Index

A

after_iteration() (optuna_integration.CatBoostPruningCallback method) after_trial() (optuna_integration.BoTorchSampler method) (optuna_integration.PyCmaSampler method)

AllenNLPExecutor (class in optuna_integration) AllenNLPPruningCallback (class in optuna_integration)

B

before_trial() (optuna_integration.BoTorchSampler method) (optuna_integration.PyCmaSampler method) best_estimator_ (optuna_integration.OptunaSearchCV attribute) best_index_ (optuna_integration.OptunaSearchCV property) best_params (optuna_integration.lightgbm.LightGBMTuner property) (optuna_integration.lightgbm.LightGBMTunerCV property)

best_params_ (optuna_integration.OptunaSearchCV property) best_score (optuna_integration.lightgbm.LightGBMTuner property) (optuna_integration.lightgbm.LightGBMTunerCV property) best_score_ (optuna_integration.OptunaSearchCV property) best_trial_ (optuna_integration.OptunaSearchCV property) BoTorchSampler (class in optuna_integration)

C

CatBoostPruningCallback (class in optuna_integration) ChainerMNStudy (class in optuna_integration) ChainerPruningExtension (class in optuna_integration) check_pruned() (optuna_integration.CatBoostPruningCallback method) (optuna_integration.PyTorchLightningPruningCallback method)

check_trial_is_updatable() (optuna_integration.DaskStorage method) classes_ (optuna_integration.OptunaSearchCV property) CometCallback (class in optuna_integration) create_new_study() (optuna_integration.DaskStorage method) create_new_trial() (optuna_integration.DaskStorage method) cv_results_ (optuna_integration.OptunaSearchCV property)

D

DaskStorage (class in optuna_integration) decision_function() (optuna_integration.OptunaSearchCV method)

delete_study() (optuna_integration.DaskStorage method) dump_best_config() (in module optuna_integration.allennlp)

E

ehvi_candidates_func() (in module optuna_integration.botorch)

evaluate() (optuna_integration.ShapleyImportanceEvaluator method)

F

FastAIPruningCallback (in module optuna_integration)

FastAIV2PruningCallback (class in optuna_integration) fit() (optuna_integration.OptunaSearchCV method)

G

get_all_studies() (optuna_integration.DaskStorage method) get_all_trials() (optuna_integration.DaskStorage method) get_base_storage() (optuna_integration.DaskStorage method) get_best_booster() (optuna_integration.lightgbm.LightGBMTuner method) (optuna_integration.lightgbm.LightGBMTunerCV method) get_best_trial() (optuna_integration.DaskStorage method) get_metadata_routing() (optuna_integration.OptunaSearchCV method) get_n_trials() (optuna_integration.DaskStorage method) get_params() (optuna_integration.OptunaSearchCV method) get_study_directions() (optuna_integration.DaskStorage method)

get_study_id_from_name() (optuna_integration.DaskStorage method) get_study_name_from_id() (optuna_integration.DaskStorage method) get_study_system_attrs() (optuna_integration.DaskStorage method) get_study_user_attrs() (optuna_integration.DaskStorage method) get_trial() (optuna_integration.DaskStorage method) get_trial_id_from_study_id_trial_number() (optuna_integration.DaskStorage method) get_trial_number_from_id() (optuna_integration.DaskStorage method) get_trial_param() (optuna_integration.DaskStorage method) get_trial_params() (optuna_integration.DaskStorage method) get_trial_system_attrs() (optuna_integration.DaskStorage method) get_trial_user_attrs() (optuna_integration.DaskStorage method)

I

infer_relative_search_space() (optuna_integration.BoTorchSampler method) (optuna_integration.PyCmaSampler method)

inverse_transform (optuna_integration.OptunaSearchCV property)

K

KerasPruningCallback (class in optuna_integration)

L

LightGBMPruningCallback (class in optuna_integration) LightGBMTuner (class in optuna_integration.lightgbm)

LightGBMTunerCV (class in optuna_integration.lightgbm) logei_candidates_func() (in module optuna_integration.botorch)

M

MLflowCallback (class in optuna_integration)

MXNetPruningCallback (class in optuna_integration)

N

n_splits_ (optuna_integration.OptunaSearchCV attribute)

n_trials_ (optuna_integration.OptunaSearchCV property)

O

on_epoch() (optuna_integration.AllenNLPPruningCallback method)

optimize() (optuna_integration.ChainerMNStudy method) OptunaSearchCV (class in optuna_integration)

P

predict() (optuna_integration.OptunaSearchCV method) predict_log_proba() (optuna_integration.OptunaSearchCV method) predict_proba() (optuna_integration.OptunaSearchCV method)

PyCmaSampler (class in optuna_integration) PyTorchIgnitePruningHandler (class in optuna_integration) PyTorchLightningPruningCallback (class in optuna_integration)

Q

qehvi_candidates_func() (in module optuna_integration.botorch) qei_candidates_func() (in module optuna_integration.botorch) qhvkg_candidates_func() (in module optuna_integration.botorch)

qkg_candidates_func() (in module optuna_integration.botorch) qnehvi_candidates_func() (in module optuna_integration.botorch) qnei_candidates_func() (in module optuna_integration.botorch) qparego_candidates_func() (in module optuna_integration.botorch)

R

refit_time_ (optuna_integration.OptunaSearchCV attribute) register() (optuna_integration.AllenNLPPruningCallback class method) remove_session() (optuna_integration.DaskStorage method) reseed_rng() (optuna_integration.BoTorchSampler method) (optuna_integration.PyCmaSampler method)

run() (optuna_integration.AllenNLPExecutor method) (optuna_integration.lightgbm.LightGBMTuner method) (optuna_integration.lightgbm.LightGBMTunerCV method)

S

sample_independent() (optuna_integration.BoTorchSampler method) (optuna_integration.PyCmaSampler method) sample_indices_ (optuna_integration.OptunaSearchCV attribute) sample_relative() (optuna_integration.BoTorchSampler method) (optuna_integration.PyCmaSampler method) sample_train_set() (optuna_integration.lightgbm.LightGBMTuner method) (optuna_integration.lightgbm.LightGBMTunerCV method) score() (optuna_integration.OptunaSearchCV method) score_samples (optuna_integration.OptunaSearchCV property) scorer_ (optuna_integration.OptunaSearchCV attribute) set_fit_request() (optuna_integration.OptunaSearchCV method) set_params() (optuna_integration.OptunaSearchCV method) set_study_system_attr() (optuna_integration.DaskStorage method) set_study_user_attr() (optuna_integration.DaskStorage method)

set_system_attr() (optuna_integration.TorchDistributedTrial method) set_trial_intermediate_value() (optuna_integration.DaskStorage method) set_trial_param() (optuna_integration.DaskStorage method) set_trial_state_values() (optuna_integration.DaskStorage method) set_trial_system_attr() (optuna_integration.DaskStorage method) set_trial_user_attr() (optuna_integration.DaskStorage method) set_user_attr (optuna_integration.OptunaSearchCV property) ShapleyImportanceEvaluator (class in optuna_integration) SkorchPruningCallback (class in optuna_integration) study_ (optuna_integration.OptunaSearchCV attribute) suggest_discrete_uniform() (optuna_integration.TorchDistributedTrial method) suggest_loguniform() (optuna_integration.TorchDistributedTrial method) suggest_uniform() (optuna_integration.TorchDistributedTrial method) system_attrs (optuna_integration.TorchDistributedTrial property)

T

TensorBoardCallback (class in optuna_integration) TFKerasPruningCallback (class in optuna_integration) TorchDistributedTrial (class in optuna_integration) track_in_mlflow() (optuna_integration.MLflowCallback method)

track_in_wandb() (optuna_integration.WeightsAndBiasesCallback method) train() (in module optuna_integration.lightgbm) transform (optuna_integration.OptunaSearchCV property) trials_ (optuna_integration.OptunaSearchCV property) trials_dataframe (optuna_integration.OptunaSearchCV property)

U

user_attrs_ (optuna_integration.OptunaSearchCV property)

W

WeightsAndBiasesCallback (class in optuna_integration)

X

XGBoostPruningCallback (class in optuna_integration)