Index

_

__call__() (smac.callbacks.IncorporateRunResultCallback method) (smac.optimizer.acquisition.AbstractAcquisitionFunction method) (smac.utils.io.cmd_reader.CheckScenarioFileAction method) (smac.utils.io.cmd_reader.DevHelpAction method) (smac.utils.io.cmd_reader.ParseOverallObjectiveAction method) (smac.utils.io.cmd_reader.ParseRandomConfigurationChooserAction method) (smac.utils.io.cmd_reader.ProcessOutputDirAction method) (smac.utils.io.cmd_reader.ProcessRunObjectiveAction method) (smac.utils.io.cmd_reader.ReadFeatureFileAction method) (smac.utils.io.cmd_reader.ReadPCSFileAction method) (smac.utils.io.cmd_reader.ReadTestInstFileAction method) (smac.utils.io.cmd_reader.ReadTrainInstFileAction method) (smac.utils.io.cmd_reader.StandardHelpAction method)

__contains__() (smac.runhistory.runhistory.RunHistory method) __del__() (smac.tae.dask_runner.DaskParallelRunner method) __getitem__() (smac.runhistory.runhistory.RunHistory method) __iter__() (smac.runhistory.runhistory.RunHistory method) __len__() (smac.runhistory.runhistory.RunHistory method) __new__() (smac.runhistory.runhistory.RunInfo static method) (smac.runhistory.runhistory.RunKey static method)

A

abort_i_first_run_crash (smac.tae.dask_runner.DaskParallelRunner attribute) (smac.tae.serial_runner.SerialRunner attribute) abort_on_first_run_crash (smac.tae.base.BaseRunner attribute) AbstractAcquisitionFunction (class in smac.optimizer.acquisition) AbstractRacer (class in smac.intensification.abstract_racer) AbstractTAFunc (class in smac.tae.execute_func) aclib_traj_fn (smac.utils.io.traj_logging.TrajLogger attribute) AcquisitionFunctionMaximizer (class in smac.optimizer.acquisition.maximizer)

add() (smac.runhistory.runhistory.RunHistory method) add_entry() (smac.utils.io.traj_logging.TrajLogger method) add_new_observations() (smac.optimizer.subspaces.LocalSubspace method) (smac.optimizer.subspaces.turbo_subspace.TuRBOSubSpace method) add_parser() (smac.utils.io.cmd_reader.SMACArgumentParser method) additional_info (smac.runhistory.runhistory.RunValue attribute) adjust_length() (smac.optimizer.subspaces.turbo_subspace.TuRBOSubSpace method) AugmentedLocalGaussianProcess (class in smac.epm.gaussian_process.augmented) average_cost() (smac.runhistory.runhistory.RunHistory method)

B

BaseEPM (class in smac.epm.base_epm) BaseImputor (class in smac.epm.base_imputor) BaseModel (class in smac.epm.gaussian_process) (class in smac.epm.random_forest) BaseRunner (class in smac.tae.base) BB BO

BOHB BOinGChooser (class in smac.optimizer.configuration_chooser.boing_chooser) BOinGSubspace (class in smac.optimizer.subspaces.boing_subspace) bounds (smac.epm.random_forest.RandomForestWithInstances attribute) (smac.epm.random_forest.rf_with_instances.RandomForestWithInstances attribute) Budget budget (smac.runhistory.runhistory.InstSeedBudgetKey attribute) (smac.utils.io.traj_logging.TrajEntry attribute)

C

ChallengerList (class in smac.optimizer.acquisition.maximizer) ChallengerListLocal (class in smac.optimizer.subspaces) change_threshold (smac.epm.random_forest.rfr_imputator.RFRImputator attribute) check() (smac.optimizer.configuration_chooser.random_chooser.ChooserCosineAnnealing method) (smac.optimizer.configuration_chooser.random_chooser.ChooserLinearCoolDown method) (smac.optimizer.configuration_chooser.random_chooser.ChooserNoCoolDown method) (smac.optimizer.configuration_chooser.random_chooser.ChooserProb method) (smac.optimizer.configuration_chooser.random_chooser.ChooserProbCoolDown method) (smac.optimizer.configuration_chooser.random_chooser.RandomChooser method) check_subspace_points() (in module smac.epm.utils) CheckScenarioFileAction (class in smac.utils.io.cmd_reader) choose_next() (smac.optimizer.configuration_chooser.boing_chooser.BOinGChooser method) (smac.optimizer.configuration_chooser.epm_chooser.EPMChooser method) (smac.optimizer.configuration_chooser.turbo_chooser.TurBOChooser method) ChooserCosineAnnealing (class in smac.optimizer.configuration_chooser.random_chooser) ChooserLinearCoolDown (class in smac.optimizer.configuration_chooser.random_chooser) ChooserNoCoolDown (class in smac.optimizer.configuration_chooser.random_chooser) ChooserProb (class in smac.optimizer.configuration_chooser.random_chooser) ChooserProbCoolDown (class in smac.optimizer.configuration_chooser.random_chooser) CLI client (smac.tae.dask_runner.DaskParallelRunner attribute) cmd_line_call() (in module smac.smac_cli)

CMDReader (class in smac.utils.io.cmd_reader) compute_all_costs() (smac.runhistory.runhistory.RunHistory method) config_ids (smac.runhistory.runhistory.RunHistory attribute) config_space (smac.optimizer.smbo.SMBO attribute) configs (smac.initial_design.factorial_design.FactorialInitialDesign attribute) (smac.initial_design.initial_design.InitialDesign attribute) (smac.initial_design.latin_hypercube_design.LHDesign attribute) (smac.initial_design.sobol_design.SobolDesign attribute) ConfigurableHelpFormatter (class in smac.utils.io.cmd_reader) ConstantKernel (class in smac.epm.gaussian_process.kernels) construct_estimators() (smac.epm.multi_objective_epm.MultiObjectiveEPM method) (smac.epm.random_forest.rf_mo.MultiObjectiveRandomForest method) construct_gp_kernel() (in module smac.epm.gaussian_process.kernels.boing) cost (smac.runhistory.runhistory.RunValue attribute) cost_for_crash (smac.tae.base.BaseRunner attribute) (smac.tae.dask_runner.DaskParallelRunner attribute) (smac.tae.serial_runner.SerialRunner attribute) cost_for_crash() (in module smac.utils.io.cmd_reader) create_output_directory() (in module smac.utils.io.output_directory) cs (smac.initial_design.initial_design.InitialDesign attribute) cutoff (smac.epm.random_forest.rfr_imputator.RFRImputator attribute) CV

D

DaskParallelRunner (class in smac.tae.dask_runner) data (smac.runhistory.runhistory.RunHistory attribute) DataOrigin (class in smac.runhistory.runhistory)

default() (smac.runhistory.runhistory.EnumEncoder method) DefaultConfiguration (class in smac.initial_design.default_configuration_design) DevHelpAction (class in smac.utils.io.cmd_reader) DiffOpt (class in smac.optimizer.acquisition.maximizer)

E

EI (class in smac.optimizer.acquisition) EIPS (class in smac.optimizer.acquisition) empty() (smac.runhistory.runhistory.RunHistory method) endtime (smac.runhistory.runhistory.RunValue attribute) enum_hook() (smac.tae.StatusType static method) EnumEncoder (class in smac.runhistory.runhistory) EPM epm_chooser (smac.optimizer.smbo.SMBO attribute)

EPMChooser (class in smac.optimizer.configuration_chooser.epm_chooser) estimators (smac.epm.multi_objective_epm.MultiObjectiveEPM attribute) ExactGPModel (class in smac.epm.gaussian_process.gpytorch) ExecuteTAFuncArray (class in smac.tae.execute_func) ExecuteTAFuncDict (class in smac.tae.execute_func) ExecuteTARunAClib (class in smac.tae.execute_ta_run_aclib) ExecuteTARunHydra (class in smac.tae.execute_ta_run_hydra) ExecuteTARunOld (class in smac.tae.execute_ta_run_old)

F

FactorialInitialDesign (class in smac.initial_design.factorial_design) finished_ta_runs (smac.stats.stats.Stats attribute) FirstRunCrashedException fit_forbidden_to_ss() (smac.optimizer.subspaces.LocalSubspace static method) FITCKernel (class in smac.epm.gaussian_process.kernels.boing) FITCMean (class in smac.epm.gaussian_process.kernels.boing) FixedSet (class in smac.optimizer.acquisition.maximizer) fmin_smac() (in module smac.facade.func_facade)

format_array() (in module smac.utils.logging) format_help() (smac.utils.io.cmd_reader.SMACArgumentParser method) forward() (smac.epm.gaussian_process.augmented.AugmentedLocalGaussianProcess method) (smac.epm.gaussian_process.augmented.VariationalGaussianProcess method) (smac.epm.gaussian_process.gpytorch.ExactGPModel method) (smac.epm.gaussian_process.kernels.boing.FITCKernel method) (smac.epm.gaussian_process.kernels.boing.FITCMean method) (smac.epm.gaussian_process.kernels.boing.MixedKernel method) futures (smac.tae.dask_runner.DaskParallelRunner attribute)

G

GammaPrior (class in smac.epm.gaussian_process.utils.prior) GaussianProcess (class in smac.epm.gaussian_process) (class in smac.epm.gaussian_process.gp) generate_challengers() (smac.optimizer.subspaces.LocalSubspace method) get_all_configs() (smac.runhistory.runhistory.RunHistory method) get_all_configs_per_budget() (smac.runhistory.runhistory.RunHistory method) get_best_incumbent() (smac.facade.psmac_facade.PSMAC method) get_branin_config_space() (in module smac.utils.test_helpers) get_conditional_hyperparameters() (in module smac.epm.gaussian_process.kernels) get_configspace() (smac.epm.base_epm.BaseEPM method) get_cost() (smac.runhistory.runhistory.RunHistory method) get_finished_runs() (smac.tae.base.BaseRunner method) (smac.tae.dask_runner.DaskParallelRunner method) (smac.tae.serial_runner.SerialRunner method) get_instance_costs_for_config() (smac.runhistory.runhistory.RunHistory method) get_min_cost() (smac.runhistory.runhistory.RunHistory method) get_next_challenger() (smac.intensification.intensification.Intensifier method) get_next_run() (smac.intensification.abstract_racer.AbstractRacer method) (smac.intensification.intensification.Intensifier method) (smac.intensification.parallel_scheduling.ParallelScheduler method) (smac.intensification.simple_intensifier.SimpleIntensifier method)

get_remaing_time_budget() (smac.stats.stats.Stats method) get_remaining_ta_budget() (smac.stats.stats.Stats method) get_remaining_ta_runs() (smac.stats.stats.Stats method) get_rng() (in module smac.epm.utils) get_rundirs() (in module smac.utils.io.result_merging) get_runhistory() (smac.facade.psmac_facade.PSMAC method) (smac.facade.smac_ac_facade.SMAC4AC method) get_runs_for_config() (smac.runhistory.runhistory.RunHistory method) get_tae_runner() (smac.facade.smac_ac_facade.SMAC4AC method) get_trajectory() (smac.facade.psmac_facade.PSMAC method) (smac.facade.smac_ac_facade.SMAC4AC method) get_types() (in module smac.epm.utils) get_used_wallclock_time() (smac.stats.stats.Stats method) glob_re() (in module smac.utils.io.result_merging) GloballyAugmentedLocalGaussianProcess (class in smac.epm.gaussian_process.augmented) GP GP-MCMC GPyTorchGaussianProcess (class in smac.epm.gaussian_process.gpytorch) gradient() (smac.epm.gaussian_process.utils.prior.Prior method) (smac.epm.gaussian_process.utils.prior.SoftTopHatPrior method) (smac.epm.gaussian_process.utils.prior.TophatPrior method)

H

HammingKernel (class in smac.epm.gaussian_process.kernels) HB HB4AC (class in smac.facade.hyperband_facade) HorseshoePrior (class in smac.epm.gaussian_process.utils.prior)

Hydra (class in smac.facade.experimental.hydra_facade) Hyperband (class in smac.intensification.hyperband) hyperparameter_length_scale (smac.epm.gaussian_process.kernels.HammingKernel property) hypers (smac.epm.random_forest.RandomForestWithInstances attribute) (smac.epm.random_forest.rf_with_instances.RandomForestWithInstances attribute)

I

ids_config (smac.runhistory.runhistory.RunHistory attribute) impute() (smac.epm.base_imputor.BaseImputor method) (smac.epm.random_forest.rfr_imputator.RFRImputator method) inc_changed (smac.stats.stats.Stats attribute) IncorporateRunResultCallback (class in smac.callbacks) IncorrectPackageVersionError incremental_update_cost() (smac.runhistory.runhistory.RunHistory method) incumbent (smac.optimizer.smbo.SMBO attribute) (smac.utils.io.traj_logging.TrajEntry attribute) incumbent_id (smac.utils.io.traj_logging.TrajEntry attribute) initial_design (smac.optimizer.smbo.SMBO attribute) initial_design_configs (smac.optimizer.smbo.SMBO attribute)

InitialDesign (class in smac.initial_design.initial_design) InputReader (class in smac.utils.io.input_reader) instance (smac.runhistory.runhistory.InstSeedBudgetKey attribute) (smac.runhistory.runhistory.InstSeedKey attribute) instance_features (smac.epm.base_epm.BaseEPM attribute) InstSeedBudgetKey (class in smac.runhistory.runhistory) InstSeedKey (class in smac.runhistory.runhistory) IntegratedAcquisitionFunction (class in smac.optimizer.acquisition) Intensification Intensifier (class in smac.intensification.intensification) intensifier (smac.optimizer.smbo.SMBO attribute) IntensifierStage (class in smac.intensification.intensification) is_budget_exhausted() (smac.stats.stats.Stats method)

L

LCB (class in smac.optimizer.acquisition) LHDesign (class in smac.initial_design.latin_hypercube_design) lnprob() (smac.epm.gaussian_process.utils.prior.Prior method) (smac.epm.gaussian_process.utils.prior.SoftTopHatPrior method) load() (smac.stats.stats.Stats method) load_json() (smac.runhistory.runhistory.RunHistory method) LocalAndSortedPriorRandomSearch (class in smac.optimizer.acquisition.maximizer) LocalAndSortedRandomSearch (class in smac.optimizer.acquisition.maximizer) LocalSearch (class in smac.optimizer.acquisition.maximizer) LocalSubspace (class in smac.optimizer.subspaces) LogEI (class in smac.optimizer.acquisition) logger (smac.epm.random_forest.RandomForestWithInstances attribute) (smac.epm.random_forest.rf_with_instances.RandomForestWithInstances attribute) (smac.epm.random_forest.rfr_imputator.RFRImputator attribute) (smac.facade.experimental.hydra_facade.Hydra attribute) (smac.facade.hyperband_facade.HB4AC attribute) (smac.facade.psmac_facade.PSMAC attribute) (smac.facade.roar_facade.ROAR attribute) (smac.facade.smac_ac_facade.SMAC4AC attribute) (smac.facade.smac_bb_facade.SMAC4BB attribute) (smac.facade.smac_hpo_facade.SMAC4HPO attribute) (smac.facade.smac_mf_facade.SMAC4MF attribute) (smac.optimizer.acquisition.AbstractAcquisitionFunction attribute) (smac.optimizer.smbo.SMBO attribute) (smac.utils.io.cmd_reader.CMDReader attribute) (smac.utils.io.traj_logging.TrajLogger attribute)

LognormalPrior (class in smac.epm.gaussian_process.utils.prior)

M

main_cli() (smac.smac_cli.SMACCLI method) Matern (class in smac.epm.gaussian_process.kernels) max_iter (smac.epm.random_forest.rfr_imputator.RFRImputator attribute) maximize() (smac.optimizer.acquisition.maximizer.AcquisitionFunctionMaximizer method) MCMCGaussianProcess (class in smac.epm.gaussian_process.mcmc) memory_limit (smac.tae.execute_func.AbstractTAFunc attribute) merge_foreign_data() (in module smac.utils.merge_foreign_data) merge_foreign_data_from_file() (in module smac.utils.merge_foreign_data) MF min_cost() (smac.runhistory.runhistory.RunHistory method) MissingPackageError MixedKernel (class in smac.epm.gaussian_process.kernels.boing) model (smac.epm.random_forest.rfr_imputator.RFRImputator attribute) (smac.optimizer.acquisition.AbstractAcquisitionFunction attribute) module smac.callbacks smac.epm smac.epm.base_epm smac.epm.base_imputor smac.epm.gaussian_process smac.epm.gaussian_process.augmented smac.epm.gaussian_process.gp smac.epm.gaussian_process.gpytorch smac.epm.gaussian_process.kernels smac.epm.gaussian_process.kernels.boing smac.epm.gaussian_process.mcmc smac.epm.gaussian_process.utils smac.epm.gaussian_process.utils.prior smac.epm.multi_objective_epm smac.epm.random_epm smac.epm.random_forest smac.epm.random_forest.rf_mo smac.epm.random_forest.rf_with_instances smac.epm.random_forest.rfr_imputator smac.epm.utils smac.facade smac.facade.experimental smac.facade.experimental.hydra_facade smac.facade.func_facade smac.facade.hyperband_facade smac.facade.psmac_facade smac.facade.roar_facade smac.facade.smac_ac_facade smac.facade.smac_bb_facade smac.facade.smac_boing_facade smac.facade.smac_hpo_facade smac.facade.smac_mf_facade smac.initial_design smac.initial_design.default_configuration_design smac.initial_design.factorial_design smac.initial_design.initial_design smac.initial_design.latin_hypercube_design smac.initial_design.random_configuration_design smac.initial_design.sobol_design smac.intensification smac.intensification.abstract_racer smac.intensification.hyperband smac.intensification.intensification smac.intensification.parallel_scheduling smac.intensification.simple_intensifier smac.intensification.successive_halving smac.optimizer smac.optimizer.acquisition smac.optimizer.acquisition.maximizer smac.optimizer.configuration_chooser smac.optimizer.configuration_chooser.boing_chooser smac.optimizer.configuration_chooser.epm_chooser smac.optimizer.configuration_chooser.random_chooser smac.optimizer.configuration_chooser.turbo_chooser smac.optimizer.pSMAC smac.optimizer.smbo smac.optimizer.subspaces smac.optimizer.subspaces.boing_subspace smac.optimizer.subspaces.turbo_subspace smac.runhistory smac.runhistory.runhistory smac.runhistory.runhistory2epm smac.runhistory.runhistory2epm_boing smac.scenario smac.scenario.scenario smac.smac_cli smac.stats smac.stats.stats smac.tae smac.tae.base smac.tae.dask_runner smac.tae.execute_func smac.tae.execute_ta_run_aclib smac.tae.execute_ta_run_hydra smac.tae.execute_ta_run_old smac.tae.serial_runner smac.utils smac.utils.constants smac.utils.dependencies smac.utils.io smac.utils.io.cmd_reader smac.utils.io.input_reader smac.utils.io.output_directory smac.utils.io.output_writer smac.utils.io.result_merging smac.utils.io.traj_logging smac.utils.logging smac.utils.merge_foreign_data smac.utils.test_helpers smac.utils.validate

multi_objectives() (in module smac.utils.io.cmd_reader) MultiObjectiveEPM (class in smac.epm.multi_objective_epm) MultiObjectiveRandomForest (class in smac.epm.random_forest.rf_mo)

N

n_configs (smac.stats.stats.Stats attribute) n_feats (smac.epm.base_epm.BaseEPM attribute) n_params (smac.epm.base_epm.BaseEPM attribute) n_points_per_tree (smac.epm.random_forest.RandomForestWithInstances attribute) (smac.epm.random_forest.rf_with_instances.RandomForestWithInstances attribute) n_workers (smac.tae.dask_runner.DaskParallelRunner attribute) next_smbo_iteration() (smac.optimizer.configuration_chooser.random_chooser.ChooserCosineAnnealing method) (smac.optimizer.configuration_chooser.random_chooser.ChooserLinearCoolDown method) (smac.optimizer.configuration_chooser.random_chooser.ChooserNoCoolDown method) (smac.optimizer.configuration_chooser.random_chooser.ChooserProb method) (smac.optimizer.configuration_chooser.random_chooser.ChooserProbCoolDown method) (smac.optimizer.configuration_chooser.random_chooser.RandomChooser method)

NoMoreChallengers normalize_input() (smac.optimizer.subspaces.LocalSubspace method) num_outputs_per_input() (smac.epm.gaussian_process.kernels.boing.FITCKernel method) num_run (smac.optimizer.smbo.SMBO attribute) num_runs_per_config (smac.runhistory.runhistory.RunHistory attribute) num_targets (smac.epm.multi_objective_epm.MultiObjectiveEPM attribute) num_workers() (smac.tae.base.BaseRunner method) (smac.tae.dask_runner.DaskParallelRunner method) (smac.tae.serial_runner.SerialRunner method)

O

Objective old_traj_fn (smac.utils.io.traj_logging.TrajLogger attribute) optimize() (in module smac.facade.psmac_facade) (smac.facade.experimental.hydra_facade.Hydra method) (smac.facade.psmac_facade.PSMAC method) (smac.facade.smac_ac_facade.SMAC4AC method)

output_dir (smac.utils.io.traj_logging.TrajLogger attribute) OutputWriter (class in smac.utils.io.output_writer)

P

par_factor (smac.tae.base.BaseRunner attribute) (smac.tae.dask_runner.DaskParallelRunner attribute) (smac.tae.serial_runner.SerialRunner attribute) ParallelScheduler (class in smac.intensification.parallel_scheduling) parse_main_command() (smac.utils.io.cmd_reader.CMDReader method) parse_scenario_command() (smac.utils.io.cmd_reader.CMDReader method) parse_smac_command() (smac.utils.io.cmd_reader.CMDReader method) ParseOverallObjectiveAction (class in smac.utils.io.cmd_reader) ParseRandomConfigurationChooserAction (class in smac.utils.io.cmd_reader) pca (smac.epm.base_epm.BaseEPM attribute) pca_components (smac.epm.base_epm.BaseEPM attribute) PCS pending_runs() (smac.tae.base.BaseRunner method) (smac.tae.dask_runner.DaskParallelRunner method) (smac.tae.serial_runner.SerialRunner method) PI (class in smac.optimizer.acquisition) portfolio (smac.facade.experimental.hydra_facade.Hydra attribute) (smac.facade.psmac_facade.PSMAC attribute)

posterior_mean() (smac.epm.gaussian_process.kernels.boing.FITCKernel method) predict() (smac.epm.base_epm.BaseEPM method) predict_marginalized_over_instances() (smac.epm.base_epm.BaseEPM method) (smac.epm.multi_objective_epm.MultiObjectiveEPM method) (smac.epm.random_forest.RandomForestWithInstances method) (smac.epm.random_forest.rf_with_instances.RandomForestWithInstances method) print_stats() (smac.stats.stats.Stats method) Prior (class in smac.epm.gaussian_process.utils.prior) PriorAcquisitionFunction (class in smac.optimizer.acquisition) process_results() (smac.intensification.abstract_racer.AbstractRacer method) (smac.intensification.intensification.Intensifier method) (smac.intensification.parallel_scheduling.ParallelScheduler method) (smac.intensification.simple_intensifier.SimpleIntensifier method) ProcessOutputDirAction (class in smac.utils.io.cmd_reader) ProcessRunObjectiveAction (class in smac.utils.io.cmd_reader) Product (class in smac.epm.gaussian_process.kernels) PSMAC (class in smac.facade.psmac_facade)

R

RandomChooser (class in smac.optimizer.configuration_chooser.random_chooser) RandomConfigurations (class in smac.initial_design.random_configuration_design) RandomEPM (class in smac.epm.random_epm) RandomForestWithInstances (class in smac.epm.random_forest) (class in smac.epm.random_forest.rf_with_instances) RandomSearch (class in smac.optimizer.acquisition.maximizer) RBF (class in smac.epm.gaussian_process.kernels) read() (in module smac.optimizer.pSMAC) read_cmd() (smac.utils.io.cmd_reader.CMDReader method) read_instance_features_file() (smac.utils.io.input_reader.InputReader method) read_instance_file() (smac.utils.io.input_reader.InputReader method) read_pcs_file() (smac.utils.io.input_reader.InputReader static method) read_scenario_file() (smac.utils.io.input_reader.InputReader method) read_smac_scenario_dict_cmd() (smac.utils.io.cmd_reader.CMDReader method) read_traj_aclib_format() (smac.utils.io.traj_logging.TrajLogger static method) read_traj_alljson_format() (smac.utils.io.traj_logging.TrajLogger static method) ReadFeatureFileAction (class in smac.utils.io.cmd_reader) ReadPCSFileAction (class in smac.utils.io.cmd_reader) ReadTestInstFileAction (class in smac.utils.io.cmd_reader) ReadTrainInstFileAction (class in smac.utils.io.cmd_reader) register_callback() (smac.facade.smac_ac_facade.SMAC4AC method) restart_TuRBOinG() (smac.optimizer.configuration_chooser.boing_chooser.BOinGChooser method) restore_state() (smac.smac_cli.SMACCLI method) restore_state_after_output_dir() (smac.smac_cli.SMACCLI method) results (smac.tae.base.BaseRunner attribute) (smac.tae.dask_runner.DaskParallelRunner attribute) (smac.tae.serial_runner.SerialRunner attribute) RF rf (smac.epm.random_forest.RandomForestWithInstances attribute) (smac.epm.random_forest.rf_with_instances.RandomForestWithInstances attribute) rf_opts (smac.epm.random_forest.RandomForestWithInstances attribute) (smac.epm.random_forest.rf_with_instances.RandomForestWithInstances attribute) RFRImputator (class in smac.epm.random_forest.rfr_imputator) rh (smac.facade.experimental.hydra_facade.Hydra attribute) (smac.facade.psmac_facade.PSMAC attribute) rng (smac.epm.random_forest.RandomForestWithInstances attribute) (smac.epm.random_forest.rf_with_instances.RandomForestWithInstances attribute) (smac.optimizer.smbo.SMBO attribute)

ROAR (class in smac.facade.roar_facade) run() (smac.optimizer.smbo.SMBO method) (smac.tae.base.BaseRunner method) (smac.tae.dask_runner.DaskParallelRunner method) (smac.tae.execute_func.AbstractTAFunc method) (smac.tae.execute_ta_run_aclib.ExecuteTARunAClib method) (smac.tae.execute_ta_run_hydra.ExecuteTARunHydra method) (smac.tae.execute_ta_run_old.ExecuteTARunOld method) (smac.tae.serial_runner.SerialRunner method) run_obj (smac.tae.base.BaseRunner attribute) (smac.tae.dask_runner.DaskParallelRunner attribute) (smac.tae.serial_runner.SerialRunner attribute) run_wrapper() (smac.tae.base.BaseRunner method) RunHistory (class in smac.runhistory.runhistory) runhistory (smac.facade.hyperband_facade.HB4AC attribute) (smac.facade.smac_ac_facade.SMAC4AC attribute) (smac.facade.smac_bb_facade.SMAC4BB attribute) (smac.facade.smac_hpo_facade.SMAC4HPO attribute) (smac.facade.smac_mf_facade.SMAC4MF attribute) (smac.optimizer.smbo.SMBO attribute) RunHistory2EPM4Cost (class in smac.runhistory.runhistory2epm) RunHistory2EPM4CostWithRaw (class in smac.runhistory.runhistory2epm_boing) RunHistory2EPM4EIPS (class in smac.runhistory.runhistory2epm) RunHistory2EPM4InvScaledCost (class in smac.runhistory.runhistory2epm) RunHistory2EPM4LogCost (class in smac.runhistory.runhistory2epm) RunHistory2EPM4LogScaledCost (class in smac.runhistory.runhistory2epm) RunHistory2EPM4ScaledCost (class in smac.runhistory.runhistory2epm) RunHistory2EPM4ScaledLogCostWithRaw (class in smac.runhistory.runhistory2epm_boing) RunHistory2EPM4SqrtScaledCost (class in smac.runhistory.runhistory2epm) RunInfo (class in smac.runhistory.runhistory) RunInfoIntent (class in smac.intensification.abstract_racer) RunKey (class in smac.runhistory.runhistory) RunValue (class in smac.runhistory.runhistory)

S

sample_from_prior() (smac.epm.gaussian_process.utils.prior.Prior method) sample_functions() (smac.epm.gaussian_process.GaussianProcess method) (smac.epm.gaussian_process.gp.GaussianProcess method) (smac.epm.gaussian_process.gpytorch.GPyTorchGaussianProcess method) save() (smac.optimizer.smbo.SMBO method) (smac.stats.stats.Stats method) save_configspace() (smac.utils.io.output_writer.OutputWriter method) save_json() (smac.runhistory.runhistory.RunHistory method) scaler (smac.epm.base_epm.BaseEPM attribute) Scenario (class in smac.scenario.scenario) scenario (smac.optimizer.smbo.SMBO attribute) seed (smac.epm.random_forest.RandomForestWithInstances attribute) (smac.epm.random_forest.rf_with_instances.RandomForestWithInstances attribute) (smac.epm.random_forest.rfr_imputator.RFRImputator attribute) (smac.runhistory.runhistory.InstSeedBudgetKey attribute) (smac.runhistory.runhistory.InstSeedKey attribute) select_configurations() (smac.initial_design.initial_design.InitialDesign method) SerialRunner (class in smac.tae.serial_runner) set_augment_module() (smac.epm.gaussian_process.augmented.AugmentedLocalGaussianProcess method) set_help_type() (smac.utils.io.cmd_reader.SMACArgumentParser method) SimpleIntensifier (class in smac.intensification.simple_intensifier) SMAC smac.callbacks module smac.epm module smac.epm.base_epm module smac.epm.base_imputor module smac.epm.gaussian_process module smac.epm.gaussian_process.augmented module smac.epm.gaussian_process.gp module smac.epm.gaussian_process.gpytorch module smac.epm.gaussian_process.kernels module smac.epm.gaussian_process.kernels.boing module smac.epm.gaussian_process.mcmc module smac.epm.gaussian_process.utils module smac.epm.gaussian_process.utils.prior module smac.epm.multi_objective_epm module smac.epm.random_epm module smac.epm.random_forest module smac.epm.random_forest.rf_mo module smac.epm.random_forest.rf_with_instances module smac.epm.random_forest.rfr_imputator module smac.epm.utils module smac.facade module smac.facade.experimental module smac.facade.experimental.hydra_facade module smac.facade.func_facade module smac.facade.hyperband_facade module smac.facade.psmac_facade module smac.facade.roar_facade module smac.facade.smac_ac_facade module smac.facade.smac_bb_facade module smac.facade.smac_boing_facade module smac.facade.smac_hpo_facade module smac.facade.smac_mf_facade module smac.initial_design module smac.initial_design.default_configuration_design module smac.initial_design.factorial_design module smac.initial_design.initial_design module smac.initial_design.latin_hypercube_design module smac.initial_design.random_configuration_design module smac.initial_design.sobol_design module smac.intensification module smac.intensification.abstract_racer module smac.intensification.hyperband module smac.intensification.intensification module smac.intensification.parallel_scheduling module smac.intensification.simple_intensifier module smac.intensification.successive_halving module smac.optimizer module smac.optimizer.acquisition module smac.optimizer.acquisition.maximizer module smac.optimizer.configuration_chooser module smac.optimizer.configuration_chooser.boing_chooser module

smac.optimizer.configuration_chooser.epm_chooser module smac.optimizer.configuration_chooser.random_chooser module smac.optimizer.configuration_chooser.turbo_chooser module smac.optimizer.pSMAC module smac.optimizer.smbo module smac.optimizer.subspaces module smac.optimizer.subspaces.boing_subspace module smac.optimizer.subspaces.turbo_subspace module smac.runhistory module smac.runhistory.runhistory module smac.runhistory.runhistory2epm module smac.runhistory.runhistory2epm_boing module smac.scenario module smac.scenario.scenario module smac.smac_cli module smac.stats module smac.stats.stats module smac.tae module smac.tae.base module smac.tae.dask_runner module smac.tae.execute_func module smac.tae.execute_ta_run_aclib module smac.tae.execute_ta_run_hydra module smac.tae.execute_ta_run_old module smac.tae.serial_runner module smac.utils module smac.utils.constants module smac.utils.dependencies module smac.utils.io module smac.utils.io.cmd_reader module smac.utils.io.input_reader module smac.utils.io.output_directory module smac.utils.io.output_writer module smac.utils.io.result_merging module smac.utils.io.traj_logging module smac.utils.logging module smac.utils.merge_foreign_data module smac.utils.test_helpers module smac.utils.validate module SMAC4AC (class in smac.facade.smac_ac_facade) SMAC4BB (class in smac.facade.smac_bb_facade) SMAC4BOING (class in smac.facade.smac_boing_facade) SMAC4HPO (class in smac.facade.smac_hpo_facade) SMAC4MF (class in smac.facade.smac_mf_facade) SMACArgumentParser (class in smac.utils.io.cmd_reader) SMACCLI (class in smac.smac_cli) SMBO (class in smac.optimizer.smbo) SobolDesign (class in smac.initial_design.sobol_design) SoftTopHatPrior (class in smac.epm.gaussian_process.utils.prior) solver (smac.facade.experimental.hydra_facade.Hydra attribute) (smac.facade.hyperband_facade.HB4AC attribute) (smac.facade.psmac_facade.PSMAC attribute) (smac.facade.smac_ac_facade.SMAC4AC attribute) (smac.facade.smac_bb_facade.SMAC4BB attribute) (smac.facade.smac_hpo_facade.SMAC4HPO attribute) (smac.facade.smac_mf_facade.SMAC4MF attribute) StandardHelpAction (class in smac.utils.io.cmd_reader) start() (smac.optimizer.smbo.SMBO method) start_timing() (smac.stats.stats.Stats method) starttime (smac.runhistory.runhistory.RunValue attribute) Stats (class in smac.stats.stats) stats (smac.facade.experimental.hydra_facade.Hydra attribute) (smac.facade.hyperband_facade.HB4AC attribute) (smac.facade.psmac_facade.PSMAC attribute) (smac.facade.smac_ac_facade.SMAC4AC attribute) (smac.facade.smac_bb_facade.SMAC4BB attribute) (smac.facade.smac_hpo_facade.SMAC4HPO attribute) (smac.facade.smac_mf_facade.SMAC4MF attribute) (smac.optimizer.smbo.SMBO attribute) (smac.tae.base.BaseRunner attribute) (smac.tae.dask_runner.DaskParallelRunner attribute) (smac.tae.serial_runner.SerialRunner attribute) (smac.utils.io.traj_logging.TrajLogger attribute) status (smac.runhistory.runhistory.RunValue attribute) StatusType (class in smac.tae) submit_run() (smac.tae.base.BaseRunner method) (smac.tae.dask_runner.DaskParallelRunner method) (smac.tae.serial_runner.SerialRunner method) submitted_ta_runs (smac.stats.stats.Stats attribute) subspace_extraction() (in module smac.optimizer.configuration_chooser.boing_chooser) SuccessiveHalving (class in smac.intensification.successive_halving) Sum (class in smac.epm.gaussian_process.kernels) sum_cost() (smac.runhistory.runhistory.RunHistory method)

T

ta (smac.tae.base.BaseRunner attribute) (smac.tae.dask_runner.DaskParallelRunner attribute) (smac.tae.serial_runner.SerialRunner attribute) ta_runs (smac.utils.io.traj_logging.TrajEntry attribute) ta_time_used (smac.stats.stats.Stats attribute) (smac.utils.io.traj_logging.TrajEntry attribute) TAE tae_runner (smac.optimizer.smbo.SMBO attribute) TAEAbortException target_names (smac.epm.multi_objective_epm.MultiObjectiveEPM attribute) threshold (smac.epm.random_forest.rfr_imputator.RFRImputator attribute) time (smac.runhistory.runhistory.RunValue attribute) TophatPrior (class in smac.epm.gaussian_process.utils.prior) train() (smac.epm.base_epm.BaseEPM method) train_perf (smac.utils.io.traj_logging.TrajEntry attribute) trajectory (smac.facade.hyperband_facade.HB4AC attribute) (smac.facade.smac_ac_facade.SMAC4AC attribute) (smac.facade.smac_bb_facade.SMAC4BB attribute) (smac.facade.smac_hpo_facade.SMAC4HPO attribute) (smac.facade.smac_mf_facade.SMAC4MF attribute) (smac.utils.io.traj_logging.TrajLogger attribute)

TrajEntry (class in smac.utils.io.traj_logging) TrajLogger (class in smac.utils.io.traj_logging) transform_raw_values() (smac.runhistory.runhistory2epm_boing.RunHistory2EPM4CostWithRaw method) (smac.runhistory.runhistory2epm_boing.RunHistory2EPM4ScaledLogCostWithRaw method) transform_response_values() (smac.runhistory.runhistory2epm.RunHistory2EPM4Cost method) (smac.runhistory.runhistory2epm.RunHistory2EPM4EIPS method) (smac.runhistory.runhistory2epm.RunHistory2EPM4InvScaledCost method) (smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost method) (smac.runhistory.runhistory2epm.RunHistory2EPM4LogScaledCost method) (smac.runhistory.runhistory2epm.RunHistory2EPM4ScaledCost method) (smac.runhistory.runhistory2epm.RunHistory2EPM4SqrtScaledCost method) (smac.runhistory.runhistory2epm_boing.RunHistory2EPM4CostWithRaw method) transform_with_raw() (smac.runhistory.runhistory2epm_boing.RunHistory2EPM4CostWithRaw method) truthy() (in module smac.utils.io.cmd_reader) TS (class in smac.optimizer.acquisition) TurBOChooser (class in smac.optimizer.configuration_chooser.turbo_chooser) TuRBOSubSpace (class in smac.optimizer.subspaces.turbo_subspace) types (smac.epm.base_epm.BaseEPM attribute) (smac.epm.random_forest.RandomForestWithInstances attribute) (smac.epm.random_forest.rf_with_instances.RandomForestWithInstances attribute)

U

unlog_y (smac.epm.random_forest.RandomForestWithInstances attribute) (smac.epm.random_forest.rf_with_instances.RandomForestWithInstances attribute) update() (smac.optimizer.acquisition.AbstractAcquisitionFunction method) (smac.optimizer.acquisition.IntegratedAcquisitionFunction method) (smac.optimizer.acquisition.PriorAcquisitionFunction method) (smac.runhistory.runhistory.RunHistory method)

update_attribute() (smac.epm.gaussian_process.augmented.GloballyAugmentedLocalGaussianProcess method) update_average_configs_per_intensify() (smac.stats.stats.Stats method) update_cost() (smac.runhistory.runhistory.RunHistory method) update_from_json() (smac.runhistory.runhistory.RunHistory method) update_incumbent_array() (smac.optimizer.subspaces.LocalSubspace method) update_model() (smac.optimizer.subspaces.LocalSubspace method) use_pynisher (smac.tae.execute_func.AbstractTAFunc attribute)

V

validate() (smac.facade.smac_ac_facade.SMAC4AC method) (smac.optimizer.smbo.SMBO method) (smac.utils.validate.Validator method) validate_epm() (smac.utils.validate.Validator method) validate_incs() (smac.facade.psmac_facade.PSMAC method)

Validator (class in smac.utils.validate) var_threshold (smac.epm.base_epm.BaseEPM attribute) (smac.epm.random_forest.rfr_imputator.RFRImputator attribute) VariationalGaussianProcess (class in smac.epm.gaussian_process.augmented) verify_packages() (in module smac.utils.dependencies)

W

wait() (smac.tae.base.BaseRunner method) (smac.tae.dask_runner.DaskParallelRunner method) (smac.tae.serial_runner.SerialRunner method) wallclock_time (smac.utils.io.traj_logging.TrajEntry attribute) wallclock_time_used (smac.stats.stats.Stats attribute) WhiteKernel (class in smac.epm.gaussian_process.kernels) write() (in module smac.optimizer.pSMAC) (smac.scenario.scenario.Scenario method)

write_inst_features_file() (smac.utils.io.output_writer.OutputWriter method) write_inst_file() (smac.utils.io.output_writer.OutputWriter method) write_main_options_to_doc() (smac.utils.io.cmd_reader.CMDReader method) write_run() (smac.facade.psmac_facade.PSMAC method) write_scenario_file() (smac.utils.io.output_writer.OutputWriter method) write_scenario_options_to_doc() (smac.utils.io.cmd_reader.CMDReader method) write_smac_options_to_doc() (smac.utils.io.cmd_reader.CMDReader method)