syne_tune.optimizer.schedulers.searchers package

Subpackages

• syne_tune.optimizer.schedulers.searchers.bayesopt package
  • Subpackages
    • syne_tune.optimizer.schedulers.searchers.bayesopt.datatypes package
      • Submodules
    • syne_tune.optimizer.schedulers.searchers.bayesopt.gpautograd package
      • SliceException
      • Subpackages
      • Submodules
    • syne_tune.optimizer.schedulers.searchers.bayesopt.models package
      • Subpackages
      • Submodules
    • syne_tune.optimizer.schedulers.searchers.bayesopt.sklearn package
      • SKLearnPredictor
      • SKLearnEstimator
      • Submodules
    • syne_tune.optimizer.schedulers.searchers.bayesopt.tuning_algorithms package
      • Submodules
    • syne_tune.optimizer.schedulers.searchers.bayesopt.utils package
      • Submodules
• syne_tune.optimizer.schedulers.searchers.bore package
  • Bore
    • Bore.suggest()
    • Bore.on_trial_complete()
  • Submodules
    • syne_tune.optimizer.schedulers.searchers.bore.bore module
      • Bore
    • syne_tune.optimizer.schedulers.searchers.bore.de module
      • DifferentialevolutionOptimizer
    • syne_tune.optimizer.schedulers.searchers.bore.legacy_bore module
    • syne_tune.optimizer.schedulers.searchers.bore.legacy_multi_fidelity_bore module
    • syne_tune.optimizer.schedulers.searchers.bore.mlp_classififer module
      • MLP
• syne_tune.optimizer.schedulers.searchers.botorch package
  • Submodules
    • syne_tune.optimizer.schedulers.searchers.botorch.botorch_searcher module
      • BoTorchSearcher
• syne_tune.optimizer.schedulers.searchers.conformal package
  • Subpackages
    • syne_tune.optimizer.schedulers.searchers.conformal.surrogate package
      • Submodules
  • Submodules
    • syne_tune.optimizer.schedulers.searchers.conformal.conformal_quantile_regression_searcher module
      • ConformalQuantileRegression
    • syne_tune.optimizer.schedulers.searchers.conformal.legacy_surrogate_searcher module
• syne_tune.optimizer.schedulers.searchers.kde package
  • KernelDensityEstimator
    • KernelDensityEstimator.on_trial_complete()
    • KernelDensityEstimator.suggest()
  • Submodules
    • syne_tune.optimizer.schedulers.searchers.kde.kde_searcher module
      • KernelDensityEstimator
• syne_tune.optimizer.schedulers.searchers.utils package
  • HyperparameterRanges
    • HyperparameterRanges.internal_keys
    • HyperparameterRanges.config_space_for_sampling
    • HyperparameterRanges.to_ndarray()
    • HyperparameterRanges.to_ndarray_matrix()
    • HyperparameterRanges.ndarray_size
    • HyperparameterRanges.from_ndarray()
    • HyperparameterRanges.encoded_ranges
    • HyperparameterRanges.is_attribute_fixed()
    • HyperparameterRanges.random_config()
    • HyperparameterRanges.random_configs()
    • HyperparameterRanges.get_ndarray_bounds()
    • HyperparameterRanges.filter_for_last_pos_value()
    • HyperparameterRanges.config_to_tuple()
    • HyperparameterRanges.tuple_to_config()
    • HyperparameterRanges.config_to_match_string()
  • make_hyperparameter_ranges()
  • HyperparameterRangesImpl
    • HyperparameterRangesImpl.ndarray_size
    • HyperparameterRangesImpl.to_ndarray()
    • HyperparameterRangesImpl.from_ndarray()
    • HyperparameterRangesImpl.encoded_ranges
    • HyperparameterRangesImpl.get_ndarray_bounds()
  • LinearScaling
    • LinearScaling.to_internal()
    • LinearScaling.from_internal()
  • LogScaling
    • LogScaling.to_internal()
    • LogScaling.from_internal()
  • ReverseLogScaling
    • ReverseLogScaling.to_internal()
    • ReverseLogScaling.from_internal()
  • get_scaling()
  • Submodules
    • syne_tune.optimizer.schedulers.searchers.utils.common module
    • syne_tune.optimizer.schedulers.searchers.utils.default_arguments module
      • CheckType
      • Float
      • Integer
      • IntegerOrNone
      • Categorical
      • String
      • Boolean
      • Dictionary
      • check_and_merge_defaults()
      • filter_by_key()
      • assert_no_invalid_options()
    • syne_tune.optimizer.schedulers.searchers.utils.exclusion_list module
      • ExclusionList
      • ExclusionListFromState
    • syne_tune.optimizer.schedulers.searchers.utils.hp_ranges module
      • HyperparameterRanges
    • syne_tune.optimizer.schedulers.searchers.utils.hp_ranges_factory module
      • make_hyperparameter_ranges()
    • syne_tune.optimizer.schedulers.searchers.utils.hp_ranges_impl module
      • HyperparameterRange
      • scale_from_zero_one()
      • HyperparameterRangeContinuous
      • HyperparameterRangeInteger
      • HyperparameterRangeFiniteRange
      • HyperparameterRangeCategorical
      • HyperparameterRangeCategoricalNonBinary
      • HyperparameterRangeCategoricalBinary
      • HyperparameterRangeOrdinalEqual
      • HyperparameterRangeOrdinalNearestNeighbor
      • HyperparameterRangesImpl
      • decode_extended_features()
    • syne_tune.optimizer.schedulers.searchers.utils.scaling module
      • Scaling
      • LinearScaling
      • LogScaling
      • ReverseLogScaling
      • get_scaling()
    • syne_tune.optimizer.schedulers.searchers.utils.warmstarting module
      • create_hp_ranges_for_warmstarting()
      • create_filter_observed_data_for_warmstarting()
      • create_base_gp_kernel_for_warmstarting()

Submodules

• syne_tune.optimizer.schedulers.searchers.last_value_multi_fidelity_searcher module
  • LastValueMultiFidelitySearcher
    • LastValueMultiFidelitySearcher.suggest()
    • LastValueMultiFidelitySearcher.should_update()
    • LastValueMultiFidelitySearcher.num_results()
    • LastValueMultiFidelitySearcher.make_input_target()
    • LastValueMultiFidelitySearcher.fit_model()
    • LastValueMultiFidelitySearcher.on_trial_complete()
    • LastValueMultiFidelitySearcher.on_trial_result()
    • LastValueMultiFidelitySearcher.sample_random()
    • LastValueMultiFidelitySearcher.configs_to_df()
• syne_tune.optimizer.schedulers.searchers.multi_fidelity_searcher module
  • IndependentMultiFidelitySearcher
    • IndependentMultiFidelitySearcher.suggest()
    • IndependentMultiFidelitySearcher.on_trial_result()
    • IndependentMultiFidelitySearcher.on_trial_complete()
• syne_tune.optimizer.schedulers.searchers.random_searcher module
  • sample_random_config()
  • RandomSearcher
    • RandomSearcher.suggest()
  • MultiObjectiveRandomSearcher
    • MultiObjectiveRandomSearcher.suggest()
• syne_tune.optimizer.schedulers.searchers.regularized_evolution module
  • PopulationElement
    • PopulationElement.score
    • PopulationElement.config
    • PopulationElement.results
  • mutate_config()
  • sample_random_config()
  • RegularizedEvolution
    • RegularizedEvolution.suggest()
    • RegularizedEvolution.on_trial_complete()
• syne_tune.optimizer.schedulers.searchers.searcher module
  • BaseSearcher
    • BaseSearcher.suggest()
    • BaseSearcher.on_trial_result()
    • BaseSearcher.on_trial_error()
    • BaseSearcher.on_trial_complete()
• syne_tune.optimizer.schedulers.searchers.searcher_factory module
  • searcher_factory()
• syne_tune.optimizer.schedulers.searchers.single_objective_searcher module
  • SingleObjectiveBaseSearcher
    • SingleObjectiveBaseSearcher.on_trial_result()
    • SingleObjectiveBaseSearcher.on_trial_complete()