syne_tune.optimizer package

Subpackages

• syne_tune.optimizer.schedulers package
  • MedianStoppingRule
    • MedianStoppingRule.suggest()
    • MedianStoppingRule.on_trial_result()
    • MedianStoppingRule.grace_condition()
    • MedianStoppingRule.metadata()
    • MedianStoppingRule.metric_names()
    • MedianStoppingRule.metric_mode()
  • PopulationBasedTraining
    • PopulationBasedTraining.on_trial_add()
    • PopulationBasedTraining.on_trial_result()
    • PopulationBasedTraining.suggest()
    • PopulationBasedTraining.metadata()
    • PopulationBasedTraining.metric_names()
    • PopulationBasedTraining.metric_mode()
  • Subpackages
    • syne_tune.optimizer.schedulers.multiobjective package
      • MultiObjectiveRegularizedEvolution
      • Submodules
    • syne_tune.optimizer.schedulers.searchers package
      • Subpackages
      • Submodules
    • syne_tune.optimizer.schedulers.transfer_learning package
      • LegacyTransferLearningTaskEvaluations
      • LegacyTransferLearningMixin
      • Subpackages
      • Submodules
    • syne_tune.optimizer.schedulers.utils package
      • Submodules
  • Submodules
    • syne_tune.optimizer.schedulers.asha module
      • AsynchronousSuccessiveHalving
      • Bracket
    • syne_tune.optimizer.schedulers.ask_tell_scheduler module
      • AskTellScheduler
    • 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.remove_checkpoints module
      • RemoveCheckpointsSchedulerMixin
    • syne_tune.optimizer.schedulers.single_fidelity_scheduler module
      • SingleFidelityScheduler
    • syne_tune.optimizer.schedulers.single_objective_scheduler module
      • SingleObjectiveScheduler
    • syne_tune.optimizer.schedulers.smac_scheduler module

Submodules

• syne_tune.optimizer.baselines module
  • RandomSearch
  • BORE
  • TPE
  • REA
  • BOTorch
  • ASHA
  • ASHABORE
  • ASHACQR
  • BOHB
  • CQR
• 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.metadata()