulers.searchers.cost_aware.cost_aware_gp_fifo_searcher) CostAwareGPMultiFidelitySearcher (class in syne_tune.optimizer.schedulers.searchers.cost_aware) (class in syne_tune.optimizer.schedulers.searchers.cost_aware.cost_aware_gp_multifidelity_searcher) 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) CostPromotionRungEntry (class in syne_tune.optimizer.schedulers.hyperband_cost_promotion) CostPromotionRungSystem (class in syne_tune.optimizer.schedulers.hyperband_cost_promotion) CostValue (class in syne_tune.optimizer.schedulers.searchers.bayesopt.models.cost.cost_model) CQR (class in syne_tune.optimizer.baselines) create_base_gp_kernel_for_warmstarting() (in module syne_tune.optimizer.schedulers.searchers.utils.warmstarting) create_callback_for_checkpoint_removal() (in module syne_tune.optimizer.schedulers.hyperband_checkpoint_removal) 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_gaussian_process_estimator() (in module syne_tune.optimizer.baselines) create_hp_ranges_for_warmstarting() (in module syne_tune.optimizer.schedulers.searchers.utils.warmstarting) create_index_for_result_files() (in module syne_tune.experiments.visualization.results_utils) create_initial_candidates_scorer() (in module syne_tune.optimizer.schedulers.searchers.model_based_searcher) 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_model() (syne_tune.backend.sagemaker_backend.custom_framework.CustomFramework method) create_objects_for_tuner() (in module syne_tune.experiments.launchers.hpo_main_local) 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) CustomFramework (class in syne_tune.backend.sagemaker_backend.custom_framework)

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_name (syne_tune.experiments.benchmark_definitions.common.SurrogateBenchmarkDefinition attribute) dataset_size() (syne_tune.optimizer.schedulers.searchers.BaseSearcher method) (syne_tune.optimizer.schedulers.searchers.botorch.botorch_searcher.BoTorchSearcher method) (syne_tune.optimizer.schedulers.searchers.botorch.botorch_transfer_searcher.BoTorchTransferSearcher method) (syne_tune.optimizer.schedulers.searchers.botorch.BoTorchSearcher method) (syne_tune.optimizer.schedulers.searchers.dyhpo.dyhpo_searcher.DynamicHPOSearcher method) (syne_tune.optimizer.schedulers.searchers.dyhpo.DynamicHPOSearcher method) (syne_tune.optimizer.schedulers.searchers.model_based_searcher.ModelBasedSearcher method) (syne_tune.optimizer.schedulers.searchers.ModelBasedSearcher method) (syne_tune.optimizer.schedulers.searchers.searcher.BaseSearcher method) datasets (syne_tune.experiments.benchmark_definitions.common.SurrogateBenchmarkDefinition attribute) debug_log (syne_tune.optimizer.schedulers.searchers.BaseSearcher property) (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) (syne_tune.optimizer.schedulers.searchers.dyhpo.dyhpo_searcher.DynamicHPOSearcher property) (syne_tune.optimizer.schedulers.searchers.dyhpo.DynamicHPOSearcher property) (syne_tune.optimizer.schedulers.searchers.model_based_searcher.ModelBasedSearcher property) (syne_tune.optimizer.schedulers.searchers.ModelBasedSearcher property) (syne_tune.optimizer.schedulers.searchers.random_grid_searcher.RandomSearcher property) (syne_tune.optimizer.schedulers.searchers.RandomSearcher property) (syne_tune.optimizer.schedulers.searchers.searcher.BaseSearcher property) 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_bool() (in module syne_tune.remote.remote_main) 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) decode_sagemaker_hyperparameter() (in module syne_tune.backend.sagemaker_backend.sagemaker_utils) decode_state() (in module syne_tune.optimizer.schedulers.searchers.gp_searcher_utils) decode_state_from_old_encoding() (in module syne_tune.optimizer.schedulers.searchers.gp_searcher_utils) DeepARRecipe (class in syne_tune.blackbox_repository.conversion_scripts.scripts.icml2020_import) default (syne_tune.experiments.launchers.hpo_main_common.Parameter attribute) default_arguments() (in module syne_tune.experiments.baselines) default_config() (in module syne_tune.backend.sagemaker_backend.sagemaker_utils) 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_sagemaker_session() (in module syne_tune.backend.sagemaker_backend.sagemaker_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) DefaultHyperbandBracketDistribution (class in syne_tune.optimizer.schedulers.searchers.bracket_distribution) DefaultRemoveCheckpointsSchedulerMixin (class in syne_tune.callbacks.remove_checkpoints_callback) DEHB (benchmarking.examples.benchmark_dehb.baselines.Methods attribute) (class in syne_tune.optimizer.baselines) DEHB() (in module syne_tune.experiments.default_baselines) DEHB_ORD (benchmarking.examples.benchmark_dehb.baselines.Methods 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.sagemaker_backend.sagemaker_backend.SageMakerBackend method) (syne_tune.backend.SageMakerBackend 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.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) DifferentialEvolutionHyperbandBracket (class in syne_tune.optimizer.schedulers.synchronous.dehb_bracket) DifferentialEvolutionHyperbandBracketManager (class in syne_tune.optimizer.schedulers.synchronous.dehb_bracket_manager) DifferentialEvolutionHyperbandScheduler (class in syne_tune.optimizer.schedulers.synchronous) (class in syne_tune.optimizer.schedulers.synchronous.dehb) 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) distilbert_imdb_benchmark() (in module benchmarking.benchmark_definitions.distilbert_on_imdb) 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) does_pause_resume() (syne_tune.optimizer.schedulers.hyperband.HyperbandBracketManager static method) (syne_tune.optimizer.schedulers.hyperband.HyperbandScheduler method) (syne_tune.optimizer.schedulers.hyperband_promotion.PromotionRungSystem static method) (syne_tune.optimizer.schedulers.hyperband_stopping.RungSystem static method) (syne_tune.optimizer.schedulers.hyperband_stopping.StoppingRungSystem static method) (syne_tune.optimizer.schedulers.HyperbandScheduler 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) download_result_files_from_s3() (in module syne_tune.experiments.visualization.results_utils) download_sagemaker_results() (in module syne_tune.backend.sagemaker_backend.sagemaker_utils) download_single_experiment() (in module syne_tune.experiments.experiment_result) dpi (syne_tune.experiments.PlotParameters attribute) (syne_tune.experiments.visualization.plotting.PlotParameters attribute) 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) DYHPO (benchmarking.examples.benchmark_dyhpo.baselines.Methods attribute) DyHPO (class in syne_tune.optimizer.baselines) DyHPO() (in module syne_tune.experiments.default_baselines) DyHPORungSystem (class in syne_tune.optimizer.schedulers.searchers.dyhpo.hyperband_dyhpo) DynamicHPOSearcher (class in syne_tune.optimizer.schedulers.searchers.dyhpo) (class in syne_tune.optimizer.schedulers.searchers.dyhpo.dyhpo_searcher)

E

effective_random_seed() (in module syne_tune.experiments.launchers.utils) 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) elapsed_time_attr (syne_tune.experiments.benchmark_definitions.common.SurrogateBenchmarkDefinition attribute) empty_state() (syne_tune.optimizer.schedulers.searchers.bayesopt.datatypes.tuning_job_state.TuningJobState static method) encode_state() (in module syne_tune.optimizer.schedulers.searchers.gp_searcher_utils) encode_unwrap_parameter() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon_blocks_helpers) encoded_config (syne_tune.optimizer.schedulers.synchronous.dehb.TrialInformation attribute) 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) enrich_results() (in module syne_tune.experiments.visualization.plotting) 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.sagemaker_backend.sagemaker_backend.SageMakerBackend method) (syne_tune.backend.SageMakerBackend method) (syne_tune.backend.trial_backend.TrialBackend method) ERR_MSG() (in module syne_tune.experiments.launchers.utils) Estimator (class in syne_tune.optimizer.schedulers.searchers.bayesopt.models.estimator) estimator (syne_tune.optimizer.schedulers.searchers.bayesopt.models.model_transformer.ModelStateTransformer property) estimator_for_rung() (syne_tune.callbacks.hyperband_remove_checkpoints_callback.HyperbandRemoveCheckpointsCallback method) estimator_kwargs (syne_tune.experiments.benchmark_definitions.common.RealBenchmarkDefinition attribute) 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.searchers.BaseSearcher method) (syne_tune.optimizer.schedulers.searchers.BayesianOptimizationSearcher method) (syne_tune.optimizer.schedulers.searchers.botorch.botorch_searcher.BoTorchSearcher method) (syne_tune.optimizer.schedulers.searchers.botorch.BoTorchSearcher method) (syne_tune.optimizer.schedulers.searchers.dyhpo.dyhpo_searcher.DynamicHPOSearcher method) (syne_tune.optimizer.schedulers.searchers.dyhpo.DynamicHPOSearcher method) (syne_tune.optimizer.schedulers.searchers.gp_multifidelity_searcher.GPMultiFidelitySearcher method) (syne_tune.optimizer.schedulers.searchers.GPMultiFidelitySearcher method) (syne_tune.optimizer.schedulers.searchers.model_based_searcher.BayesianOptimizationSearcher method) (syne_tune.optimizer.schedulers.searchers.searcher.BaseSearcher method) (syne_tune.optimizer.schedulers.searchers.searcher_base.StochasticAndFilterDuplicatesSearcher method) (syne_tune.optimizer.schedulers.searchers.StochasticAndFilterDuplicatesSearcher 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_base_arguments() (syne_tune.experiments.launchers.hpo_main_common.ConfigDict method) 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) experiment_path() (in module syne_tune.util) ExperimentResult (class in syne_tune.experiments) (class in syne_tune.experiments.experiment_result) Exploitation (class in syne_tune.optimizer.schedulers.neuralbands.networks) 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) ExtendedSlotInRung (class in syne_tune.optimizer.schedulers.synchronous.dehb) ExtendFeaturesByResourceMixin (class in syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.utils) extra_metadata() (in module syne_tune.experiments.launchers.hpo_main_common) extra_parameters() (syne_tune.experiments.launchers.hpo_main_common.ConfigDict method) extra_results() (syne_tune.callbacks.hyperband_remove_checkpoints_callback.HyperbandRemoveCheckpointsCommon method) extra_results_keys() (syne_tune.callbacks.hyperband_remove_checkpoints_callback.HyperbandRemoveCheckpointsCommon static method) extract_input_output() (in module syne_tune.optimizer.schedulers.transfer_learning.quantile_based.quantile_based_searcher) extract_random_seed() (in module syne_tune.optimizer.schedulers.searchers) (in module syne_tune.optimizer.schedulers.searchers.searcher_base) 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) fcnet_benchmark() (in module syne_tune.experiments.benchmark_definitions.fcnet) fcnet_ordinal (syne_tune.experiments.baselines.MethodArguments attribute) FCNETRecipe (class in syne_tune.blackbox_repository.conversion_scripts.scripts.fcnet_import) feature_matrices() (syne_tune.optimizer.schedulers.searchers.bayesopt.models.cost.linear_cost_model.BiasOnlyLinearCostModel method) (syne_tune.optimizer.schedulers.searchers.bayesopt.models.cost.linear_cost_model.LinearCostModel method) (syne_tune.optimizer.schedulers.searchers.bayesopt.models.cost.linear_cost_model.MLPLinearCostModel method) (syne_tune.optimizer.schedulers.searchers.bayesopt.models.cost.linear_cost_model.NASBench201LinearCostModel method) 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) fidelities (syne_tune.experiments.benchmark_definitions.common.SurrogateBenchmarkDefinition attribute) 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) FIFOScheduler (class in syne_tune.optimizer.schedulers) (class in syne_tune.optimizer.schedulers.fifo) file_md5() (in module syne_tune.backend.python_backend.python_backend) fill_trajectory() (in module syne_tune.experiments.visualization.aggregate_results) filter_by_key() (in module syne_tune.optimizer.schedulers.searchers.utils.default_arguments) filter_final_row_per_trial() (in module syne_tune.experiments.visualization.plotting) filter_for_last_pos_value() (syne_tune.optimizer.schedulers.searchers.utils.hp_ranges.HyperparameterRanges method) (syne_tune.optimizer.schedulers.searchers.utils.HyperparameterRanges method) filter_none() (in module syne_tune.experiments.launchers.utils) 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) find_or_create_requirements_txt() (in module syne_tune.experiments.launchers.utils) finetune_transformer_glue_all_benchmarks() (in module benchmarking.benchmark_definitions.finetune_transformer_glue) finetune_transformer_glue_benchmark() (in module benchmarking.benchmark_definitions.finetune_transformer_glue) finetune_transformer_swag_benchmark() (in module benchmarking.benchmark_definitions.finetune_transformer_swag) 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) 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) 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_sagemaker_estimator() (in module syne_tune.experiments.launchers.launch_remote_common) 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) FixedLayersMLPCostModel (class in syne_tune.optimizer.schedulers.searchers.bayesopt.models.cost.linear_cost_model) 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.gp_searcher_utils.MapReward attribute)

forward() (syne_tune.optimizer.schedulers.neuralbands.networks.NetworkExploitation method) (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) framework (syne_tune.experiments.benchmark_definitions.common.RealBenchmarkDefinition attribute) 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_argparse() (syne_tune.experiments.launchers.hpo_main_common.ConfigDict static method) from_dict() (in module syne_tune.config_space) (syne_tune.experiments.launchers.hpo_main_common.ConfigDict static method) 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_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_random_seed() (in module syne_tune.optimizer.schedulers.random_seeds) generate_unique_candidates() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.bo_algorithm_components) geometric() (syne_tune.optimizer.schedulers.synchronous.hyperband_rung_system.SynchronousHyperbandRungSystem static method) GeometricDifferentialEvolutionHyperbandScheduler (class in syne_tune.optimizer.schedulers.synchronous) (class in syne_tune.optimizer.schedulers.synchronous.hyperband_impl) 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_batch_configs() (syne_tune.optimizer.schedulers.searchers.BayesianOptimizationSearcher method) (syne_tune.optimizer.schedulers.searchers.model_based_searcher.BayesianOptimizationSearcher method) get_benchmark() (in module syne_tune.experiments.launchers.hpo_main_local) 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.multiobjective.nsga2_searcher.NSGA2Searcher method) (syne_tune.optimizer.schedulers.multiobjective.NSGA2Searcher method) (syne_tune.optimizer.schedulers.searchers.BaseSearcher method) (syne_tune.optimizer.schedulers.searchers.dyhpo.dyhpo_searcher.DynamicHPOSearcher method) (syne_tune.optimizer.schedulers.searchers.dyhpo.DynamicHPOSearcher method) (syne_tune.optimizer.schedulers.searchers.GridSearcher method) (syne_tune.optimizer.schedulers.searchers.model_based_searcher.ModelBasedSearcher method) (syne_tune.optimizer.schedulers.searchers.ModelBasedSearcher method) (syne_tune.optimizer.schedulers.searchers.random_grid_searcher.GridSearcher method) (syne_tune.optimizer.schedulers.searchers.regularized_evolution.RegularizedEvolution method) (syne_tune.optimizer.schedulers.searchers.searcher.BaseSearcher method) (syne_tune.optimizer.schedulers.searchers.searcher_base.StochasticAndFilterDuplicatesSearcher method) (syne_tune.optimizer.schedulers.searchers.StochasticAndFilterDuplicatesSearcher method) (syne_tune.optimizer.schedulers.transfer_learning.quantile_based.quantile_based_searcher.QuantileBasedSurrogateSearcher method) (syne_tune.optimizer.schedulers.transfer_learning.zero_shot.ZeroShotTransfer method) get_cost_model_for_batch_size() (in module benchmarking.utils) (in module benchmarking.utils.get_cost_model) 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_execution_role() (in module syne_tune.backend.sagemaker_backend.sagemaker_utils) get_expected_hidden_layer_width() (syne_tune.optimizer.schedulers.searchers.bayesopt.models.cost.linear_cost_model.FixedLayersMLPCostModel static method) get_first_milestone() (syne_tune.optimizer.schedulers.hyperband_stopping.RungSystem method) get_gamma() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.learncurve.model_params.ISSModelParameters method) get_hyperparameters() (in module syne_tune.experiments.launchers.launch_remote_simulator) 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_log() (in module syne_tune.backend.sagemaker_backend.sagemaker_utils) get_master_random_seed() (in module syne_tune.experiments.launchers.utils) 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) (in module syne_tune.experiments.launchers.hpo_main_common) get_metric_names() (syne_tune.remote.remote_metrics_callback.RemoteTuningMetricsCallback static method) get_milestones() (syne_tune.optimizer.schedulers.hyperband_stopping.RungSystem method) 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_pareto_optimal() (in module syne_tune.experiments.visualization.pareto_set) get_pareto_set() (in module syne_tune.experiments.visualization.pareto_set) 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_source_dir() (syne_tune.remote.remote_launcher.RemoteLauncher method) get_state() (syne_tune.optimizer.schedulers.searchers.BaseSearcher method) (syne_tune.optimizer.schedulers.searchers.dyhpo.dyhpo_searcher.DynamicHPOSearcher method) (syne_tune.optimizer.schedulers.searchers.dyhpo.DynamicHPOSearcher method) (syne_tune.optimizer.schedulers.searchers.GridSearcher method) (syne_tune.optimizer.schedulers.searchers.model_based_searcher.ModelBasedSearcher method) (syne_tune.optimizer.schedulers.searchers.ModelBasedSearcher method) (syne_tune.optimizer.schedulers.searchers.random_grid_searcher.GridSearcher method) (syne_tune.optimizer.schedulers.searchers.searcher.BaseSearcher method) (syne_tune.optimizer.schedulers.searchers.searcher_base.StochasticAndFilterDuplicatesSearcher method) (syne_tune.optimizer.schedulers.searchers.searcher_base.StochasticSearcher method) (syne_tune.optimizer.schedulers.searchers.StochasticAndFilterDuplicatesSearcher method) (syne_tune.optimizer.schedulers.searchers.StochasticSearcher method) (syne_tune.optimizer.schedulers.searchers.utils.exclusion_list.ExclusionList method) get_sub_directory_and_name() (in module syne_tune.blackbox_repository.conversion_scripts.utils) get_top_list() (in module syne_tune.optimizer.schedulers.synchronous.hyperband_bracket) get_transfer_learning_evaluations() (in module syne_tune.experiments.launchers.hpo_main_simulator) gp_fifo_searcher_defaults() (in module syne_tune.optimizer.schedulers.searchers.gp_searcher_factory) gp_fifo_searcher_factory() (in module syne_tune.optimizer.schedulers.searchers.gp_searcher_factory) gp_multifidelity_searcher_defaults() (in module syne_tune.optimizer.schedulers.searchers.gp_searcher_factory) gp_multifidelity_searcher_factory() (in module syne_tune.optimizer.schedulers.searchers.gp_searcher_factory) GPFIFOSearcher (class in syne_tune.optimizer.schedulers.searchers) (class in syne_tune.optimizer.schedulers.searchers.gp_fifo_searcher) gpmodel (syne_tune.optimizer.schedulers.searchers.bayesopt.models.gp_model.GaussProcEstimator property) GPMultiFidelitySearcher (class in syne_tune.optimizer.schedulers.searchers) (class in syne_tune.optimizer.schedulers.searchers.gp_multifidelity_searcher) 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) 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.experiments.PlotParameters attribute) (syne_tune.experiments.visualization.plotting.PlotParameters attribute) grid() (syne_tune.config_space.Categorical method) GridSearch (class in syne_tune.optimizer.baselines) GridSearch() (in module syne_tune.experiments.default_baselines) GridSearcher (class in syne_tune.optimizer.schedulers.searchers) (class in syne_tune.optimizer.schedulers.searchers.random_grid_searcher) group_results_dataframe() (in module syne_tune.experiments.visualization.plotting)

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) help (syne_tune.experiments.launchers.hpo_main_common.Parameter attribute) 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) huggingface_estimator() (in module syne_tune.remote.estimators) 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) HyperbandBracketManager (class in syne_tune.optimizer.schedulers.hyperband) HyperbandRemoveCheckpointsBaselineCallback (class in syne_tune.callbacks.hyperband_remove_checkpoints_callback) HyperbandRemoveCheckpointsCallback (class in syne_tune.callbacks.hyperband_remove_checkpoints_callback) HyperbandRemoveCheckpointsCommon (class in syne_tune.callbacks.hyperband_remove_checkpoints_callback) HyperbandScheduler (class in syne_tune.optimizer.schedulers) (class in syne_tune.optimizer.schedulers.hyperband) 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.TransferLearningTaskEvaluations attribute) HYPERTUNE (benchmarking.examples.benchmark_dyhpo.baselines.Methods attribute) HyperTune (class in syne_tune.optimizer.baselines) HyperTune() (in module syne_tune.experiments.default_baselines) 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_INDEP (benchmarking.examples.benchmark_hypertune.baselines.Methods attribute) HYPERTUNE_JOINT (benchmarking.examples.benchmark_hypertune.baselines.Methods attribute) hypertune_ranking_losses() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.utils) hypertune_searcher_defaults() (in module syne_tune.optimizer.schedulers.searchers.gp_searcher_factory) hypertune_searcher_factory() (in module syne_tune.optimizer.schedulers.searchers.gp_searcher_factory) HyperTuneBracketDistribution (class in syne_tune.optimizer.schedulers.searchers.hypertune.hypertune_bracket_distribution) 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) HyperTuneSearcher (class in syne_tune.optimizer.schedulers.searchers.hypertune) (class in syne_tune.optimizer.schedulers.searchers.hypertune.hypertune_searcher) 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.visualization.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) impute_points_to_evaluate() (in module syne_tune.optimizer.schedulers.searchers) (in module syne_tune.optimizer.schedulers.searchers.searcher) 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) IndependentThompsonSampling (class in syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.bo_algorithm_components) information_for_rungs() (syne_tune.optimizer.schedulers.hyperband.HyperbandBracketManager method) (syne_tune.optimizer.schedulers.hyperband_stopping.RungSystem method) 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) initialize_sagemaker_session() (syne_tune.backend.sagemaker_backend.sagemaker_backend.SageMakerBackend method) (syne_tune.backend.SageMakerBackend method) instance_sagemaker_estimator() (in module syne_tune.remote.estimators) instance_type (syne_tune.experiments.benchmark_definitions.common.RealBenchmarkDefinition attribute) InstanceInfo (class in syne_tune.backend.sagemaker_backend.instance_info) InstanceInfos (class in syne_tune.backend.sagemaker_backend.instance_info) 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_bracket_complete() (syne_tune.optimizer.schedulers.synchronous.hyperband_bracket.SynchronousBracket method) is_continue_decision() (in module syne_tune.optimizer.schedulers.hyperband) (in module syne_tune.optimizer.schedulers.neuralbands.neuralband) (in module syne_tune.optimizer.schedulers.neuralbands.neuralband_supplement) is_dict_of_dict() (in module syne_tune.experiments.launchers.hpo_main_simulator) 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_lambda() (syne_tune.remote.remote_launcher.RemoteLauncher method) is_log_space() (in module syne_tune.config_space) is_multiobjective_scheduler() (syne_tune.optimizer.scheduler.TrialScheduler method) (syne_tune.optimizer.schedulers.fifo.FIFOScheduler method) (syne_tune.optimizer.schedulers.FIFOScheduler method) (syne_tune.optimizer.schedulers.multiobjective.linear_scalarizer.LinearScalarizedScheduler method) (syne_tune.optimizer.schedulers.multiobjective.LinearScalarizedScheduler method) (syne_tune.optimizer.schedulers.multiobjective.MOASHA method) (syne_tune.optimizer.schedulers.multiobjective.moasha.MOASHA method) 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_source_dir_specified() (syne_tune.remote.remote_launcher.RemoteLauncher method) 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

KDE (class in syne_tune.optimizer.baselines) KDE() (in module syne_tune.experiments.default_baselines) keep_case (syne_tune.optimizer.schedulers.hyperband.TrialInformation attribute) 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) kwargs (syne_tune.experiments.SubplotParameters attribute) (syne_tune.experiments.visualization.plotting.SubplotParameters attribute)

L

label_trial() (syne_tune.optimizer.schedulers.searchers.bayesopt.models.model_transformer.ModelStateTransformer method) largest_update_resource (syne_tune.optimizer.schedulers.hyperband.TrialInformation attribute) 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) LATEST_VERSION (syne_tune.backend.sagemaker_backend.custom_framework.CustomFramework attribute) launch_remote() (in module syne_tune.experiments.launchers.launch_remote_simulator) launch_remote_experiments_simulator() (in module syne_tune.experiments.launchers.launch_remote_simulator) launch_tuning_job_on_sagemaker() (syne_tune.remote.remote_launcher.RemoteLauncher method) 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) lcbench_benchmark() (in module syne_tune.experiments.benchmark_definitions.lcbench) LCBenchRecipe (class in syne_tune.blackbox_repository.conversion_scripts.scripts.lcbench.lcbench) legend_no (syne_tune.experiments.SubplotParameters attribute) (syne_tune.experiments.visualization.plotting.SubplotParameters attribute) level (syne_tune.callbacks.hyperband_remove_checkpoints_callback.TrialInformation attribute) (syne_tune.optimizer.schedulers.synchronous.dehb.TrialInformation attribute) (syne_tune.optimizer.schedulers.synchronous.hyperband_bracket.SlotInRung attribute) level_to_prev_level() (syne_tune.optimizer.schedulers.synchronous.hyperband_bracket_manager.SynchronousHyperbandBracketManager method) 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) LinearCostModel (class in syne_tune.optimizer.schedulers.searchers.bayesopt.models.cost.linear_cost_model) LinearScalarizationPriority (class in syne_tune.optimizer.schedulers.multiobjective.multiobjective_priority) LinearScalarizedScheduler (class in syne_tune.optimizer.schedulers.multiobjective) (class in syne_tune.optimizer.schedulers.multiobjective.linear_scalarizer) 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_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) load_results_dataframe_per_benchmark() (in module syne_tune.experiments.visualization.results_utils) 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) LSOBO() (in module syne_tune.experiments.default_baselines) lstm_wikitext2_benchmark() (in module benchmarking.benchmark_definitions.lstm_wikitext2)

M

main() (in module syne_tune.experiments.launchers.hpo_main_local) (in module syne_tune.experiments.launchers.hpo_main_sagemaker) (in module syne_tune.experiments.launchers.hpo_main_simulator) make_hyperparameter_ranges() (in module syne_tune.optimizer.schedulers.searchers.utils) (in module syne_tune.optimizer.schedulers.searchers.utils.hp_ranges_factory) make_model_pipeline() (syne_tune.blackbox_repository.blackbox_surrogate.BlackboxSurrogate static method) make_surrogate() (in module syne_tune.blackbox_repository.simulated_tabular_backend) map_identifier_limited_length() (in module syne_tune.backend.sagemaker_backend.sagemaker_utils) map_method_args() (in module benchmarking.examples.fine_tuning_transformer_glue.hpo_main) (in module benchmarking.examples.fine_tuning_transformer_swag.hpo_main) map_reward_const_minus_x() (in module syne_tune.optimizer.schedulers.searchers.gp_searcher_utils) MapReward (class in syne_tune.optimizer.schedulers.searchers.gp_searcher_utils) 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_METRICS_SUPPORTED_BY_SAGEMAKER (in module syne_tune.constants) max_num_evaluations (syne_tune.experiments.benchmark_definitions.common.RealBenchmarkDefinition attribute) (syne_tune.experiments.benchmark_definitions.common.SurrogateBenchmarkDefinition attribute) (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 (syne_tune.experiments.baselines.MethodArguments attribute) (syne_tune.experiments.benchmark_definitions.common.RealBenchmarkDefinition attribute) (syne_tune.experiments.benchmark_definitions.common.SurrogateBenchmarkDefinition attribute) max_resource_level (syne_tune.optimizer.schedulers.hyperband.HyperbandScheduler property) (syne_tune.optimizer.schedulers.HyperbandScheduler property) (syne_tune.optimizer.schedulers.multi_fidelity.MultiFidelitySchedulerMixin property) (syne_tune.optimizer.schedulers.synchronous.hyperband.SynchronousHyperbandCommon property) MAX_RETRIES (syne_tune.optimizer.schedulers.synchronous.dehb.DifferentialEvolutionHyperbandScheduler attribute) (syne_tune.optimizer.schedulers.synchronous.DifferentialEvolutionHyperbandScheduler attribute) max_wallclock_time (syne_tune.experiments.benchmark_definitions.common.RealBenchmarkDefinition attribute) (syne_tune.experiments.benchmark_definitions.common.SurrogateBenchmarkDefinition attribute) (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_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_defaults() (syne_tune.experiments.PlotParameters method) (syne_tune.experiments.ShowTrialParameters method) (syne_tune.experiments.SubplotParameters method) (syne_tune.experiments.visualization.plotting.PlotParameters method) (syne_tune.experiments.visualization.plotting.ShowTrialParameters method) (syne_tune.experiments.visualization.plotting.SubplotParameters method) message_sync_from_s3() (in module syne_tune.experiments.launchers.utils) 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.multiobjective.linear_scalarizer.LinearScalarizedScheduler method) (syne_tune.optimizer.schedulers.multiobjective.LinearScalarizedScheduler method) metadata_to_setup() (in module benchmarking.examples.fine_tuning_transformer_glue.plot_results) metadata_values() (syne_tune.experiments.ComparativeResults method) (syne_tune.experiments.visualization.plotting.ComparativeResults method) MethodArguments (class in syne_tune.experiments.baselines) Methods (class in benchmarking.examples.benchmark_dehb.baselines) (class in benchmarking.examples.benchmark_dyhpo.baselines) (class in benchmarking.examples.benchmark_hypertune.baselines) (class in benchmarking.examples.benchmark_warping.baselines) (class in benchmarking.examples.demo_experiment.baselines) (class in benchmarking.examples.fine_tuning_transformer_glue.baselines) (class in benchmarking.examples.fine_tuning_transformer_swag.baselines) (class in benchmarking.examples.launch_local.baselines) (class in benchmarking.examples.launch_sagemaker.baselines) metric (syne_tune.experiments.baselines.MethodArguments attribute) (syne_tune.experiments.benchmark_definitions.common.RealBenchmarkDefinition attribute) (syne_tune.experiments.benchmark_definitions.common.SurrogateBenchmarkDefinition attribute) (syne_tune.experiments.PlotParameters attribute) (syne_tune.experiments.visualization.plotting.PlotParameters attribute) metric_definitions_from_names() (in module syne_tune.backend.sagemaker_backend.sagemaker_utils) metric_mode() (syne_tune.experiments.experiment_result.ExperimentResult method) (syne_tune.experiments.ExperimentResult method) (syne_tune.optimizer.scheduler.TrialScheduler method) (syne_tune.optimizer.schedulers.fifo.FIFOScheduler method) (syne_tune.optimizer.schedulers.FIFOScheduler method) (syne_tune.optimizer.schedulers.median_stopping_rule.MedianStoppingRule method) (syne_tune.optimizer.schedulers.MedianStoppingRule method) (syne_tune.optimizer.schedulers.multiobjective.linear_scalarizer.LinearScalarizedScheduler method) (syne_tune.optimizer.schedulers.multiobjective.LinearScalarizedScheduler method) (syne_tune.optimizer.schedulers.multiobjective.MOASHA method) (syne_tune.optimizer.schedulers.multiobjective.moasha.MOASHA method) (syne_tune.optimizer.schedulers.ray_scheduler.RayTuneScheduler method) (syne_tune.optimizer.schedulers.RayTuneScheduler method) (syne_tune.optimizer.schedulers.searchers.botorch.botorch_searcher.BoTorchSearcher method) (syne_tune.optimizer.schedulers.searchers.botorch.BoTorchSearcher method) (syne_tune.optimizer.schedulers.synchronous.dehb.DifferentialEvolutionHyperbandScheduler method) (syne_tune.optimizer.schedulers.synchronous.DifferentialEvolutionHyperbandScheduler method) (syne_tune.optimizer.schedulers.synchronous.hyperband.SynchronousHyperbandScheduler method) (syne_tune.optimizer.schedulers.synchronous.SynchronousHyperbandScheduler method) (syne_tune.optimizer.schedulers.transfer_learning.bounding_box.BoundingBox method) (syne_tune.optimizer.schedulers.transfer_learning.BoundingBox method) metric_multiplier (syne_tune.experiments.PlotParameters attribute) (syne_tune.experiments.visualization.plotting.PlotParameters attribute) 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.scheduler.TrialScheduler method) (syne_tune.optimizer.schedulers.fifo.FIFOScheduler method) (syne_tune.optimizer.schedulers.FIFOScheduler method) (syne_tune.optimizer.schedulers.median_stopping_rule.MedianStoppingRule method) (syne_tune.optimizer.schedulers.MedianStoppingRule method) (syne_tune.optimizer.schedulers.multiobjective.linear_scalarizer.LinearScalarizedScheduler method) (syne_tune.optimizer.schedulers.multiobjective.LinearScalarizedScheduler method) (syne_tune.optimizer.schedulers.multiobjective.MOASHA method) (syne_tune.optimizer.schedulers.multiobjective.moasha.MOASHA method) (syne_tune.optimizer.schedulers.ray_scheduler.RayTuneScheduler method) (syne_tune.optimizer.schedulers.RayTuneScheduler method) (syne_tune.optimizer.schedulers.searchers.botorch.botorch_searcher.BoTorchSearcher method) (syne_tune.optimizer.schedulers.searchers.botorch.BoTorchSearcher method) (syne_tune.optimizer.schedulers.synchronous.dehb.DifferentialEvolutionHyperbandScheduler method) (syne_tune.optimizer.schedulers.synchronous.DifferentialEvolutionHyperbandScheduler method) (syne_tune.optimizer.schedulers.synchronous.hyperband.SynchronousHyperbandScheduler method) (syne_tune.optimizer.schedulers.synchronous.SynchronousHyperbandScheduler method) (syne_tune.optimizer.schedulers.transfer_learning.TransferLearningMixin method) metric_val (syne_tune.optimizer.schedulers.synchronous.dehb.TrialInformation attribute) (syne_tune.optimizer.schedulers.synchronous.hyperband_bracket.SlotInRung attribute) 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) mlp_fashionmnist_benchmark() (in module benchmarking.benchmark_definitions.mlp_on_fashionmnist) MLPLinearCostModel (class in syne_tune.optimizer.schedulers.searchers.bayesopt.models.cost.linear_cost_model) MOASHA (class in syne_tune.optimizer.schedulers.multiobjective) (class in syne_tune.optimizer.schedulers.multiobjective.moasha) MOBSTER (benchmarking.examples.benchmark_dyhpo.baselines.Methods attribute) (benchmarking.examples.benchmark_warping.baselines.Methods attribute) (benchmarking.examples.demo_experiment.baselines.Methods attribute) (benchmarking.examples.fine_tuning_transformer_glue.baselines.Methods attribute) (benchmarking.examples.fine_tuning_transformer_swag.baselines.Methods attribute) (benchmarking.examples.launch_local.baselines.Methods attribute) (benchmarking.examples.launch_sagemaker.baselines.Methods attribute) (class in syne_tune.optimizer.baselines) MOBSTER() (in module syne_tune.experiments.default_baselines) MOBSTER_BOXCOX (benchmarking.examples.benchmark_warping.baselines.Methods attribute) MOBSTER_INDEP (benchmarking.examples.benchmark_hypertune.baselines.Methods attribute) MOBSTER_JOINT (benchmarking.examples.benchmark_hypertune.baselines.Methods attribute) MOBSTER_RELU (benchmarking.examples.demo_experiment.baselines.Methods attribute) MOBSTER_TANH (benchmarking.examples.demo_experiment.baselines.Methods attribute) MOBSTER_WARP (benchmarking.examples.benchmark_warping.baselines.Methods attribute) MOBSTER_WARP_BOXCOX (benchmarking.examples.benchmark_warping.baselines.Methods attribute) mode (syne_tune.experiments.baselines.MethodArguments attribute) (syne_tune.experiments.benchmark_definitions.common.RealBenchmarkDefinition attribute) (syne_tune.experiments.benchmark_definitions.common.SurrogateBenchmarkDefinition attribute) (syne_tune.experiments.PlotParameters attribute) (syne_tune.experiments.visualization.plotting.PlotParameters attribute) model_parameters() (syne_tune.optimizer.schedulers.searchers.BaseSearcher method) (syne_tune.optimizer.schedulers.searchers.dyhpo.dyhpo_searcher.DynamicHPOSearcher method) (syne_tune.optimizer.schedulers.searchers.dyhpo.DynamicHPOSearcher method) (syne_tune.optimizer.schedulers.searchers.model_based_searcher.ModelBasedSearcher method) (syne_tune.optimizer.schedulers.searchers.ModelBasedSearcher method) (syne_tune.optimizer.schedulers.searchers.searcher.BaseSearcher method) ModelBasedSearcher (class in syne_tune.optimizer.schedulers.searchers) (class in syne_tune.optimizer.schedulers.searchers.model_based_searcher) ModelStateTransformer (class in syne_tune.optimizer.schedulers.searchers.bayesopt.models.model_transformer) module benchmarking benchmarking.benchmark_definitions.distilbert_on_imdb benchmarking.benchmark_definitions.finetune_transformer_glue benchmarking.benchmark_definitions.finetune_transformer_swag benchmarking.benchmark_definitions.lstm_wikitext2 benchmarking.benchmark_definitions.mlp_on_fashionmnist benchmarking.benchmark_definitions.real_benchmark_definitions benchmarking.benchmark_definitions.resnet_cifar10 benchmarking.benchmark_definitions.transformer_wikitext2 benchmarking.examples benchmarking.examples.benchmark_dehb benchmarking.examples.benchmark_dehb.baselines benchmarking.examples.benchmark_dyhpo benchmarking.examples.benchmark_dyhpo.baselines benchmarking.examples.benchmark_hypertune benchmarking.examples.benchmark_hypertune.baselines benchmarking.examples.benchmark_warping benchmarking.examples.benchmark_warping.baselines benchmarking.examples.demo_experiment benchmarking.examples.demo_experiment.baselines benchmarking.examples.fine_tuning_transformer_glue benchmarking.examples.fine_tuning_transformer_glue.baselines benchmarking.examples.fine_tuning_transformer_glue.hpo_main benchmarking.examples.fine_tuning_transformer_glue.plot_results benchmarking.examples.fine_tuning_transformer_swag benchmarking.examples.fine_tuning_transformer_swag.baselines benchmarking.examples.fine_tuning_transformer_swag.hpo_main benchmarking.examples.launch_local benchmarking.examples.launch_local.baselines benchmarking.examples.launch_local.hpo_main benchmarking.examples.launch_sagemaker benchmarking.examples.launch_sagemaker.baselines benchmarking.examples.launch_sagemaker.hpo_main benchmarking.training_scripts benchmarking.utils benchmarking.utils.get_cost_model benchmarking.utils.launch_sample_searcher_states benchmarking.utils.searcher_state_callback 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.sagemaker_backend syne_tune.backend.sagemaker_backend.custom_framework syne_tune.backend.sagemaker_backend.instance_info syne_tune.backend.sagemaker_backend.sagemaker_backend syne_tune.backend.sagemaker_backend.sagemaker_utils 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.recipes syne_tune.blackbox_repository.conversion_scripts.scripts syne_tune.blackbox_repository.conversion_scripts.scripts.fcnet_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.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.hyperband_remove_checkpoints_callback syne_tune.callbacks.hyperband_remove_checkpoints_score syne_tune.callbacks.remove_checkpoints_callback syne_tune.callbacks.tensorboard_callback syne_tune.config_space syne_tune.constants syne_tune.experiments syne_tune.experiments.baselines syne_tune.experiments.benchmark_definitions.common syne_tune.experiments.benchmark_definitions.fcnet syne_tune.experiments.benchmark_definitions.lcbench syne_tune.experiments.benchmark_definitions.nas201 syne_tune.experiments.default_baselines syne_tune.experiments.experiment_result syne_tune.experiments.launchers syne_tune.experiments.launchers.hpo_main_common syne_tune.experiments.launchers.hpo_main_local syne_tune.experiments.launchers.hpo_main_sagemaker syne_tune.experiments.launchers.hpo_main_simulator syne_tune.experiments.launchers.launch_remote_common syne_tune.experiments.launchers.launch_remote_simulator syne_tune.experiments.launchers.utils syne_tune.experiments.util syne_tune.experiments.visualization syne_tune.experiments.visualization.aggregate_results syne_tune.experiments.visualization.multiobjective syne_tune.experiments.visualization.pareto_set syne_tune.experiments.visualization.plot_per_trial syne_tune.experiments.visualization.plotting syne_tune.experiments.visualization.results_utils syne_tune.num_gpu syne_tune.optimizer syne_tune.optimizer.baselines syne_tune.optimizer.scheduler syne_tune.optimizer.schedulers syne_tune.optimizer.schedulers.fifo syne_tune.optimizer.schedulers.hyperband syne_tune.optimizer.schedulers.hyperband_checkpoint_removal syne_tune.optimizer.schedulers.hyperband_cost_promotion syne_tune.optimizer.schedulers.hyperband_pasha syne_tune.optimizer.schedulers.hyperband_promotion syne_tune.optimizer.schedulers.hyperband_rush syne_tune.optimizer.schedulers.hyperband_stopping syne_tune.optimizer.schedulers.median_stopping_rule syne_tune.optimizer.schedulers.multi_fidelity syne_tune.optimizer.schedulers.multiobjective syne_tune.optimizer.schedulers.multiobjective.linear_scalarizer syne_tune.optimizer.schedulers.multiobjective.moasha syne_tune.optimizer.schedulers.multiobjective.multi_objective_regularized_evolution syne_tune.optimizer.schedulers.multiobjective.multi_surrogate_multi_objective_searcher syne_tune.optimizer.schedulers.multiobjective.multiobjective_priority syne_tune.optimizer.schedulers.multiobjective.non_dominated_priority syne_tune.optimizer.schedulers.multiobjective.nsga2_searcher syne_tune.optimizer.schedulers.multiobjective.random_scalarization syne_tune.optimizer.schedulers.multiobjective.utils syne_tune.optimizer.schedulers.neuralbands syne_tune.optimizer.schedulers.neuralbands.networks syne_tune.optimizer.schedulers.neuralbands.neuralband syne_tune.optimizer.schedulers.neuralbands.neuralband_supplement syne_tune.optimizer.schedulers.pbt syne_tune.optimizer.schedulers.random_seeds syne_tune.optimizer.schedulers.ray_scheduler syne_tune.optimizer.schedulers.remove_checkpoints syne_tune.optimizer.schedulers.scheduler_searcher 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.linear_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.bore.multi_fidelity_bore syne_tune.optimizer.schedulers.searchers.botorch syne_tune.optimizer.schedulers.searchers.botorch.botorch_searcher syne_tune.optimizer.schedulers.searchers.botorch.botorch_transfer_searcher syne_tune.optimizer.schedulers.searchers.bracket_distribution syne_tune.optimizer.schedulers.searchers.constrained syne_tune.optimizer.schedulers.searchers.constrained.constrained_gp_fifo_searcher syne_tune.optimizer.schedulers.searchers.cost_aware syne_tune.optimizer.schedulers.searchers.cost_aware.cost_aware_gp_fifo_searcher syne_tune.optimizer.schedulers.searchers.cost_aware.cost_aware_gp_multifidelity_searcher syne_tune.optimizer.schedulers.searchers.dyhpo syne_tune.optimizer.schedulers.searchers.dyhpo.dyhpo_searcher syne_tune.optimizer.schedulers.searchers.dyhpo.hyperband_dyhpo syne_tune.optimizer.schedulers.searchers.gp_fifo_searcher syne_tune.optimizer.schedulers.searchers.gp_multifidelity_searcher syne_tune.optimizer.schedulers.searchers.gp_searcher_factory syne_tune.optimizer.schedulers.searchers.gp_searcher_utils syne_tune.optimizer.schedulers.searchers.hypertune syne_tune.optimizer.schedulers.searchers.hypertune.hypertune_bracket_distribution syne_tune.optimizer.schedulers.searchers.hypertune.hypertune_searcher syne_tune.optimizer.schedulers.searchers.kde syne_tune.optimizer.schedulers.searchers.kde.kde_searcher syne_tune.optimizer.schedulers.searchers.kde.multi_fidelity_kde_searcher syne_tune.optimizer.schedulers.searchers.model_based_searcher syne_tune.optimizer.schedulers.searchers.random_grid_searcher syne_tune.optimizer.schedulers.searchers.regularized_evolution syne_tune.optimizer.schedulers.searchers.searcher syne_tune.optimizer.schedulers.searchers.searcher_base syne_tune.optimizer.schedulers.searchers.searcher_callback syne_tune.optimizer.schedulers.searchers.searcher_factory syne_tune.optimizer.schedulers.searchers.sklearn syne_tune.optimizer.schedulers.searchers.sklearn.sklearn_surrogate_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.synchronous syne_tune.optimizer.schedulers.synchronous.dehb syne_tune.optimizer.schedulers.synchronous.dehb_bracket syne_tune.optimizer.schedulers.synchronous.dehb_bracket_manager syne_tune.optimizer.schedulers.synchronous.hyperband syne_tune.optimizer.schedulers.synchronous.hyperband_bracket syne_tune.optimizer.schedulers.synchronous.hyperband_bracket_manager syne_tune.optimizer.schedulers.synchronous.hyperband_impl syne_tune.optimizer.schedulers.synchronous.hyperband_rung_system 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.rush 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.remote syne_tune.remote.constants syne_tune.remote.estimators syne_tune.remote.remote_launcher syne_tune.remote.remote_main syne_tune.remote.remote_metrics_callback syne_tune.remote.scheduling syne_tune.report syne_tune.results_callback syne_tune.stopping_criterion syne_tune.try_import 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

MOLinearScalarizationBayesOpt (class in syne_tune.optimizer.baselines) MOPriority (class in syne_tune.optimizer.schedulers.multiobjective.multiobjective_priority) MORandomScalarizationBayesOpt (class in syne_tune.optimizer.baselines) MORandomScalarizationBayesOpt() (in module syne_tune.experiments.default_baselines) MOREA (class in syne_tune.optimizer.baselines) MOREA() (in module syne_tune.experiments.default_baselines) multifidelity_setups (syne_tune.experiments.MultiFidelityParameters attribute) (syne_tune.experiments.visualization.plot_per_trial.MultiFidelityParameters attribute) MultiFidelityBore (class in syne_tune.optimizer.schedulers.searchers.bore) (class in syne_tune.optimizer.schedulers.searchers.bore.multi_fidelity_bore) MultiFidelityKernelDensityEstimator (class in syne_tune.optimizer.schedulers.searchers.kde) (class in syne_tune.optimizer.schedulers.searchers.kde.multi_fidelity_kde_searcher) MultiFidelityParameters (class in syne_tune.experiments) (class in syne_tune.experiments.visualization.plot_per_trial) MultiFidelitySchedulerMixin (class in syne_tune.optimizer.schedulers.multi_fidelity) MultiModelGPFIFOSearcher (class in syne_tune.optimizer.schedulers.searchers.cost_aware.cost_aware_gp_fifo_searcher) MultiModelGPMultiFidelitySearcher (class in syne_tune.optimizer.schedulers.searchers.cost_aware.cost_aware_gp_multifidelity_searcher) MultiObjectiveLCBRandomLinearScalarization (class in syne_tune.optimizer.schedulers.multiobjective) (class in syne_tune.optimizer.schedulers.multiobjective.random_scalarization) MultiObjectiveMultiSurrogateSearcher (class in syne_tune.optimizer.schedulers.multiobjective) (class in syne_tune.optimizer.schedulers.multiobjective.multi_surrogate_multi_objective_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) mxnet_estimator() (in module syne_tune.remote.estimators) MyGPMultiFidelitySearcher (class in syne_tune.optimizer.schedulers.searchers.dyhpo.dyhpo_searcher)

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) n_workers (syne_tune.experiments.benchmark_definitions.common.RealBenchmarkDefinition attribute) (syne_tune.experiments.benchmark_definitions.common.SurrogateBenchmarkDefinition attribute) name (syne_tune.backend.sagemaker_backend.instance_info.InstanceInfo attribute) (syne_tune.experiments.experiment_result.ExperimentResult attribute) (syne_tune.experiments.ExperimentResult attribute) (syne_tune.experiments.launchers.hpo_main_common.Parameter 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) nas201_benchmark() (in module syne_tune.experiments.benchmark_definitions.nas201) NASBench201LinearCostModel (class in syne_tune.optimizer.schedulers.searchers.bayesopt.models.cost.linear_cost_model) NASBench201LinearCostModel.Op (class in syne_tune.optimizer.schedulers.searchers.bayesopt.models.cost.linear_cost_model) NASBench201Recipe (class in syne_tune.blackbox_repository.conversion_scripts.scripts.nasbench201_import) ncols (syne_tune.experiments.SubplotParameters attribute) (syne_tune.experiments.visualization.plotting.SubplotParameters attribute) 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) NetworkExploitation (class in syne_tune.optimizer.schedulers.neuralbands.networks) NeuralbandEGreedyScheduler (class in syne_tune.optimizer.schedulers.neuralbands.neuralband_supplement) NeuralbandScheduler (class in syne_tune.optimizer.schedulers.neuralbands) (class in syne_tune.optimizer.schedulers.neuralbands.neuralband) NeuralbandSchedulerBase (class in syne_tune.optimizer.schedulers.neuralbands.neuralband_supplement) NeuralbandTSScheduler (class in syne_tune.optimizer.schedulers.neuralbands.neuralband_supplement) NeuralbandUCBScheduler (class in syne_tune.optimizer.schedulers.neuralbands.neuralband_supplement) NeverSkipPredicate (class in syne_tune.optimizer.schedulers.searchers.bayesopt.models.model_skipopt) new_setup_name (syne_tune.experiments.ShowTrialParameters attribute) (syne_tune.experiments.visualization.plotting.ShowTrialParameters attribute) 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_free_slot() (syne_tune.optimizer.schedulers.synchronous.hyperband_bracket.SynchronousBracket method) next_job() (syne_tune.optimizer.schedulers.synchronous.hyperband_bracket_manager.SynchronousHyperbandBracketManager 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) NONE (syne_tune.optimizer.schedulers.searchers.bayesopt.models.cost.linear_cost_model.NASBench201LinearCostModel.Op attribute) 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)

NOR_CONV_1x1 (syne_tune.optimizer.schedulers.searchers.bayesopt.models.cost.linear_cost_model.NASBench201LinearCostModel.Op attribute) NOR_CONV_3x3 (syne_tune.optimizer.schedulers.searchers.bayesopt.models.cost.linear_cost_model.NASBench201LinearCostModel.Op attribute) 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) nrows (syne_tune.experiments.SubplotParameters attribute) (syne_tune.experiments.visualization.plotting.SubplotParameters attribute) NSGA2 (class in syne_tune.optimizer.baselines) NSGA2() (in module syne_tune.experiments.default_baselines) NSGA2Searcher (class in syne_tune.optimizer.schedulers.multiobjective) (class in syne_tune.optimizer.schedulers.multiobjective.nsga2_searcher) num_brackets (syne_tune.optimizer.schedulers.hyperband.HyperbandScheduler property) (syne_tune.optimizer.schedulers.HyperbandScheduler property) (syne_tune.optimizer.schedulers.multi_fidelity.MultiFidelitySchedulerMixin property) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.gp_model.HyperTuneDistributionArguments attribute) (syne_tune.optimizer.schedulers.synchronous.dehb.DifferentialEvolutionHyperbandScheduler property) (syne_tune.optimizer.schedulers.synchronous.DifferentialEvolutionHyperbandScheduler property) (syne_tune.optimizer.schedulers.synchronous.hyperband.SynchronousHyperbandScheduler property) (syne_tune.optimizer.schedulers.synchronous.SynchronousHyperbandScheduler property) num_cases() (syne_tune.optimizer.schedulers.searchers.bayesopt.datatypes.common.TrialEvaluations method) num_checkpoints_removed (syne_tune.callbacks.hyperband_remove_checkpoints_callback.HyperbandRemoveCheckpointsCommon property) num_cpu (syne_tune.backend.sagemaker_backend.instance_info.InstanceInfo attribute) 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_gpu (syne_tune.backend.sagemaker_backend.instance_info.InstanceInfo attribute) num_gpus_per_trial (syne_tune.experiments.baselines.MethodArguments attribute) 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_one (syne_tune.callbacks.hyperband_remove_checkpoints_callback.BetaBinomialEstimator property) num_pending_slots() (syne_tune.optimizer.schedulers.synchronous.hyperband_bracket.SynchronousBracket method) num_requested_candidates (syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.bo_algorithm.BayesianOptimizationAlgorithm attribute) num_rungs (syne_tune.optimizer.schedulers.synchronous.dehb_bracket.DifferentialEvolutionHyperbandBracket property) (syne_tune.optimizer.schedulers.synchronous.hyperband_bracket.SynchronousBracket property) (syne_tune.optimizer.schedulers.synchronous.hyperband_bracket.SynchronousHyperbandBracket property) num_samples (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.gp_model.HyperTuneDistributionArguments attribute) num_suggestions() (syne_tune.optimizer.schedulers.searchers.botorch.botorch_searcher.BoTorchSearcher method) (syne_tune.optimizer.schedulers.searchers.botorch.BoTorchSearcher method) num_total (syne_tune.callbacks.hyperband_remove_checkpoints_callback.BetaBinomialEstimator property) 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.TransferLearningTaskEvaluations method) objective_values() (syne_tune.optimizer.schedulers.transfer_learning.TransferLearningTaskEvaluations method) objectives() (syne_tune.optimizer.schedulers.searchers.botorch.botorch_searcher.BoTorchSearcher method) (syne_tune.optimizer.schedulers.searchers.botorch.botorch_transfer_searcher.BoTorchTransferSearcher method) (syne_tune.optimizer.schedulers.searchers.botorch.BoTorchSearcher method) objectives_evaluations (syne_tune.optimizer.schedulers.transfer_learning.TransferLearningTaskEvaluations attribute) objectives_names (syne_tune.optimizer.schedulers.transfer_learning.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.callbacks.hyperband_remove_checkpoints_callback.HyperbandRemoveCheckpointsCommon method) (syne_tune.callbacks.remove_checkpoints_callback.RemoveCheckpointsCallback method) (syne_tune.tuner_callback.TunerCallback method) on_loop_start() (syne_tune.tuner_callback.TunerCallback method) on_result() (syne_tune.optimizer.schedulers.synchronous.hyperband_bracket.SynchronousBracket method) (syne_tune.optimizer.schedulers.synchronous.hyperband_bracket_manager.SynchronousHyperbandBracketManager method) on_resume_trial() (syne_tune.callbacks.hyperband_remove_checkpoints_callback.HyperbandRemoveCheckpointsCommon method) (syne_tune.tuner_callback.TunerCallback method) on_start_trial() (syne_tune.callbacks.hyperband_remove_checkpoints_callback.HyperbandRemoveCheckpointsCommon method) (syne_tune.tuner_callback.TunerCallback method) on_task_add() (syne_tune.optimizer.schedulers.hyperband.HyperbandBracketManager method) (syne_tune.optimizer.schedulers.hyperband_promotion.PromotionRungSystem method) (syne_tune.optimizer.schedulers.hyperband_stopping.RungSystem method) on_task_remove() (syne_tune.optimizer.schedulers.hyperband.HyperbandBracketManager method) (syne_tune.optimizer.schedulers.hyperband_promotion.PromotionRungSystem method) (syne_tune.optimizer.schedulers.hyperband_stopping.RungSystem method) on_task_report() (syne_tune.optimizer.schedulers.hyperband.HyperbandBracketManager method) (syne_tune.optimizer.schedulers.hyperband_pasha.PASHARungSystem method) (syne_tune.optimizer.schedulers.hyperband_promotion.PromotionRungSystem method) (syne_tune.optimizer.schedulers.hyperband_stopping.RungSystem method) (syne_tune.optimizer.schedulers.hyperband_stopping.StoppingRungSystem method) on_task_schedule() (syne_tune.optimizer.schedulers.hyperband.HyperbandBracketManager method) (syne_tune.optimizer.schedulers.hyperband_promotion.PromotionRungSystem method) (syne_tune.optimizer.schedulers.hyperband_stopping.RungSystem method) (syne_tune.optimizer.schedulers.hyperband_stopping.StoppingRungSystem method) (syne_tune.optimizer.schedulers.searchers.dyhpo.hyperband_dyhpo.DyHPORungSystem method) on_trial_add() (syne_tune.optimizer.scheduler.TrialScheduler method) (syne_tune.optimizer.schedulers.multiobjective.linear_scalarizer.LinearScalarizedScheduler method) (syne_tune.optimizer.schedulers.multiobjective.LinearScalarizedScheduler method) (syne_tune.optimizer.schedulers.multiobjective.MOASHA 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.ray_scheduler.RayTuneScheduler method) (syne_tune.optimizer.schedulers.RayTuneScheduler method) (syne_tune.optimizer.schedulers.transfer_learning.bounding_box.BoundingBox method) (syne_tune.optimizer.schedulers.transfer_learning.BoundingBox method) on_trial_complete() (syne_tune.callbacks.hyperband_remove_checkpoints_callback.HyperbandRemoveCheckpointsCommon method) (syne_tune.optimizer.scheduler.TrialScheduler method) (syne_tune.optimizer.schedulers.hyperband.HyperbandScheduler method) (syne_tune.optimizer.schedulers.HyperbandScheduler method) (syne_tune.optimizer.schedulers.multiobjective.linear_scalarizer.LinearScalarizedScheduler method) (syne_tune.optimizer.schedulers.multiobjective.LinearScalarizedScheduler method) (syne_tune.optimizer.schedulers.multiobjective.MOASHA method) (syne_tune.optimizer.schedulers.multiobjective.moasha.MOASHA method) (syne_tune.optimizer.schedulers.ray_scheduler.RayTuneScheduler method) (syne_tune.optimizer.schedulers.ray_scheduler.RayTuneScheduler.RandomSearch method) (syne_tune.optimizer.schedulers.RayTuneScheduler method) (syne_tune.optimizer.schedulers.RayTuneScheduler.RandomSearch method) (syne_tune.optimizer.schedulers.scheduler_searcher.TrialSchedulerWithSearcher method) (syne_tune.optimizer.schedulers.transfer_learning.bounding_box.BoundingBox method) (syne_tune.optimizer.schedulers.transfer_learning.BoundingBox method) (syne_tune.tuner_callback.TunerCallback method) on_trial_error() (syne_tune.optimizer.scheduler.TrialScheduler method) (syne_tune.optimizer.schedulers.hyperband.HyperbandScheduler method) (syne_tune.optimizer.schedulers.HyperbandScheduler method) (syne_tune.optimizer.schedulers.multiobjective.linear_scalarizer.LinearScalarizedScheduler method) (syne_tune.optimizer.schedulers.multiobjective.LinearScalarizedScheduler method) (syne_tune.optimizer.schedulers.ray_scheduler.RayTuneScheduler method) (syne_tune.optimizer.schedulers.RayTuneScheduler method) (syne_tune.optimizer.schedulers.scheduler_searcher.TrialSchedulerWithSearcher method) (syne_tune.optimizer.schedulers.synchronous.dehb.DifferentialEvolutionHyperbandScheduler method) (syne_tune.optimizer.schedulers.synchronous.DifferentialEvolutionHyperbandScheduler method) (syne_tune.optimizer.schedulers.synchronous.hyperband.SynchronousHyperbandScheduler method) (syne_tune.optimizer.schedulers.synchronous.SynchronousHyperbandScheduler method) (syne_tune.optimizer.schedulers.transfer_learning.bounding_box.BoundingBox method) (syne_tune.optimizer.schedulers.transfer_learning.BoundingBox method)

on_trial_remove() (syne_tune.optimizer.scheduler.TrialScheduler method) (syne_tune.optimizer.schedulers.hyperband.HyperbandScheduler method) (syne_tune.optimizer.schedulers.HyperbandScheduler method) (syne_tune.optimizer.schedulers.multiobjective.linear_scalarizer.LinearScalarizedScheduler method) (syne_tune.optimizer.schedulers.multiobjective.LinearScalarizedScheduler method) (syne_tune.optimizer.schedulers.multiobjective.MOASHA method) (syne_tune.optimizer.schedulers.multiobjective.moasha.MOASHA method) (syne_tune.optimizer.schedulers.ray_scheduler.RayTuneScheduler method) (syne_tune.optimizer.schedulers.RayTuneScheduler method) (syne_tune.optimizer.schedulers.transfer_learning.bounding_box.BoundingBox method) (syne_tune.optimizer.schedulers.transfer_learning.BoundingBox method) on_trial_result() (benchmarking.utils.searcher_state_callback.StoreSearcherStatesCallback method) (benchmarking.utils.StoreSearcherStatesCallback method) (syne_tune.callbacks.hyperband_remove_checkpoints_callback.HyperbandRemoveCheckpointsCallback method) (syne_tune.callbacks.hyperband_remove_checkpoints_callback.HyperbandRemoveCheckpointsCommon method) (syne_tune.callbacks.tensorboard_callback.TensorboardCallback method) (syne_tune.callbacks.TensorboardCallback method) (syne_tune.optimizer.scheduler.TrialScheduler method) (syne_tune.optimizer.schedulers.fifo.FIFOScheduler method) (syne_tune.optimizer.schedulers.FIFOScheduler method) (syne_tune.optimizer.schedulers.hyperband.HyperbandScheduler method) (syne_tune.optimizer.schedulers.HyperbandScheduler method) (syne_tune.optimizer.schedulers.median_stopping_rule.MedianStoppingRule method) (syne_tune.optimizer.schedulers.MedianStoppingRule method) (syne_tune.optimizer.schedulers.multiobjective.linear_scalarizer.LinearScalarizedScheduler method) (syne_tune.optimizer.schedulers.multiobjective.LinearScalarizedScheduler method) (syne_tune.optimizer.schedulers.multiobjective.MOASHA method) (syne_tune.optimizer.schedulers.multiobjective.moasha.MOASHA method) (syne_tune.optimizer.schedulers.neuralbands.neuralband.NeuralbandScheduler method) (syne_tune.optimizer.schedulers.neuralbands.neuralband_supplement.NeuralbandSchedulerBase method) (syne_tune.optimizer.schedulers.neuralbands.NeuralbandScheduler method) (syne_tune.optimizer.schedulers.pbt.PopulationBasedTraining method) (syne_tune.optimizer.schedulers.PopulationBasedTraining method) (syne_tune.optimizer.schedulers.ray_scheduler.RayTuneScheduler method) (syne_tune.optimizer.schedulers.RayTuneScheduler method) (syne_tune.optimizer.schedulers.searchers.BaseSearcher method) (syne_tune.optimizer.schedulers.searchers.dyhpo.dyhpo_searcher.DynamicHPOSearcher method) (syne_tune.optimizer.schedulers.searchers.dyhpo.DynamicHPOSearcher method) (syne_tune.optimizer.schedulers.searchers.model_based_searcher.ModelBasedSearcher method) (syne_tune.optimizer.schedulers.searchers.ModelBasedSearcher method) (syne_tune.optimizer.schedulers.searchers.searcher.BaseSearcher method) (syne_tune.optimizer.schedulers.searchers.searcher_callback.SimulatorAndModelParamsCallback method) (syne_tune.optimizer.schedulers.searchers.searcher_callback.StoreResultsAndModelParamsCallback method) (syne_tune.optimizer.schedulers.synchronous.dehb.DifferentialEvolutionHyperbandScheduler method) (syne_tune.optimizer.schedulers.synchronous.DifferentialEvolutionHyperbandScheduler method) (syne_tune.optimizer.schedulers.synchronous.hyperband.SynchronousHyperbandScheduler method) (syne_tune.optimizer.schedulers.synchronous.SynchronousHyperbandScheduler method) (syne_tune.optimizer.schedulers.transfer_learning.bounding_box.BoundingBox method) (syne_tune.optimizer.schedulers.transfer_learning.BoundingBox method) (syne_tune.remote.remote_metrics_callback.RemoteTuningMetricsCallback method) (syne_tune.results_callback.StoreResultsCallback method) (syne_tune.tuner_callback.TunerCallback method) on_tuner_save() (syne_tune.backend.sagemaker_backend.sagemaker_backend.SageMakerBackend method) (syne_tune.backend.SageMakerBackend method) (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() (benchmarking.utils.searcher_state_callback.StoreSearcherStatesCallback method) (benchmarking.utils.StoreSearcherStatesCallback method) (syne_tune.backend.simulator_backend.simulator_callback.SimulatorCallback method) (syne_tune.callbacks.hyperband_remove_checkpoints_callback.HyperbandRemoveCheckpointsCallback method) (syne_tune.callbacks.hyperband_remove_checkpoints_callback.HyperbandRemoveCheckpointsCommon method) (syne_tune.callbacks.remove_checkpoints_callback.RemoveCheckpointsCallback method) (syne_tune.callbacks.tensorboard_callback.TensorboardCallback method) (syne_tune.callbacks.TensorboardCallback method) (syne_tune.optimizer.schedulers.searchers.searcher_callback.SimulatorAndModelParamsCallback method) (syne_tune.optimizer.schedulers.searchers.searcher_callback.StoreResultsAndModelParamsCallback method) (syne_tune.remote.remote_metrics_callback.RemoteTuningMetricsCallback 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.experiments.launchers.hpo_main_common) (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) parse_value() (in module syne_tune.optimizer.schedulers.searchers.botorch.botorch_transfer_searcher) PASHA (class in syne_tune.optimizer.baselines) PASHARungSystem (class in syne_tune.optimizer.schedulers.hyperband_pasha) 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) PAUSED_NO_CHECKPOINT (syne_tune.callbacks.hyperband_remove_checkpoints_callback.TrialStatus attribute) paused_trials() (syne_tune.optimizer.schedulers.hyperband.HyperbandBracketManager method) (syne_tune.optimizer.schedulers.hyperband_promotion.PromotionRungSystem method) (syne_tune.optimizer.schedulers.hyperband_stopping.RungSystem method) PAUSED_WITH_CHECKPOINT (syne_tune.callbacks.hyperband_remove_checkpoints_callback.TrialStatus 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.ComparativeResults method) (syne_tune.experiments.experiment_result.ExperimentResult method) (syne_tune.experiments.ExperimentResult method) (syne_tune.experiments.TrialsOfExperimentResults method) (syne_tune.experiments.visualization.plot_per_trial.TrialsOfExperimentResults method) (syne_tune.experiments.visualization.plotting.ComparativeResults 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)

PlotParameters (class in syne_tune.experiments) (class in syne_tune.experiments.visualization.plotting) points_to_evaluate (syne_tune.experiments.benchmark_definitions.common.RealBenchmarkDefinition attribute) (syne_tune.experiments.benchmark_definitions.common.SurrogateBenchmarkDefinition attribute) pop() (syne_tune.optimizer.schedulers.hyperband_stopping.Rung method) 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_mean() (syne_tune.callbacks.hyperband_remove_checkpoints_callback.BetaBinomialEstimator method) 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) predict() (syne_tune.optimizer.schedulers.neuralbands.networks.Exploitation method) (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) 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) prepare_upload() (syne_tune.remote.remote_launcher.RemoteLauncher method) 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) PROMOTE_DYHPO (syne_tune.optimizer.schedulers.searchers.dyhpo.hyperband_dyhpo.ScheduleDecision attribute) PROMOTE_SH (syne_tune.optimizer.schedulers.searchers.dyhpo.hyperband_dyhpo.ScheduleDecision attribute) PromotionRungEntry (class in syne_tune.optimizer.schedulers.hyperband_promotion) PromotionRungSystem (class in syne_tune.optimizer.schedulers.hyperband_promotion) 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_estimator() (in module syne_tune.remote.estimators) 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) quantile() (syne_tune.optimizer.schedulers.hyperband_stopping.Rung method) QuantileBasedSurrogateSearcher (class in syne_tune.optimizer.schedulers.transfer_learning.quantile_based.quantile_based_searcher)

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 (syne_tune.experiments.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) RandomSearch() (in module syne_tune.experiments.default_baselines) RandomSearcher (class in syne_tune.optimizer.schedulers.searchers) (class in syne_tune.optimizer.schedulers.searchers.random_grid_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) rank (syne_tune.callbacks.hyperband_remove_checkpoints_callback.TrialInformation attribute) RayTuneScheduler (class in syne_tune.optimizer.schedulers) (class in syne_tune.optimizer.schedulers.ray_scheduler) RayTuneScheduler.RandomSearch (class in syne_tune.optimizer.schedulers) (class in syne_tune.optimizer.schedulers.ray_scheduler) REA (class in syne_tune.optimizer.baselines) REA() (in module syne_tune.experiments.default_baselines) real_benchmark_definitions() (in module benchmarking.benchmark_definitions.real_benchmark_definitions) real_time_since_last_recent_exit() (syne_tune.backend.simulator_backend.time_keeper.SimulatedTimeKeeper method) RealBenchmarkDefinition (class in syne_tune.experiments.benchmark_definitions.common) 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_metrics_with_estimator() (syne_tune.remote.remote_metrics_callback.RemoteTuningMetricsCallback method) register_parameter() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon_blocks_helpers) register_pending() (syne_tune.optimizer.schedulers.searchers.BaseSearcher method) (syne_tune.optimizer.schedulers.searchers.BayesianOptimizationSearcher method) (syne_tune.optimizer.schedulers.searchers.botorch.botorch_searcher.BoTorchSearcher method) (syne_tune.optimizer.schedulers.searchers.botorch.BoTorchSearcher method) (syne_tune.optimizer.schedulers.searchers.dyhpo.dyhpo_searcher.DynamicHPOSearcher method) (syne_tune.optimizer.schedulers.searchers.dyhpo.DynamicHPOSearcher method) (syne_tune.optimizer.schedulers.searchers.gp_multifidelity_searcher.GPMultiFidelitySearcher method) (syne_tune.optimizer.schedulers.searchers.GPMultiFidelitySearcher method) (syne_tune.optimizer.schedulers.searchers.model_based_searcher.BayesianOptimizationSearcher method) (syne_tune.optimizer.schedulers.searchers.searcher.BaseSearcher method) (syne_tune.optimizer.schedulers.searchers.searcher_base.StochasticAndFilterDuplicatesSearcher method) (syne_tune.optimizer.schedulers.searchers.StochasticAndFilterDuplicatesSearcher method) RegularCallback (class in syne_tune.util) RegularizedEvolution (class in syne_tune.optimizer.schedulers.searchers.regularized_evolution) remote_script_dir() (syne_tune.remote.remote_launcher.RemoteLauncher method) RemoteLauncher (class in syne_tune.remote.remote_launcher) RemoteTuningMetricsCallback (class in syne_tune.remote.remote_metrics_callback) remove_case() (syne_tune.optimizer.schedulers.searchers.BaseSearcher method) (syne_tune.optimizer.schedulers.searchers.dyhpo.dyhpo_searcher.DynamicHPOSearcher method) (syne_tune.optimizer.schedulers.searchers.dyhpo.DynamicHPOSearcher method) (syne_tune.optimizer.schedulers.searchers.gp_multifidelity_searcher.GPMultiFidelitySearcher method) (syne_tune.optimizer.schedulers.searchers.GPMultiFidelitySearcher method) (syne_tune.optimizer.schedulers.searchers.searcher.BaseSearcher method) 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) RemoveCheckpointsCallback (class in syne_tune.callbacks.remove_checkpoints_callback) 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) reported_result (syne_tune.optimizer.schedulers.hyperband.TrialInformation attribute) Reporter (class in syne_tune) (class in syne_tune.report) repository_root_path() (in module syne_tune.util) required (syne_tune.experiments.launchers.hpo_main_common.Parameter attribute) 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) resnet_cifar10_benchmark() (in module benchmarking.benchmark_definitions.resnet_cifar10) resource (syne_tune.optimizer.schedulers.searchers.bayesopt.datatypes.common.PendingEvaluation property) resource_attr (syne_tune.experiments.baselines.MethodArguments attribute) (syne_tune.experiments.benchmark_definitions.common.RealBenchmarkDefinition attribute) (syne_tune.optimizer.schedulers.hyperband.HyperbandScheduler property) (syne_tune.optimizer.schedulers.HyperbandScheduler property) (syne_tune.optimizer.schedulers.multi_fidelity.MultiFidelitySchedulerMixin property) (syne_tune.optimizer.schedulers.synchronous.hyperband.SynchronousHyperbandCommon property) resource_for_acquisition_factory() (in module syne_tune.optimizer.schedulers.searchers.gp_searcher_utils) 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) ResourceForAcquisitionBOHB (class in syne_tune.optimizer.schedulers.searchers.gp_searcher_utils) ResourceForAcquisitionFinal (class in syne_tune.optimizer.schedulers.searchers.gp_searcher_utils) ResourceForAcquisitionFirstMilestone (class in syne_tune.optimizer.schedulers.searchers.gp_searcher_utils) ResourceForAcquisitionMap (class in syne_tune.optimizer.schedulers.searchers.gp_searcher_utils) restart() (syne_tune.optimizer.schedulers.hyperband.TrialInformation method) restrict_domain() (in module syne_tune.config_space) result (syne_tune.backend.simulator_backend.events.OnTrialResultEvent attribute) (syne_tune.optimizer.schedulers.searchers.regularized_evolution.PopulationElement attribute) results (syne_tune.experiments.experiment_result.ExperimentResult attribute) (syne_tune.experiments.ExperimentResult 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) reverse (syne_tune.optimizer.schedulers.searchers.gp_searcher_utils.MapReward attribute) 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.examples.benchmark_warping.baselines.Methods attribute) (benchmarking.examples.demo_experiment.baselines.Methods attribute) (benchmarking.examples.launch_local.baselines.Methods attribute) (benchmarking.examples.launch_sagemaker.baselines.Methods attribute) RT_FIFOScheduler (syne_tune.optimizer.schedulers.ray_scheduler.RayTuneScheduler attribute) (syne_tune.optimizer.schedulers.RayTuneScheduler attribute) RT_Searcher (syne_tune.optimizer.schedulers.ray_scheduler.RayTuneScheduler attribute) (syne_tune.optimizer.schedulers.RayTuneScheduler attribute) run() (syne_tune.optimizer.schedulers.searchers.bore.de.DifferentialevolutionOptimizer method) (syne_tune.remote.remote_launcher.RemoteLauncher method) (syne_tune.Tuner method) (syne_tune.tuner.Tuner method) Rung (class in syne_tune.optimizer.schedulers.hyperband_stopping) rung_index (syne_tune.optimizer.schedulers.synchronous.hyperband_bracket.SlotInRung attribute) rung_len (syne_tune.callbacks.hyperband_remove_checkpoints_callback.TrialInformation attribute) rung_levels (syne_tune.experiments.MultiFidelityParameters attribute) (syne_tune.experiments.visualization.plot_per_trial.MultiFidelityParameters attribute) (syne_tune.optimizer.schedulers.hyperband.HyperbandScheduler property) (syne_tune.optimizer.schedulers.HyperbandScheduler property) (syne_tune.optimizer.schedulers.multi_fidelity.MultiFidelitySchedulerMixin property) (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.hypertune.utils.GaussProcPosteriorStateAndRungLevels property) (syne_tune.optimizer.schedulers.synchronous.dehb.DifferentialEvolutionHyperbandScheduler property) (syne_tune.optimizer.schedulers.synchronous.DifferentialEvolutionHyperbandScheduler property) (syne_tune.optimizer.schedulers.synchronous.hyperband.SynchronousHyperbandScheduler property) (syne_tune.optimizer.schedulers.synchronous.SynchronousHyperbandScheduler property) RungEntry (class in syne_tune.optimizer.schedulers.hyperband_stopping) RungSystem (class in syne_tune.optimizer.schedulers.hyperband_stopping) RUNNING (syne_tune.callbacks.hyperband_remove_checkpoints_callback.TrialStatus attribute) RUSHDecider (class in syne_tune.optimizer.schedulers.hyperband_rush) RUSHPromotionRungSystem (class in syne_tune.optimizer.schedulers.hyperband_rush) RUSHScheduler (class in syne_tune.optimizer.schedulers.transfer_learning) (class in syne_tune.optimizer.schedulers.transfer_learning.rush) RUSHStoppingRungSystem (class in syne_tune.optimizer.schedulers.hyperband_rush)

S

s3_blackbox_folder() (in module syne_tune.blackbox_repository.conversion_scripts.utils) s3_copy_objects_recursively() (in module syne_tune.backend.sagemaker_backend.sagemaker_utils) s3_delete_objects_recursively() (in module syne_tune.backend.sagemaker_backend.sagemaker_utils) s3_download_files_recursively() (in module syne_tune.backend.sagemaker_backend.sagemaker_utils) s3_experiment_path() (in module syne_tune.util) sagemaker_estimator_args() (in module syne_tune.experiments.launchers.launch_remote_common) sagemaker_fit() (in module syne_tune.backend.sagemaker_backend.sagemaker_utils) sagemaker_search() (in module syne_tune.backend.sagemaker_backend.sagemaker_utils) SageMakerBackend (class in syne_tune.backend) (class in syne_tune.backend.sagemaker_backend.sagemaker_backend) 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) (syne_tune.optimizer.schedulers.searchers.bayesopt.models.cost.linear_cost_model.LinearCostModel 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_configuration() (in module syne_tune.optimizer.schedulers.searchers.searcher_base) 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) sanitize_sagemaker_name() (in module syne_tune.util) 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) scalarization_weights (syne_tune.optimizer.baselines.MOLinearScalarizationBayesOpt attribute) (syne_tune.optimizer.schedulers.multiobjective.linear_scalarizer.LinearScalarizedScheduler attribute) (syne_tune.optimizer.schedulers.multiobjective.LinearScalarizedScheduler attribute) 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) schedule_records (syne_tune.optimizer.schedulers.searchers.dyhpo.hyperband_dyhpo.DyHPORungSystem property) ScheduleDecision (class in syne_tune.optimizer.schedulers.searchers.dyhpo.hyperband_dyhpo) scheduler_kwargs (syne_tune.experiments.baselines.MethodArguments attribute) 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.multiobjective.MultiObjectiveLCBRandomLinearScalarization method) (syne_tune.optimizer.schedulers.multiobjective.random_scalarization.MultiObjectiveLCBRandomLinearScalarization method) (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) score_paused_trials_and_new_configs() (syne_tune.optimizer.schedulers.searchers.dyhpo.dyhpo_searcher.DynamicHPOSearcher method) (syne_tune.optimizer.schedulers.searchers.dyhpo.dyhpo_searcher.MyGPMultiFidelitySearcher method) (syne_tune.optimizer.schedulers.searchers.dyhpo.DynamicHPOSearcher method) score_val (syne_tune.callbacks.hyperband_remove_checkpoints_callback.TrialInformation attribute) ScoringFunction (class in syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms.base_classes) script (syne_tune.experiments.benchmark_definitions.common.RealBenchmarkDefinition attribute) 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 (syne_tune.optimizer.schedulers.fifo.FIFOScheduler property) (syne_tune.optimizer.schedulers.FIFOScheduler property) (syne_tune.optimizer.schedulers.scheduler_searcher.TrialSchedulerWithSearcher property) (syne_tune.optimizer.schedulers.synchronous.hyperband.SynchronousHyperbandCommon property) searcher_data (syne_tune.optimizer.schedulers.hyperband.HyperbandScheduler property) (syne_tune.optimizer.schedulers.HyperbandScheduler property) (syne_tune.optimizer.schedulers.multi_fidelity.MultiFidelitySchedulerMixin property) (syne_tune.optimizer.schedulers.synchronous.hyperband.SynchronousHyperbandCommon property) searcher_factory() (in module syne_tune.optimizer.schedulers.searchers) (in module syne_tune.optimizer.schedulers.searchers.searcher_factory) searcher_state_as_code() (benchmarking.utils.searcher_state_callback.StoreSearcherStatesCallback method) (benchmarking.utils.StoreSearcherStatesCallback method) seconds (syne_tune.backend.trial_status.TrialResult property) select_instance_type() (in module syne_tune.backend.sagemaker_backend.instance_info) 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.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.sagemaker_backend.sagemaker_backend.SageMakerBackend method) (syne_tune.backend.SageMakerBackend 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_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_logging_level() (in module syne_tune.experiments.launchers.hpo_main_common) 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) (syne_tune.optimizer.schedulers.searchers.model_based_searcher.ModelBasedSearcher method) (syne_tune.optimizer.schedulers.searchers.ModelBasedSearcher 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.sagemaker_backend.sagemaker_backend.SageMakerBackend method) (syne_tune.backend.SageMakerBackend method) (syne_tune.backend.trial_backend.TrialBackend 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) (syne_tune.optimizer.schedulers.searchers.searcher_base.StochasticSearcher method) (syne_tune.optimizer.schedulers.searchers.StochasticSearcher method) set_sampler() (syne_tune.config_space.Domain method) (syne_tune.config_space.FiniteRange method) (syne_tune.config_space.OrdinalNearestNeighbor 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) set_time_keeper() (syne_tune.optimizer.schedulers.fifo.FIFOScheduler method) (syne_tune.optimizer.schedulers.FIFOScheduler method) setattr() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon.ParameterDict method) setup_name (syne_tune.experiments.ShowTrialParameters attribute) (syne_tune.experiments.visualization.plotting.ShowTrialParameters attribute) shape (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon.Parameter property) should_not_suggest() (syne_tune.optimizer.schedulers.searchers.searcher_base.StochasticAndFilterDuplicatesSearcher method) (syne_tune.optimizer.schedulers.searchers.StochasticAndFilterDuplicatesSearcher method) show_init_trials (syne_tune.experiments.PlotParameters attribute) (syne_tune.experiments.visualization.plotting.PlotParameters attribute) ShowTrialParameters (class in syne_tune.experiments) (class in syne_tune.experiments.visualization.plotting) 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) SimulatorAndModelParamsCallback (class in syne_tune.optimizer.schedulers.searchers.searcher_callback) 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) single_objective_metric (syne_tune.optimizer.baselines.MOLinearScalarizationBayesOpt attribute) (syne_tune.optimizer.schedulers.multiobjective.linear_scalarizer.LinearScalarizedScheduler attribute) (syne_tune.optimizer.schedulers.multiobjective.LinearScalarizedScheduler attribute) size_of_current_rung() (syne_tune.optimizer.schedulers.synchronous.dehb_bracket.DifferentialEvolutionHyperbandBracket method) (syne_tune.optimizer.schedulers.synchronous.dehb_bracket_manager.DifferentialEvolutionHyperbandBracketManager method) SKIP_CONNECT (syne_tune.optimizer.schedulers.searchers.bayesopt.models.cost.linear_cost_model.NASBench201LinearCostModel.Op attribute) 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) sklearn_estimator() (in module syne_tune.remote.estimators) 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) SKLearnSurrogateSearcher (class in syne_tune.optimizer.schedulers.searchers.sklearn) (class in syne_tune.optimizer.schedulers.searchers.sklearn.sklearn_surrogate_searcher) 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) slot_in_rung() (syne_tune.optimizer.schedulers.synchronous.dehb.ExtendedSlotInRung method) slot_index (syne_tune.optimizer.schedulers.synchronous.hyperband_bracket.SlotInRung attribute) SlotInRung (class in syne_tune.optimizer.schedulers.synchronous.hyperband_bracket) sm_client (syne_tune.backend.sagemaker_backend.sagemaker_backend.SageMakerBackend property) (syne_tune.backend.SageMakerBackend property) snapshot_rungs() (syne_tune.optimizer.schedulers.hyperband.HyperbandBracketManager method) (syne_tune.optimizer.schedulers.hyperband_stopping.RungSystem method) source_dir (syne_tune.backend.sagemaker_backend.sagemaker_backend.SageMakerBackend property) (syne_tune.backend.SageMakerBackend property) 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_INSTANCE_COUNT (in module syne_tune.constants) ST_INSTANCE_TYPE (in module syne_tune.constants) ST_METADATA_FILENAME (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_SAGEMAKER_METRIC_TAG (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_DYHPO (syne_tune.optimizer.schedulers.searchers.dyhpo.hyperband_dyhpo.ScheduleDecision attribute) start_experiment_local_backend() (in module syne_tune.experiments.launchers.hpo_main_local) start_experiment_sagemaker_backend() (in module syne_tune.experiments.launchers.hpo_main_sagemaker) start_experiment_simulated_backend() (in module syne_tune.experiments.launchers.hpo_main_simulator) 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 (benchmarking.utils.searcher_state_callback.StoreSearcherStatesCallback property) (benchmarking.utils.StoreSearcherStatesCallback property) (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.sagemaker_backend.sagemaker_backend.SageMakerBackend method) (syne_tune.backend.SageMakerBackend method) (syne_tune.backend.trial_backend.TrialBackend method) stdout() (syne_tune.backend.local_backend.LocalBackend method) (syne_tune.backend.LocalBackend method) (syne_tune.backend.sagemaker_backend.sagemaker_backend.SageMakerBackend method) (syne_tune.backend.SageMakerBackend method) (syne_tune.backend.trial_backend.TrialBackend method) StochasticAndFilterDuplicatesSearcher (class in syne_tune.optimizer.schedulers.searchers) (class in syne_tune.optimizer.schedulers.searchers.searcher_base) StochasticSearcher (class in syne_tune.optimizer.schedulers.searchers) (class in syne_tune.optimizer.schedulers.searchers.searcher_base) 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) STOPPED_OR_COMPLETED (syne_tune.callbacks.hyperband_remove_checkpoints_callback.TrialStatus attribute) stopping (syne_tune.backend.trial_status.Status attribute) StoppingCriterion (class in syne_tune) (class in syne_tune.stopping_criterion) StoppingRungSystem (class in syne_tune.optimizer.schedulers.hyperband_stopping) store_results() (syne_tune.results_callback.StoreResultsCallback method) StoreResultsAndModelParamsCallback (class in syne_tune.optimizer.schedulers.searchers.searcher_callback) StoreResultsCallback (class in syne_tune.results_callback) StoreSearcherStatesCallback (class in benchmarking.utils) (class in benchmarking.utils.searcher_state_callback) str2bool() (in module syne_tune.experiments.launchers.hpo_main_common) 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) subplot_indices (syne_tune.experiments.SubplotParameters attribute) (syne_tune.experiments.visualization.plotting.SubplotParameters attribute) SubplotParameters (class in syne_tune.experiments) (class in syne_tune.experiments.visualization.plotting) subplots (syne_tune.experiments.PlotParameters attribute) (syne_tune.experiments.visualization.plotting.PlotParameters attribute) 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.ray_scheduler.RayTuneScheduler.RandomSearch method) (syne_tune.optimizer.schedulers.RayTuneScheduler.RandomSearch method) (syne_tune.optimizer.schedulers.scheduler_searcher.TrialSchedulerWithSearcher method) (syne_tune.optimizer.schedulers.transfer_learning.bounding_box.BoundingBox method) (syne_tune.optimizer.schedulers.transfer_learning.BoundingBox method) summary_schedule_keys() (syne_tune.optimizer.schedulers.searchers.dyhpo.hyperband_dyhpo.DyHPORungSystem static method) summary_schedule_records() (syne_tune.optimizer.schedulers.searchers.dyhpo.hyperband_dyhpo.DyHPORungSystem method) support_early_checkpoint_removal() (syne_tune.optimizer.schedulers.hyperband.HyperbandBracketManager method) (syne_tune.optimizer.schedulers.hyperband_promotion.PromotionRungSystem method) (syne_tune.optimizer.schedulers.hyperband_stopping.RungSystem method) (syne_tune.optimizer.schedulers.searchers.dyhpo.hyperband_dyhpo.DyHPORungSystem method) surrogate (syne_tune.experiments.benchmark_definitions.common.SurrogateBenchmarkDefinition attribute) surrogate_kwargs (syne_tune.experiments.benchmark_definitions.common.SurrogateBenchmarkDefinition attribute) SurrogateBenchmarkDefinition (class in syne_tune.experiments.benchmark_definitions.common) switch_updating() (syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon_blocks_helpers.ConstantPositiveVector method) sync_from_s3_command() (in module syne_tune.experiments.launchers.utils) SyncBOHB (class in syne_tune.optimizer.baselines) SyncBOHB() (in module syne_tune.experiments.default_baselines) SYNCHB (benchmarking.examples.benchmark_dehb.baselines.Methods attribute) (benchmarking.examples.benchmark_hypertune.baselines.Methods attribute) SYNCHB_ORD (benchmarking.examples.benchmark_dehb.baselines.Methods attribute) SynchronousBracket (class in syne_tune.optimizer.schedulers.synchronous.hyperband_bracket) SynchronousGeometricHyperbandScheduler (class in syne_tune.optimizer.schedulers.synchronous) (class in syne_tune.optimizer.schedulers.synchronous.hyperband_impl) SynchronousHyperbandBracket (class in syne_tune.optimizer.schedulers.synchronous.hyperband_bracket) SynchronousHyperbandBracketManager (class in syne_tune.optimizer.schedulers.synchronous.hyperband_bracket_manager) SynchronousHyperbandCommon (class in syne_tune.optimizer.schedulers.synchronous.hyperband) SynchronousHyperbandRungSystem (class in syne_tune.optimizer.schedulers.synchronous.hyperband_rung_system) SynchronousHyperbandScheduler (class in syne_tune.optimizer.schedulers.synchronous) (class in syne_tune.optimizer.schedulers.synchronous.hyperband) SyncHyperband (class in syne_tune.optimizer.baselines) SyncHyperband() (in module syne_tune.experiments.default_baselines) SYNCMOBSTER (benchmarking.examples.benchmark_dehb.baselines.Methods attribute) SyncMOBSTER (class in syne_tune.optimizer.baselines) SyncMOBSTER() (in module syne_tune.experiments.default_baselines) 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.sagemaker_backend module syne_tune.backend.sagemaker_backend.custom_framework module syne_tune.backend.sagemaker_backend.instance_info module syne_tune.backend.sagemaker_backend.sagemaker_backend module syne_tune.backend.sagemaker_backend.sagemaker_utils 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.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.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.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.hyperband_remove_checkpoints_callback module syne_tune.callbacks.hyperband_remove_checkpoints_score module syne_tune.callbacks.remove_checkpoints_callback module syne_tune.callbacks.tensorboard_callback module syne_tune.config_space module syne_tune.constants module syne_tune.experiments module syne_tune.experiments.baselines module syne_tune.experiments.benchmark_definitions.common module syne_tune.experiments.benchmark_definitions.fcnet module syne_tune.experiments.benchmark_definitions.lcbench module syne_tune.experiments.benchmark_definitions.nas201 module syne_tune.experiments.default_baselines module syne_tune.experiments.experiment_result module syne_tune.experiments.launchers module syne_tune.experiments.launchers.hpo_main_common module syne_tune.experiments.launchers.hpo_main_local module syne_tune.experiments.launchers.hpo_main_sagemaker module syne_tune.experiments.launchers.hpo_main_simulator module syne_tune.experiments.launchers.launch_remote_common module syne_tune.experiments.launchers.launch_remote_simulator module syne_tune.experiments.launchers.utils module syne_tune.experiments.util module syne_tune.experiments.visualization module syne_tune.experiments.visualization.aggregate_results module syne_tune.experiments.visualization.multiobjective module syne_tune.experiments.visualization.pareto_set module syne_tune.experiments.visualization.plot_per_trial module syne_tune.experiments.visualization.plotting module syne_tune.experiments.visualization.results_utils 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.fifo module syne_tune.optimizer.schedulers.hyperband module syne_tune.optimizer.schedulers.hyperband_checkpoint_removal module syne_tune.optimizer.schedulers.hyperband_cost_promotion module syne_tune.optimizer.schedulers.hyperband_pasha module syne_tune.optimizer.schedulers.hyperband_promotion module syne_tune.optimizer.schedulers.hyperband_rush module syne_tune.optimizer.schedulers.hyperband_stopping 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.linear_scalarizer module syne_tune.optimizer.schedulers.multiobjective.moasha module syne_tune.optimizer.schedulers.multiobjective.multi_objective_regularized_evolution module syne_tune.optimizer.schedulers.multiobjective.multi_surrogate_multi_objective_searcher module syne_tune.optimizer.schedulers.multiobjective.multiobjective_priority module syne_tune.optimizer.schedulers.multiobjective.non_dominated_priority module syne_tune.optimizer.schedulers.multiobjective.nsga2_searcher module syne_tune.optimizer.schedulers.multiobjective.random_scalarization module syne_tune.optimizer.schedulers.multiobjective.utils module syne_tune.optimizer.schedulers.neuralbands module syne_tune.optimizer.schedulers.neuralbands.networks module syne_tune.optimizer.schedulers.neuralbands.neuralband module syne_tune.optimizer.schedulers.neuralbands.neuralband_supplement module syne_tune.optimizer.schedulers.pbt module syne_tune.optimizer.schedulers.random_seeds module syne_tune.optimizer.schedulers.ray_scheduler module syne_tune.optimizer.schedulers.remove_checkpoints module syne_tune.optimizer.schedulers.scheduler_searcher 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.linear_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.bore.multi_fidelity_bore module syne_tune.optimizer.schedulers.searchers.botorch module syne_tune.optimizer.schedulers.searchers.botorch.botorch_searcher module syne_tune.optimizer.schedulers.searchers.botorch.botorch_transfer_searcher module syne_tune.optimizer.schedulers.searchers.bracket_distribution module syne_tune.optimizer.schedulers.searchers.constrained module syne_tune.optimizer.schedulers.searchers.constrained.constrained_gp_fifo_searcher module syne_tune.optimizer.schedulers.searchers.cost_aware module syne_tune.optimizer.schedulers.searchers.cost_aware.cost_aware_gp_fifo_searcher module syne_tune.optimizer.schedulers.searchers.cost_aware.cost_aware_gp_multifidelity_searcher module syne_tune.optimizer.schedulers.searchers.dyhpo module syne_tune.optimizer.schedulers.searchers.dyhpo.dyhpo_searcher module syne_tune.optimizer.schedulers.searchers.dyhpo.hyperband_dyhpo module syne_tune.optimizer.schedulers.searchers.gp_fifo_searcher module syne_tune.optimizer.schedulers.searchers.gp_multifidelity_searcher module syne_tune.optimizer.schedulers.searchers.gp_searcher_factory module syne_tune.optimizer.schedulers.searchers.gp_searcher_utils module syne_tune.optimizer.schedulers.searchers.hypertune module syne_tune.optimizer.schedulers.searchers.hypertune.hypertune_bracket_distribution module syne_tune.optimizer.schedulers.searchers.hypertune.hypertune_searcher module syne_tune.optimizer.schedulers.searchers.kde module syne_tune.optimizer.schedulers.searchers.kde.kde_searcher module syne_tune.optimizer.schedulers.searchers.kde.multi_fidelity_kde_searcher module syne_tune.optimizer.schedulers.searchers.model_based_searcher module syne_tune.optimizer.schedulers.searchers.random_grid_searcher module syne_tune.optimizer.schedulers.searchers.regularized_evolution module syne_tune.optimizer.schedulers.searchers.searcher module syne_tune.optimizer.schedulers.searchers.searcher_base module syne_tune.optimizer.schedulers.searchers.searcher_callback module syne_tune.optimizer.schedulers.searchers.searcher_factory module syne_tune.optimizer.schedulers.searchers.sklearn module syne_tune.optimizer.schedulers.searchers.sklearn.sklearn_surrogate_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.synchronous module syne_tune.optimizer.schedulers.synchronous.dehb module syne_tune.optimizer.schedulers.synchronous.dehb_bracket module syne_tune.optimizer.schedulers.synchronous.dehb_bracket_manager module syne_tune.optimizer.schedulers.synchronous.hyperband module syne_tune.optimizer.schedulers.synchronous.hyperband_bracket module syne_tune.optimizer.schedulers.synchronous.hyperband_bracket_manager module syne_tune.optimizer.schedulers.synchronous.hyperband_impl module syne_tune.optimizer.schedulers.synchronous.hyperband_rung_system 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.rush 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.remote module syne_tune.remote.constants module syne_tune.remote.estimators module syne_tune.remote.remote_launcher module syne_tune.remote.remote_main module syne_tune.remote.remote_metrics_callback module syne_tune.remote.scheduling module syne_tune.report module syne_tune.results_callback module syne_tune.stopping_criterion module syne_tune.try_import 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) syne_tune_image_uri() (in module syne_tune.remote.remote_launcher)

T

targets (syne_tune.optimizer.schedulers.searchers.bayesopt.models.estimator.TransformedData attribute) task_continues() (syne_tune.optimizer.schedulers.hyperband_rush.RUSHDecider 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) tick_params (syne_tune.experiments.PlotParameters attribute) (syne_tune.experiments.visualization.plotting.PlotParameters attribute) 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.hyperband.TrialInformation attribute) (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) title (syne_tune.experiments.PlotParameters attribute) (syne_tune.experiments.visualization.plotting.PlotParameters attribute) title_each_figure (syne_tune.experiments.SubplotParameters attribute) (syne_tune.experiments.visualization.plotting.SubplotParameters attribute) titles (syne_tune.experiments.SubplotParameters attribute) (syne_tune.experiments.visualization.plotting.SubplotParameters attribute) 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.TransferLearningTaskEvaluations method) top_k_hyperparameter_configurations_per_task() (syne_tune.optimizer.schedulers.transfer_learning.TransferLearningMixin method) top_list_for_previous_rung() (syne_tune.optimizer.schedulers.synchronous.dehb_bracket.DifferentialEvolutionHyperbandBracket method) top_of_previous_rung() (syne_tune.optimizer.schedulers.synchronous.dehb_bracket_manager.DifferentialEvolutionHyperbandBracketManager method) train() (syne_tune.optimizer.schedulers.neuralbands.networks.Exploitation method) training (syne_tune.optimizer.schedulers.neuralbands.networks.NetworkExploitation attribute) training_end_time (syne_tune.backend.trial_status.TrialResult attribute) transfer_learning_evaluations (syne_tune.experiments.baselines.MethodArguments attribute) TransferLearningMixin (class in syne_tune.optimizer.schedulers.transfer_learning) TransferLearningTaskEvaluations (class in syne_tune.optimizer.schedulers.transfer_learning) 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)

transformer_wikitext2_benchmark() (in module benchmarking.benchmark_definitions.transformer_wikitext2) Trial (class in syne_tune.backend.trial_status) trial (syne_tune.optimizer.schedulers.pbt.PBTTrialState attribute) trial_decision (syne_tune.optimizer.schedulers.hyperband.TrialInformation attribute) trial_id (syne_tune.backend.simulator_backend.events.Event attribute) (syne_tune.backend.simulator_backend.events.StartEvent attribute) (syne_tune.backend.simulator_backend.events.StopEvent attribute) (syne_tune.backend.trial_status.Trial attribute) (syne_tune.callbacks.hyperband_remove_checkpoints_callback.TrialInformation attribute) (syne_tune.experiments.ShowTrialParameters attribute) (syne_tune.experiments.visualization.plotting.ShowTrialParameters attribute) (syne_tune.optimizer.schedulers.searchers.bayesopt.datatypes.common.PendingEvaluation property) (syne_tune.optimizer.schedulers.searchers.bayesopt.datatypes.common.TrialEvaluations attribute) (syne_tune.optimizer.schedulers.synchronous.hyperband_bracket.SlotInRung attribute) trial_id_for_slot() (syne_tune.optimizer.schedulers.synchronous.dehb_bracket.DifferentialEvolutionHyperbandBracket method) trial_id_from_parent_slot() (syne_tune.optimizer.schedulers.synchronous.dehb_bracket_manager.DifferentialEvolutionHyperbandBracketManager method) 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) TrialInformation (class in syne_tune.callbacks.hyperband_remove_checkpoints_callback) (class in syne_tune.optimizer.schedulers.hyperband) (class in syne_tune.optimizer.schedulers.synchronous.dehb) TrialResult (class in syne_tune.backend.trial_status) trials_checkpoints_can_be_removed() (syne_tune.callbacks.remove_checkpoints_callback.DefaultRemoveCheckpointsSchedulerMixin method) (syne_tune.optimizer.schedulers.multiobjective.linear_scalarizer.LinearScalarizedScheduler method) (syne_tune.optimizer.schedulers.multiobjective.LinearScalarizedScheduler method) (syne_tune.optimizer.schedulers.synchronous.hyperband.SynchronousHyperbandScheduler method) (syne_tune.optimizer.schedulers.synchronous.SynchronousHyperbandScheduler method) trials_resumed_without_checkpoint() (syne_tune.callbacks.hyperband_remove_checkpoints_callback.HyperbandRemoveCheckpointsCommon method) TrialScheduler (class in syne_tune.optimizer.scheduler) TrialSchedulerWithSearcher (class in syne_tune.optimizer.schedulers.scheduler_searcher) TrialsOfExperimentResults (class in syne_tune.experiments) (class in syne_tune.experiments.visualization.plot_per_trial) TrialStatus (class in syne_tune.callbacks.hyperband_remove_checkpoints_callback) TrialSuggestion (class in syne_tune.optimizer.scheduler) try_import_aws_message() (in module syne_tune.try_import) try_import_backends_message() (in module syne_tune.try_import) try_import_benchmarks_message() (in module syne_tune.try_import) try_import_blackbox_repository_message() (in module syne_tune.try_import) try_import_bore_message() (in module syne_tune.try_import) try_import_botorch_message() (in module syne_tune.try_import) try_import_gpsearchers_message() (in module syne_tune.try_import) try_import_kde_message() (in module syne_tune.try_import) try_import_moo_message() (in module syne_tune.try_import) try_import_raytune_message() (in module syne_tune.try_import) try_import_sklearn_message() (in module syne_tune.try_import) try_import_visual_message() (in module syne_tune.try_import) try_import_yahpo_message() (in module syne_tune.try_import) 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) type (syne_tune.experiments.launchers.hpo_main_common.Parameter attribute)

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) untar() (in module syne_tune.backend.sagemaker_backend.sagemaker_utils) unwrap_parameter() (in module syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd.gluon_blocks_helpers) update() (syne_tune.callbacks.hyperband_remove_checkpoints_callback.BetaBinomialEstimator method) (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.optimizer.schedulers.searchers.bayesopt.models.cost.linear_cost_model.LinearCostModel method) (syne_tune.tuning_status.TuningStatus method)

update_backend_with_remote_paths() (syne_tune.remote.remote_launcher.RemoteLauncher 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) upload_dir() (syne_tune.remote.remote_launcher.RemoteLauncher method) upper_int (syne_tune.config_space.OrdinalNearestNeighbor property) use_single_model (syne_tune.optimizer.schedulers.searchers.bayesopt.models.model_transformer.ModelStateTransformer property) use_surrogates (syne_tune.experiments.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

validate_hash() (in module syne_tune.blackbox_repository.conversion_scripts.utils) 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 (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) xlabel (syne_tune.experiments.PlotParameters attribute) (syne_tune.experiments.visualization.plotting.PlotParameters attribute)

xlim (syne_tune.experiments.PlotParameters attribute) (syne_tune.experiments.visualization.plotting.PlotParameters attribute) xlims (syne_tune.experiments.SubplotParameters attribute) (syne_tune.experiments.visualization.plotting.SubplotParameters attribute)

Y

YAHPORecipe (class in syne_tune.blackbox_repository.conversion_scripts.scripts.yahpo_import) ylabel (syne_tune.experiments.PlotParameters attribute) (syne_tune.experiments.visualization.plotting.PlotParameters attribute)

ylim (syne_tune.experiments.PlotParameters attribute) (syne_tune.experiments.visualization.plotting.PlotParameters attribute)

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.baselines) (class in syne_tune.optimizer.schedulers.transfer_learning.zero_shot)