Key Features
Code Examples
Installation
Blog
Videos
Paper
Community
v3.0.1
Contents:
Installation
Tutorial
API Reference
FAQ
Optuna
»
Index
Edit on GitHub
Index
Symbols
|
A
|
B
|
C
|
D
|
E
|
F
|
G
|
H
|
I
|
J
|
K
|
L
|
M
|
N
|
O
|
P
|
Q
|
R
|
S
|
T
|
U
|
V
|
W
|
X
Symbols
--debug
optuna command line option
--direction
optuna-ask command line option
optuna-create-study command line option
--directions
optuna-ask command line option
optuna-create-study command line option
--flatten
optuna-ask command line option
optuna-best-trial command line option
optuna-best-trials command line option
optuna-studies command line option
optuna-trials command line option
--format
optuna-ask command line option
optuna-best-trial command line option
optuna-best-trials command line option
optuna-studies command line option
optuna-trials command line option
--key
optuna-study-set-user-attr command line option
--log-file
optuna command line option
--n-jobs
optuna-study-optimize command line option
--n-trials
optuna-study-optimize command line option
--quiet
optuna command line option
--sampler
optuna-ask command line option
--sampler-kwargs
optuna-ask command line option
--search-space
optuna-ask command line option
--skip-if-exists
optuna-create-study command line option
--skip-if-finished
optuna-tell command line option
--state
optuna-tell command line option
--storage
optuna command line option
--study
optuna-study-optimize command line option
optuna-study-set-user-attr command line option
--study-name
optuna-ask command line option
optuna-best-trial command line option
optuna-best-trials command line option
optuna-create-study command line option
optuna-delete-study command line option
optuna-study-optimize command line option
optuna-study-set-user-attr command line option
optuna-tell command line option
optuna-trials command line option
--timeout
optuna-study-optimize command line option
--trial-number
optuna-tell command line option
--value
optuna-study-set-user-attr command line option
--values
optuna-tell command line option
--verbose
optuna command line option
--version
optuna command line option
-f
optuna-ask command line option
optuna-best-trial command line option
optuna-best-trials command line option
optuna-studies command line option
optuna-trials command line option
-k
optuna-study-set-user-attr command line option
-q
optuna command line option
-v
optuna command line option
A
add_trial() (optuna.study.Study method)
add_trials() (optuna.study.Study method)
after_iteration() (optuna.integration.CatBoostPruningCallback method)
after_trial() (optuna.integration.BoTorchSampler method)
(optuna.integration.CmaEsSampler method)
(optuna.integration.PyCmaSampler method)
(optuna.integration.SkoptSampler method)
(optuna.samplers.BaseSampler method)
(optuna.samplers.CmaEsSampler method)
(optuna.samplers.GridSampler method)
(optuna.samplers.MOTPESampler method)
(optuna.samplers.NSGAIISampler method)
(optuna.samplers.PartialFixedSampler method)
(optuna.samplers.QMCSampler method)
(optuna.samplers.RandomSampler method)
(optuna.samplers.TPESampler method)
AllenNLPExecutor (class in optuna.integration)
AllenNLPPruningCallback (class in optuna.integration)
ask() (optuna.study.Study method)
B
BaseCrossover (class in optuna.samplers.nsgaii)
BaseMultiObjectiveSampler (class in optuna.multi_objective.samplers)
BasePruner (class in optuna.pruners)
BaseSampler (class in optuna.samplers)
best_estimator_ (optuna.integration.OptunaSearchCV attribute)
best_index_ (optuna.integration.OptunaSearchCV property)
best_params (optuna.integration.lightgbm.LightGBMTuner property)
(optuna.integration.lightgbm.LightGBMTunerCV property)
(optuna.study.Study 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.study.Study property)
(optuna.study.StudySummary attribute)
best_trial_ (optuna.integration.OptunaSearchCV property)
best_trials (optuna.study.Study property)
best_value (optuna.study.Study property)
BLXAlphaCrossover (class in optuna.samplers.nsgaii)
BoTorchSampler (class in optuna.integration)
C
calculate() (optuna.samplers.IntersectionSearchSpace method)
CatalystPruningCallback (class in optuna.integration)
CatBoostPruningCallback (class in optuna.integration)
CategoricalDistribution (class in optuna.distributions)
ChainerMNStudy (class in optuna.integration)
ChainerPruningExtension (class in optuna.integration)
check_distribution_compatibility() (in module optuna.distributions)
check_pruned() (optuna.integration.CatBoostPruningCallback method)
check_trial_is_updatable() (optuna.storages.RDBStorage method)
(optuna.storages.RedisStorage method)
choices (optuna.distributions.CategoricalDistribution attribute)
classes_ (optuna.integration.OptunaSearchCV property)
CLIUsageError
CmaEsSampler (class in optuna.integration)
(class in optuna.samplers)
COMPLETE (optuna.trial.TrialState attribute)
copy_study() (in module optuna)
(in module optuna.study)
create_new_study() (optuna.storages.RDBStorage method)
(optuna.storages.RedisStorage method)
create_new_trial() (optuna.storages.RDBStorage method)
(optuna.storages.RedisStorage method)
create_study() (in module optuna)
(in module optuna.multi_objective.study)
(in module optuna.study)
create_trial() (in module optuna.trial)
crossover() (optuna.samplers.nsgaii.BaseCrossover method)
(optuna.samplers.nsgaii.BLXAlphaCrossover method)
(optuna.samplers.nsgaii.SBXCrossover method)
(optuna.samplers.nsgaii.SPXCrossover method)
(optuna.samplers.nsgaii.UNDXCrossover method)
(optuna.samplers.nsgaii.UniformCrossover method)
(optuna.samplers.nsgaii.VSBXCrossover method)
D
datetime_complete (optuna.multi_objective.trial.FrozenMultiObjectiveTrial attribute)
(optuna.trial.FrozenTrial attribute)
datetime_start (optuna.multi_objective.trial.FrozenMultiObjectiveTrial attribute)
(optuna.multi_objective.trial.MultiObjectiveTrial property)
(optuna.study.StudySummary attribute)
(optuna.trial.FrozenTrial attribute)
(optuna.trial.Trial property)
decision_function (optuna.integration.OptunaSearchCV property)
delete_study() (in module optuna)
(in module optuna.study)
(optuna.storages.RDBStorage method)
(optuna.storages.RedisStorage method)
direction (optuna.study.Study property)
(optuna.study.StudySummary attribute)
directions (optuna.multi_objective.study.MultiObjectiveStudy property)
(optuna.study.Study property)
(optuna.study.StudySummary attribute)
disable_default_handler() (in module optuna.logging)
disable_propagation() (in module optuna.logging)
DiscreteUniformDistribution (class in optuna.distributions)
distribution_to_json() (in module optuna.distributions)
distributions (optuna.multi_objective.trial.FrozenMultiObjectiveTrial attribute)
(optuna.multi_objective.trial.MultiObjectiveTrial property)
(optuna.trial.FrozenTrial attribute)
(optuna.trial.Trial property)
dump_best_config() (in module optuna.integration.allennlp)
DuplicatedStudyError
duration (optuna.trial.FrozenTrial property)
E
enable_default_handler() (in module optuna.logging)
enable_propagation() (in module optuna.logging)
enqueue_trial() (optuna.multi_objective.study.MultiObjectiveStudy method)
(optuna.study.Study method)
evaluate() (optuna.importance.FanovaImportanceEvaluator method)
(optuna.importance.MeanDecreaseImpurityImportanceEvaluator method)
(optuna.integration.ShapleyImportanceEvaluator method)
F
FAIL (optuna.trial.TrialState attribute)
fail_stale_trials() (in module optuna.storages)
FanovaImportanceEvaluator (class in optuna.importance)
FastAIPruningCallback (in module optuna.integration)
FastAIV1PruningCallback (class in optuna.integration)
FastAIV2PruningCallback (class in optuna.integration)
file
optuna-study-optimize command line option
fit() (optuna.integration.OptunaSearchCV method)
FixedTrial (class in optuna.trial)
FloatDistribution (class in optuna.distributions)
FrozenMultiObjectiveTrial (class in optuna.multi_objective.trial)
FrozenTrial (class in optuna.trial)
G
get_all_studies() (optuna.storages.RDBStorage method)
(optuna.storages.RedisStorage method)
get_all_study_summaries() (in module optuna)
(in module optuna.study)
get_all_trials() (optuna.storages.RDBStorage method)
(optuna.storages.RedisStorage method)
get_all_versions() (optuna.storages.RDBStorage method)
get_best_booster() (optuna.integration.lightgbm.LightGBMTuner method)
(optuna.integration.lightgbm.LightGBMTunerCV method)
get_best_trial() (optuna.storages.RDBStorage method)
(optuna.storages.RedisStorage method)
get_current_version() (optuna.storages.RDBStorage method)
get_failed_trial_callback() (optuna.storages.RDBStorage method)
(optuna.storages.RedisStorage method)
get_head_version() (optuna.storages.RDBStorage method)
get_heartbeat_interval() (optuna.storages.RDBStorage method)
(optuna.storages.RedisStorage method)
get_n_trials() (optuna.storages.RDBStorage method)
(optuna.storages.RedisStorage method)
get_param_importances() (in module optuna.importance)
get_params() (optuna.integration.OptunaSearchCV method)
get_pareto_front_trials() (optuna.multi_objective.study.MultiObjectiveStudy method)
get_study_directions() (optuna.storages.RDBStorage method)
(optuna.storages.RedisStorage method)
get_study_id_from_name() (optuna.storages.RDBStorage method)
(optuna.storages.RedisStorage method)
get_study_name_from_id() (optuna.storages.RDBStorage method)
(optuna.storages.RedisStorage method)
get_study_system_attrs() (optuna.storages.RDBStorage method)
(optuna.storages.RedisStorage method)
get_study_user_attrs() (optuna.storages.RDBStorage method)
(optuna.storages.RedisStorage method)
get_trial() (optuna.storages.RDBStorage method)
(optuna.storages.RedisStorage method)
get_trial_id_from_study_id_trial_number() (optuna.storages.RDBStorage method)
(optuna.storages.RedisStorage method)
get_trial_number_from_id() (optuna.storages.RDBStorage method)
(optuna.storages.RedisStorage method)
get_trial_param() (optuna.storages.RDBStorage method)
(optuna.storages.RedisStorage method)
get_trial_params() (optuna.storages.RDBStorage method)
(optuna.storages.RedisStorage method)
get_trial_system_attrs() (optuna.storages.RDBStorage method)
(optuna.storages.RedisStorage method)
get_trial_user_attrs() (optuna.storages.RDBStorage method)
(optuna.storages.RedisStorage method)
get_trials() (optuna.multi_objective.study.MultiObjectiveStudy method)
(optuna.study.Study method)
get_verbosity() (in module optuna.logging)
GridSampler (class in optuna.samplers)
H
high (optuna.distributions.DiscreteUniformDistribution attribute)
(optuna.distributions.FloatDistribution attribute)
(optuna.distributions.IntDistribution attribute)
(optuna.distributions.IntLogUniformDistribution attribute)
(optuna.distributions.IntUniformDistribution attribute)
(optuna.distributions.LogUniformDistribution attribute)
(optuna.distributions.UniformDistribution attribute)
HyperbandPruner (class in optuna.pruners)
hyperopt_parameters() (optuna.samplers.MOTPESampler static method)
(optuna.samplers.TPESampler static method)
I
infer_relative_search_space() (optuna.integration.BoTorchSampler method)
(optuna.integration.CmaEsSampler method)
(optuna.integration.PyCmaSampler method)
(optuna.integration.SkoptSampler method)
(optuna.multi_objective.samplers.BaseMultiObjectiveSampler method)
(optuna.multi_objective.samplers.MOTPEMultiObjectiveSampler method)
(optuna.multi_objective.samplers.NSGAIIMultiObjectiveSampler method)
(optuna.multi_objective.samplers.RandomMultiObjectiveSampler method)
(optuna.samplers.BaseSampler method)
(optuna.samplers.CmaEsSampler method)
(optuna.samplers.GridSampler method)
(optuna.samplers.MOTPESampler method)
(optuna.samplers.NSGAIISampler method)
(optuna.samplers.PartialFixedSampler method)
(optuna.samplers.QMCSampler method)
(optuna.samplers.RandomSampler method)
(optuna.samplers.TPESampler method)
IntDistribution (class in optuna.distributions)
intermediate_values (optuna.multi_objective.trial.FrozenMultiObjectiveTrial attribute)
(optuna.trial.FrozenTrial attribute)
intersection_search_space() (in module optuna.samplers)
IntersectionSearchSpace (class in optuna.samplers)
IntLogUniformDistribution (class in optuna.distributions)
IntUniformDistribution (class in optuna.distributions)
inverse_transform (optuna.integration.OptunaSearchCV property)
is_available() (in module optuna.visualization)
(in module optuna.visualization.matplotlib)
is_finished() (optuna.trial.TrialState method)
J
json_to_distribution() (in module optuna.distributions)
K
KerasPruningCallback (class in optuna.integration)
L
last_step (optuna.trial.FrozenTrial property)
LightGBMPruningCallback (class in optuna.integration)
LightGBMTuner (class in optuna.integration.lightgbm)
LightGBMTunerCV (class in optuna.integration.lightgbm)
load_study() (in module optuna)
(in module optuna.multi_objective.study)
(in module optuna.study)
log (optuna.distributions.FloatDistribution attribute)
(optuna.distributions.IntDistribution attribute)
LogUniformDistribution (class in optuna.distributions)
low (optuna.distributions.DiscreteUniformDistribution attribute)
(optuna.distributions.FloatDistribution attribute)
(optuna.distributions.IntDistribution attribute)
(optuna.distributions.IntLogUniformDistribution attribute)
(optuna.distributions.IntUniformDistribution attribute)
(optuna.distributions.LogUniformDistribution attribute)
(optuna.distributions.UniformDistribution attribute)
M
MAXIMIZE (optuna.study.StudyDirection attribute)
MaxTrialsCallback (class in optuna.study)
MeanDecreaseImpurityImportanceEvaluator (class in optuna.importance)
MedianPruner (class in optuna.pruners)
method
optuna-study-optimize command line option
MINIMIZE (optuna.study.StudyDirection attribute)
MLflowCallback (class in optuna.integration)
module
optuna
optuna.cli
optuna.distributions
optuna.exceptions
optuna.importance
optuna.integration
optuna.logging
optuna.multi_objective
optuna.multi_objective.samplers
optuna.multi_objective.study
optuna.multi_objective.trial
optuna.multi_objective.visualization
optuna.pruners
optuna.samplers
optuna.samplers.nsgaii
optuna.storages
optuna.study
optuna.trial
optuna.visualization
optuna.visualization.matplotlib
MOTPEMultiObjectiveSampler (class in optuna.multi_objective.samplers)
MOTPESampler (class in optuna.samplers)
MultiObjectiveStudy (class in optuna.multi_objective.study)
MultiObjectiveTrial (class in optuna.multi_objective.trial)
MXNetPruningCallback (class in optuna.integration)
N
n_objectives (optuna.multi_objective.study.MultiObjectiveStudy property)
n_parents (optuna.samplers.nsgaii.BaseCrossover property)
n_splits_ (optuna.integration.OptunaSearchCV attribute)
n_trials (optuna.study.StudySummary attribute)
n_trials_ (optuna.integration.OptunaSearchCV property)
NopPruner (class in optuna.pruners)
NOT_SET (optuna.study.StudyDirection attribute)
NSGAIIMultiObjectiveSampler (class in optuna.multi_objective.samplers)
NSGAIISampler (class in optuna.samplers)
number (optuna.multi_objective.trial.FrozenMultiObjectiveTrial attribute)
(optuna.multi_objective.trial.MultiObjectiveTrial property)
(optuna.trial.FrozenTrial attribute)
(optuna.trial.Trial property)
O
on_epoch() (optuna.integration.AllenNLPPruningCallback method)
optimize() (optuna.integration.ChainerMNStudy method)
(optuna.multi_objective.study.MultiObjectiveStudy method)
(optuna.study.Study method)
optuna
module
optuna command line option
--debug
--log-file
--quiet
--storage
--verbose
--version
-q
-v
optuna-ask command line option
--direction
--directions
--flatten
--format
--sampler
--sampler-kwargs
--search-space
--study-name
-f
optuna-best-trial command line option
--flatten
--format
--study-name
-f
optuna-best-trials command line option
--flatten
--format
--study-name
-f
optuna-create-study command line option
--direction
--directions
--skip-if-exists
--study-name
optuna-delete-study command line option
--study-name
optuna-studies command line option
--flatten
--format
-f
optuna-study-optimize command line option
--n-jobs
--n-trials
--study
--study-name
--timeout
file
method
optuna-study-set-user-attr command line option
--key
--study
--study-name
--value
-k
optuna-tell command line option
--skip-if-finished
--state
--study-name
--trial-number
--values
optuna-trials command line option
--flatten
--format
--study-name
-f
optuna.cli
module
optuna.distributions
module
optuna.exceptions
module
optuna.importance
module
optuna.integration
module
optuna.logging
module
optuna.multi_objective
module
optuna.multi_objective.samplers
module
optuna.multi_objective.study
module
optuna.multi_objective.trial
module
optuna.multi_objective.visualization
module
optuna.pruners
module
optuna.samplers
module
optuna.samplers.nsgaii
module
optuna.storages
module
optuna.study
module
optuna.trial
module
optuna.visualization
module
optuna.visualization.matplotlib
module
OptunaError
OptunaSearchCV (class in optuna.integration)
P
params (optuna.multi_objective.trial.FrozenMultiObjectiveTrial attribute)
(optuna.multi_objective.trial.MultiObjectiveTrial property)
(optuna.trial.FrozenTrial attribute)
(optuna.trial.Trial property)
PartialFixedSampler (class in optuna.samplers)
PatientPruner (class in optuna.pruners)
PercentilePruner (class in optuna.pruners)
plot_contour() (in module optuna.visualization)
(in module optuna.visualization.matplotlib)
plot_edf() (in module optuna.visualization)
(in module optuna.visualization.matplotlib)
plot_intermediate_values() (in module optuna.visualization)
(in module optuna.visualization.matplotlib)
plot_optimization_history() (in module optuna.visualization)
(in module optuna.visualization.matplotlib)
plot_parallel_coordinate() (in module optuna.visualization)
(in module optuna.visualization.matplotlib)
plot_param_importances() (in module optuna.visualization)
(in module optuna.visualization.matplotlib)
plot_pareto_front() (in module optuna.multi_objective.visualization)
(in module optuna.visualization)
(in module optuna.visualization.matplotlib)
plot_slice() (in module optuna.visualization)
(in module optuna.visualization.matplotlib)
predict (optuna.integration.OptunaSearchCV property)
predict_log_proba (optuna.integration.OptunaSearchCV property)
predict_proba (optuna.integration.OptunaSearchCV property)
prune() (optuna.pruners.BasePruner method)
(optuna.pruners.HyperbandPruner method)
(optuna.pruners.MedianPruner method)
(optuna.pruners.NopPruner method)
(optuna.pruners.PatientPruner method)
(optuna.pruners.PercentilePruner method)
(optuna.pruners.SuccessiveHalvingPruner method)
(optuna.pruners.ThresholdPruner method)
PRUNED (optuna.trial.TrialState attribute)
PyCmaSampler (class in optuna.integration)
PyTorchIgnitePruningHandler (class in optuna.integration)
PyTorchLightningPruningCallback (class in optuna.integration)
Q
q (optuna.distributions.DiscreteUniformDistribution property)
qehvi_candidates_func() (in module optuna.integration.botorch)
qei_candidates_func() (in module optuna.integration.botorch)
QMCSampler (class in optuna.samplers)
qparego_candidates_func() (in module optuna.integration.botorch)
R
RandomMultiObjectiveSampler (class in optuna.multi_objective.samplers)
RandomSampler (class in optuna.samplers)
RDBStorage (class in optuna.storages)
record_heartbeat() (optuna.storages.RDBStorage method)
(optuna.storages.RedisStorage method)
RedisStorage (class in optuna.storages)
refit_time_ (optuna.integration.OptunaSearchCV attribute)
register() (optuna.integration.AllenNLPPruningCallback class method)
remove_session() (optuna.storages.RDBStorage method)
(optuna.storages.RedisStorage method)
report() (optuna.multi_objective.trial.MultiObjectiveTrial method)
(optuna.trial.FrozenTrial method)
(optuna.trial.Trial method)
reseed_rng() (optuna.integration.BoTorchSampler method)
(optuna.integration.CmaEsSampler method)
(optuna.integration.PyCmaSampler method)
(optuna.integration.SkoptSampler method)
(optuna.multi_objective.samplers.BaseMultiObjectiveSampler method)
(optuna.multi_objective.samplers.MOTPEMultiObjectiveSampler method)
(optuna.multi_objective.samplers.NSGAIIMultiObjectiveSampler method)
(optuna.multi_objective.samplers.RandomMultiObjectiveSampler method)
(optuna.samplers.BaseSampler method)
(optuna.samplers.CmaEsSampler method)
(optuna.samplers.GridSampler method)
(optuna.samplers.MOTPESampler method)
(optuna.samplers.NSGAIISampler method)
(optuna.samplers.PartialFixedSampler method)
(optuna.samplers.QMCSampler method)
(optuna.samplers.RandomSampler method)
(optuna.samplers.TPESampler method)
retried_trial_number() (optuna.storages.RetryFailedTrialCallback static method)
retry_history() (optuna.storages.RetryFailedTrialCallback static method)
RetryFailedTrialCallback (class in optuna.storages)
run() (optuna.integration.AllenNLPExecutor method)
(optuna.integration.lightgbm.LightGBMTuner method)
(optuna.integration.lightgbm.LightGBMTunerCV method)
RUNNING (optuna.trial.TrialState attribute)
S
sample_independent() (optuna.integration.BoTorchSampler method)
(optuna.integration.CmaEsSampler method)
(optuna.integration.PyCmaSampler method)
(optuna.integration.SkoptSampler method)
(optuna.multi_objective.samplers.BaseMultiObjectiveSampler method)
(optuna.multi_objective.samplers.MOTPEMultiObjectiveSampler method)
(optuna.multi_objective.samplers.NSGAIIMultiObjectiveSampler method)
(optuna.multi_objective.samplers.RandomMultiObjectiveSampler method)
(optuna.samplers.BaseSampler method)
(optuna.samplers.CmaEsSampler method)
(optuna.samplers.GridSampler method)
(optuna.samplers.MOTPESampler method)
(optuna.samplers.NSGAIISampler method)
(optuna.samplers.PartialFixedSampler method)
(optuna.samplers.QMCSampler method)
(optuna.samplers.RandomSampler method)
(optuna.samplers.TPESampler method)
sample_indices_ (optuna.integration.OptunaSearchCV attribute)
sample_relative() (optuna.integration.BoTorchSampler method)
(optuna.integration.CmaEsSampler method)
(optuna.integration.PyCmaSampler method)
(optuna.integration.SkoptSampler method)
(optuna.multi_objective.samplers.BaseMultiObjectiveSampler method)
(optuna.multi_objective.samplers.MOTPEMultiObjectiveSampler method)
(optuna.multi_objective.samplers.NSGAIIMultiObjectiveSampler method)
(optuna.multi_objective.samplers.RandomMultiObjectiveSampler method)
(optuna.samplers.BaseSampler method)
(optuna.samplers.CmaEsSampler method)
(optuna.samplers.GridSampler method)
(optuna.samplers.MOTPESampler method)
(optuna.samplers.NSGAIISampler method)
(optuna.samplers.PartialFixedSampler method)
(optuna.samplers.QMCSampler method)
(optuna.samplers.RandomSampler method)
(optuna.samplers.TPESampler method)
sample_train_set() (optuna.integration.lightgbm.LightGBMTuner method)
(optuna.integration.lightgbm.LightGBMTunerCV method)
sampler (optuna.multi_objective.study.MultiObjectiveStudy property)
SBXCrossover (class in optuna.samplers.nsgaii)
score() (optuna.integration.OptunaSearchCV method)
score_samples (optuna.integration.OptunaSearchCV property)
scorer_ (optuna.integration.OptunaSearchCV attribute)
set_params() (optuna.integration.OptunaSearchCV method)
set_study_directions() (optuna.storages.RDBStorage method)
(optuna.storages.RedisStorage method)
set_study_system_attr() (optuna.storages.RDBStorage method)
(optuna.storages.RedisStorage method)
set_study_user_attr() (optuna.storages.RDBStorage method)
(optuna.storages.RedisStorage method)
set_system_attr() (optuna.multi_objective.study.MultiObjectiveStudy method)
(optuna.multi_objective.trial.MultiObjectiveTrial method)
(optuna.study.Study method)
(optuna.trial.Trial method)
set_trial_intermediate_value() (optuna.storages.RDBStorage method)
(optuna.storages.RedisStorage method)
set_trial_param() (optuna.storages.RDBStorage method)
(optuna.storages.RedisStorage method)
set_trial_state_values() (optuna.storages.RDBStorage method)
(optuna.storages.RedisStorage method)
set_trial_system_attr() (optuna.storages.RDBStorage method)
(optuna.storages.RedisStorage method)
set_trial_user_attr() (optuna.storages.RDBStorage method)
(optuna.storages.RedisStorage method)
set_user_attr (optuna.integration.OptunaSearchCV property)
set_user_attr() (optuna.multi_objective.study.MultiObjectiveStudy method)
(optuna.multi_objective.trial.MultiObjectiveTrial method)
(optuna.study.Study method)
(optuna.trial.Trial method)
set_verbosity() (in module optuna.logging)
ShapleyImportanceEvaluator (class in optuna.integration)
should_prune() (optuna.trial.FrozenTrial method)
(optuna.trial.Trial method)
single() (optuna.distributions.CategoricalDistribution method)
(optuna.distributions.DiscreteUniformDistribution method)
(optuna.distributions.FloatDistribution method)
(optuna.distributions.IntDistribution method)
(optuna.distributions.IntLogUniformDistribution method)
(optuna.distributions.IntUniformDistribution method)
(optuna.distributions.LogUniformDistribution method)
(optuna.distributions.UniformDistribution method)
SkoptSampler (class in optuna.integration)
SkorchPruningCallback (class in optuna.integration)
SPXCrossover (class in optuna.samplers.nsgaii)
state (optuna.multi_objective.trial.FrozenMultiObjectiveTrial attribute)
(optuna.trial.FrozenTrial attribute)
step (optuna.distributions.FloatDistribution attribute)
(optuna.distributions.IntDistribution attribute)
(optuna.distributions.IntLogUniformDistribution attribute)
(optuna.distributions.IntUniformDistribution attribute)
stop() (optuna.study.Study method)
StorageInternalError
Study (class in optuna.study)
study_ (optuna.integration.OptunaSearchCV attribute)
study_name (optuna.study.StudySummary attribute)
StudyDirection (class in optuna.study)
StudySummary (class in optuna.study)
SuccessiveHalvingPruner (class in optuna.pruners)
suggest_categorical() (optuna.multi_objective.trial.MultiObjectiveTrial method)
(optuna.trial.Trial method)
suggest_discrete_uniform() (optuna.integration.TorchDistributedTrial method)
(optuna.multi_objective.trial.MultiObjectiveTrial method)
(optuna.trial.FixedTrial method)
(optuna.trial.FrozenTrial method)
(optuna.trial.Trial method)
suggest_float() (optuna.multi_objective.trial.MultiObjectiveTrial method)
(optuna.trial.Trial method)
suggest_int() (optuna.multi_objective.trial.MultiObjectiveTrial method)
(optuna.trial.Trial method)
suggest_loguniform() (optuna.integration.TorchDistributedTrial method)
(optuna.multi_objective.trial.MultiObjectiveTrial method)
(optuna.trial.FixedTrial method)
(optuna.trial.FrozenTrial method)
(optuna.trial.Trial method)
suggest_uniform() (optuna.integration.TorchDistributedTrial method)
(optuna.multi_objective.trial.MultiObjectiveTrial method)
(optuna.trial.FixedTrial method)
(optuna.trial.FrozenTrial method)
(optuna.trial.Trial method)
system_attrs (optuna.multi_objective.study.MultiObjectiveStudy property)
(optuna.multi_objective.trial.MultiObjectiveTrial property)
(optuna.study.Study property)
(optuna.study.StudySummary attribute)
(optuna.trial.FrozenTrial attribute)
(optuna.trial.Trial property)
T
tell() (optuna.study.Study method)
TensorBoardCallback (class in optuna.integration)
TensorFlowPruningHook (class in optuna.integration)
TFKerasPruningCallback (class in optuna.integration)
ThresholdPruner (class in optuna.pruners)
to_external_repr() (optuna.distributions.CategoricalDistribution method)
(optuna.distributions.DiscreteUniformDistribution method)
(optuna.distributions.FloatDistribution method)
(optuna.distributions.IntDistribution method)
(optuna.distributions.IntLogUniformDistribution method)
(optuna.distributions.IntUniformDistribution method)
(optuna.distributions.LogUniformDistribution method)
(optuna.distributions.UniformDistribution method)
to_internal_repr() (optuna.distributions.CategoricalDistribution method)
(optuna.distributions.DiscreteUniformDistribution method)
(optuna.distributions.FloatDistribution method)
(optuna.distributions.IntDistribution method)
(optuna.distributions.IntLogUniformDistribution method)
(optuna.distributions.IntUniformDistribution method)
(optuna.distributions.LogUniformDistribution method)
(optuna.distributions.UniformDistribution method)
TorchDistributedTrial (class in optuna.integration)
TPESampler (class in optuna.samplers)
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)
Trial (class in optuna.trial)
TrialPruned
,
[1]
trials (optuna.multi_objective.study.MultiObjectiveStudy property)
(optuna.study.Study property)
trials_ (optuna.integration.OptunaSearchCV property)
trials_dataframe (optuna.integration.OptunaSearchCV property)
trials_dataframe() (optuna.study.Study method)
TrialState (class in optuna.trial)
U
UNDXCrossover (class in optuna.samplers.nsgaii)
UniformCrossover (class in optuna.samplers.nsgaii)
UniformDistribution (class in optuna.distributions)
upgrade() (optuna.storages.RDBStorage method)
user_attrs (optuna.multi_objective.study.MultiObjectiveStudy property)
(optuna.multi_objective.trial.FrozenMultiObjectiveTrial attribute)
(optuna.multi_objective.trial.MultiObjectiveTrial property)
(optuna.study.Study property)
(optuna.study.StudySummary attribute)
(optuna.trial.FrozenTrial attribute)
(optuna.trial.Trial property)
user_attrs_ (optuna.integration.OptunaSearchCV property)
V
value (optuna.trial.FrozenTrial attribute)
values (optuna.multi_objective.trial.FrozenMultiObjectiveTrial attribute)
(optuna.trial.FrozenTrial attribute)
VSBXCrossover (class in optuna.samplers.nsgaii)
W
WAITING (optuna.trial.TrialState attribute)
WeightsAndBiasesCallback (class in optuna.integration)
X
XGBoostPruningCallback (class in optuna.integration)
Read the Docs
v: v3.0.1
Versions
latest
stable
v3.0.1
v3.0.0
v3.0.0-rc0
v3.0.0-b1
v3.0.0-b0
v3.0.0-a2
v3.0.0-a1
v3.0.0-a0
v2.10.1
v2.10.0
v2.9.1
v2.9.0
v2.8.0
v2.7.0
v2.6.0
v2.5.0
v2.4.0
v2.3.0
v2.2.0
v2.1.0
v2.0.0
v2.0.0-rc0
v1.5.0
v1.4.0
v1.3.0
v1.2.0
v1.1.0
v1.0.0
v0.19.0
Downloads
On Read the Docs
Project Home
Builds