syne_tune.optimizer package

Subpackages

• syne_tune.optimizer.schedulers package
  • FIFOScheduler
    • FIFOScheduler.searcher
    • FIFOScheduler.set_time_keeper()
    • FIFOScheduler.on_trial_result()
    • FIFOScheduler.metric_names()
    • FIFOScheduler.metric_mode()
    • FIFOScheduler.is_multiobjective_scheduler()
  • HyperbandScheduler
    • HyperbandScheduler.does_pause_resume()
    • HyperbandScheduler.rung_levels
    • HyperbandScheduler.num_brackets
    • HyperbandScheduler.resource_attr
    • HyperbandScheduler.max_resource_level
    • HyperbandScheduler.searcher_data
    • HyperbandScheduler.on_trial_error()
    • HyperbandScheduler.on_trial_result()
    • HyperbandScheduler.on_trial_remove()
    • HyperbandScheduler.on_trial_complete()
    • HyperbandScheduler.callback_for_checkpoint_removal()
  • MedianStoppingRule
    • MedianStoppingRule.on_trial_result()
    • MedianStoppingRule.grace_condition()
    • MedianStoppingRule.metric_names()
    • MedianStoppingRule.metric_mode()
  • PopulationBasedTraining
    • PopulationBasedTraining.on_trial_add()
    • PopulationBasedTraining.on_trial_result()
  • RayTuneScheduler
    • RayTuneScheduler.RT_FIFOScheduler
    • RayTuneScheduler.RT_Searcher
    • RayTuneScheduler.RandomSearch
      • RayTuneScheduler.RandomSearch.suggest()
      • RayTuneScheduler.RandomSearch.on_trial_complete()
    • RayTuneScheduler.on_trial_add()
    • RayTuneScheduler.on_trial_error()
    • RayTuneScheduler.on_trial_result()
    • RayTuneScheduler.on_trial_complete()
    • RayTuneScheduler.on_trial_remove()
    • RayTuneScheduler.metric_names()
    • RayTuneScheduler.metric_mode()
    • RayTuneScheduler.convert_config_space()
  • Subpackages
    • syne_tune.optimizer.schedulers.multiobjective package
      • MOASHA
      • MultiObjectiveRegularizedEvolution
      • NSGA2Searcher
      • LinearScalarizedScheduler
      • MultiObjectiveMultiSurrogateSearcher
      • MultiObjectiveLCBRandomLinearScalarization
      • Submodules
    • syne_tune.optimizer.schedulers.neuralbands package
      • NeuralbandScheduler
      • Submodules
    • syne_tune.optimizer.schedulers.searchers package
      • BaseSearcher
      • impute_points_to_evaluate()
      • StochasticSearcher
      • StochasticAndFilterDuplicatesSearcher
      • extract_random_seed()
      • RandomSearcher
      • GridSearcher
      • searcher_factory()
      • ModelBasedSearcher
      • BayesianOptimizationSearcher
      • GPFIFOSearcher
      • GPMultiFidelitySearcher
      • Subpackages
      • Submodules
    • syne_tune.optimizer.schedulers.synchronous package
      • SynchronousHyperbandScheduler
      • SynchronousGeometricHyperbandScheduler
      • DifferentialEvolutionHyperbandScheduler
      • GeometricDifferentialEvolutionHyperbandScheduler
      • Submodules
    • syne_tune.optimizer.schedulers.transfer_learning package
      • TransferLearningTaskEvaluations
      • TransferLearningMixin
      • BoundingBox
      • RUSHScheduler
      • Subpackages
      • Submodules
    • syne_tune.optimizer.schedulers.utils package
      • Submodules
  • Submodules
    • syne_tune.optimizer.schedulers.fifo module
      • FIFOScheduler
    • syne_tune.optimizer.schedulers.hyperband module
      • is_continue_decision()
      • TrialInformation
      • HyperbandScheduler
      • HyperbandBracketManager
    • syne_tune.optimizer.schedulers.hyperband_checkpoint_removal module
      • create_callback_for_checkpoint_removal()
    • syne_tune.optimizer.schedulers.hyperband_cost_promotion module
      • CostPromotionRungEntry
      • CostPromotionRungSystem
    • syne_tune.optimizer.schedulers.hyperband_pasha module
      • PASHARungSystem
    • syne_tune.optimizer.schedulers.hyperband_promotion module
      • PromotionRungEntry
      • PromotionRungSystem
    • syne_tune.optimizer.schedulers.hyperband_rush module
      • RUSHDecider
      • RUSHStoppingRungSystem
      • RUSHPromotionRungSystem
    • syne_tune.optimizer.schedulers.hyperband_stopping module
      • RungEntry
      • Rung
      • RungSystem
      • StoppingRungSystem
    • syne_tune.optimizer.schedulers.median_stopping_rule module
      • MedianStoppingRule
    • syne_tune.optimizer.schedulers.multi_fidelity module
      • MultiFidelitySchedulerMixin
    • syne_tune.optimizer.schedulers.pbt module
      • PBTTrialState
      • PopulationBasedTraining
    • syne_tune.optimizer.schedulers.random_seeds module
      • generate_random_seed()
      • RandomSeedGenerator
    • syne_tune.optimizer.schedulers.ray_scheduler module
      • RayTuneScheduler
    • syne_tune.optimizer.schedulers.remove_checkpoints module
      • RemoveCheckpointsSchedulerMixin
    • syne_tune.optimizer.schedulers.scheduler_searcher module
      • TrialSchedulerWithSearcher
    • syne_tune.optimizer.schedulers.smac_scheduler module

Submodules

• syne_tune.optimizer.baselines module
  • RandomSearch
  • GridSearch
  • BayesianOptimization
  • ASHA
  • MOBSTER
  • HyperTune
  • DyHPO
  • PASHA
  • BOHB
  • SyncHyperband
  • SyncBOHB
  • DEHB
  • SyncMOBSTER
  • BORE
  • ASHABORE
  • BoTorch
  • REA
  • create_gaussian_process_estimator()
  • MORandomScalarizationBayesOpt
  • NSGA2
  • MOREA
  • MOLinearScalarizationBayesOpt
    • MOLinearScalarizationBayesOpt.scalarization_weights
    • MOLinearScalarizationBayesOpt.single_objective_metric
    • MOLinearScalarizationBayesOpt.base_scheduler
  • ConstrainedBayesianOptimization
  • ZeroShotTransfer
  • ASHACTS
  • KDE
  • CQR
  • ASHACQR
• syne_tune.optimizer.scheduler module
  • SchedulerDecision
    • SchedulerDecision.CONTINUE
    • SchedulerDecision.PAUSE
    • SchedulerDecision.STOP
  • TrialSuggestion
    • TrialSuggestion.spawn_new_trial_id
    • TrialSuggestion.checkpoint_trial_id
    • TrialSuggestion.config
    • TrialSuggestion.start_suggestion()
    • TrialSuggestion.resume_suggestion()
  • TrialScheduler
    • TrialScheduler.suggest()
    • TrialScheduler.on_trial_add()
    • TrialScheduler.on_trial_error()
    • TrialScheduler.on_trial_result()
    • TrialScheduler.on_trial_complete()
    • TrialScheduler.on_trial_remove()
    • TrialScheduler.metric_names()
    • TrialScheduler.metric_mode()
    • TrialScheduler.metadata()
    • TrialScheduler.is_multiobjective_scheduler()