Optuna
1.4.0
目录
安装
教程
API Reference
常见问题
Optuna
Docs
»
索引
索引
符号
|
A
|
B
|
C
|
D
|
E
|
F
|
G
|
H
|
I
|
J
|
K
|
L
|
M
|
N
|
O
|
P
|
Q
|
R
|
S
|
T
|
U
|
V
|
X
|
模
符号
--allow-websocket-origin <BOKEH_ALLOW_WEBSOCKET_ORIGINS>
optuna-dashboard command line option
--column COLUMN
optuna-studies command line option
--debug
optuna command line option
--direction <DIRECTION>
optuna-create-study command line option
--fit-width
optuna-studies command line option
--format <FORMATTER>
optuna-studies command line option
--key <KEY>
optuna-study-set-user-attr command line option
--log-file <LOG_FILE>
optuna command line option
--max-width <integer>
optuna-studies command line option
--n-jobs <N_JOBS>
optuna-study-optimize command line option
--n-trials <N_TRIALS>
optuna-study-optimize command line option
--noindent
optuna-studies command line option
--out <OUT>
optuna-dashboard command line option
--print-empty
optuna-studies command line option
--quiet
optuna command line option
--quote <QUOTE_MODE>
optuna-studies command line option
--skip-if-exists
optuna-create-study command line option
--sort-column SORT_COLUMN
optuna-studies command line option
--storage <STORAGE>
optuna command line option
--study <STUDY>
optuna-dashboard command line option
optuna-study-optimize command line option
optuna-study-set-user-attr command line option
--study-name <STUDY_NAME>
optuna-create-study command line option
optuna-dashboard command line option
optuna-delete-study command line option
optuna-study-optimize command line option
optuna-study-set-user-attr command line option
--timeout <TIMEOUT>
optuna-study-optimize command line option
--value <VALUE>
optuna-study-set-user-attr command line option
--verbose
optuna command line option
--version
optuna command line option
-c COLUMN
optuna-studies command line option
-f <FORMATTER>
optuna-studies command line option
-k <KEY>
optuna-study-set-user-attr command line option
-o <OUT>
optuna-dashboard command line option
-q
optuna command line option
-v
optuna command line option
-v <VALUE>
optuna-study-set-user-attr command line option
A
AllenNLPExecutor (optuna.integration 中的类)
B
BaseMultiObjectiveSampler (optuna.multi_objective.samplers 中的类)
BasePruner (optuna.pruners 中的类)
BaseSampler (optuna.samplers 中的类)
best_booster() (optuna.integration.lightgbm.LightGBMTuner property)
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.structs.StudySummary 属性)
(optuna.study.StudySummary 属性)
best_trial() (optuna.study.Study property)
best_trial_() (optuna.integration.OptunaSearchCV property)
best_value() (optuna.study.Study property)
C
calculate() (optuna.samplers.IntersectionSearchSpace 方法)
CategoricalDistribution (optuna.distributions 中的类)
ChainerMNStudy (optuna.integration 中的类)
ChainerPruningExtension (optuna.integration 中的类)
check_distribution_compatibility() (在 optuna.distributions 模块中)
choices (optuna.distributions.CategoricalDistribution 属性)
classes_() (optuna.integration.OptunaSearchCV property)
CLIUsageError (optuna.exceptions 中的类)
CmaEsSampler (optuna.integration 中的类)
(optuna.samplers 中的类)
COMPLETE (optuna.structs.TrialState 属性)
(optuna.trial.TrialState 属性)
create_study() (在 optuna 模块中)
(在 optuna.multi_objective.study 模块中)
(在 optuna.study 模块中)
D
datetime_complete (optuna.multi_objective.trial.FrozenMultiObjectiveTrial 属性)
(optuna.structs.FrozenTrial 属性)
(optuna.trial.FrozenTrial 属性)
datetime_start (optuna.multi_objective.trial.FrozenMultiObjectiveTrial 属性)
(optuna.structs.FrozenTrial 属性)
(optuna.structs.StudySummary 属性)
(optuna.study.StudySummary 属性)
(optuna.trial.FrozenTrial 属性)
datetime_start() (optuna.multi_objective.trial.MultiObjectiveTrial property)
(optuna.trial.Trial property)
decision_function() (optuna.integration.OptunaSearchCV property)
delete_study() (在 optuna 模块中)
(在 optuna.study 模块中)
direction (optuna.structs.StudySummary 属性)
(optuna.study.StudySummary 属性)
direction() (optuna.study.Study property)
directions() (optuna.multi_objective.study.MultiObjectiveStudy property)
disable_default_handler() (在 optuna.logging 模块中)
disable_propagation() (在 optuna.logging 模块中)
DiscreteUniformDistribution (optuna.distributions 中的类)
distribution_to_json() (在 optuna.distributions 模块中)
distributions (optuna.multi_objective.trial.FrozenMultiObjectiveTrial 属性)
distributions() (optuna.multi_objective.trial.MultiObjectiveTrial property)
(optuna.structs.FrozenTrial property)
(optuna.trial.FrozenTrial property)
(optuna.trial.Trial property)
dump_best_config() (在 optuna.integration.allennlp 模块中)
DuplicatedStudyError (optuna.exceptions 中的类)
duration() (optuna.structs.FrozenTrial property)
(optuna.trial.FrozenTrial property)
E
enable_default_handler() (在 optuna.logging 模块中)
enable_propagation() (在 optuna.logging 模块中)
enqueue_trial() (optuna.multi_objective.study.MultiObjectiveStudy 方法)
(optuna.study.Study 方法)
evaluate() (optuna.importance.FanovaImportanceEvaluator 方法)
(optuna.importance.MeanDecreaseImpurityImportanceEvaluator 方法)
F
FAIL (optuna.structs.TrialState 属性)
(optuna.trial.TrialState 属性)
FanovaImportanceEvaluator (optuna.importance 中的类)
FastAIPruningCallback (optuna.integration 中的类)
file
optuna-study-optimize command line option
fit() (optuna.integration.OptunaSearchCV 方法)
FixedTrial (optuna.trial 中的类)
FrozenMultiObjectiveTrial (optuna.multi_objective.trial 中的类)
FrozenTrial (optuna.structs 中的类)
(optuna.trial 中的类)
G
get_all_study_summaries() (在 optuna 模块中)
(在 optuna.study 模块中)
get_best_booster() (optuna.integration.lightgbm.LightGBMTuner 方法)
get_param_importances() (在 optuna.importance 模块中)
get_pareto_front_trials() (optuna.multi_objective.study.MultiObjectiveStudy 方法)
get_trials() (optuna.multi_objective.study.MultiObjectiveStudy 方法)
(optuna.study.Study 方法)
get_verbosity() (在 optuna.logging 模块中)
GridSampler (optuna.samplers 中的类)
H
high (optuna.distributions.DiscreteUniformDistribution 属性)
(optuna.distributions.IntLogUniformDistribution 属性)
(optuna.distributions.IntUniformDistribution 属性)
(optuna.distributions.LogUniformDistribution 属性)
(optuna.distributions.UniformDistribution 属性)
HyperbandPruner (optuna.pruners 中的类)
hyperopt_parameters() (optuna.samplers.TPESampler 静态方法)
I
infer_relative_search_space() (optuna.multi_objective.samplers.BaseMultiObjectiveSampler 方法)
(optuna.samplers.BaseSampler 方法)
intermediate_values (optuna.multi_objective.trial.FrozenMultiObjectiveTrial 属性)
(optuna.structs.FrozenTrial 属性)
(optuna.trial.FrozenTrial 属性)
intersection_search_space() (在 optuna.samplers 模块中)
IntersectionSearchSpace (optuna.samplers 中的类)
IntLogUniformDistribution (optuna.distributions 中的类)
IntUniformDistribution (optuna.distributions 中的类)
inverse_transform() (optuna.integration.OptunaSearchCV property)
is_available() (在 optuna.visualization 模块中)
J
json_to_distribution() (在 optuna.distributions 模块中)
K
KerasPruningCallback (optuna.integration 中的类)
L
LightGBMPruningCallback (optuna.integration 中的类)
LightGBMTuner (optuna.integration.lightgbm 中的类)
LightGBMTunerCV (optuna.integration.lightgbm 中的类)
load_study() (在 optuna 模块中)
(在 optuna.multi_objective.study 模块中)
(在 optuna.study 模块中)
LogUniformDistribution (optuna.distributions 中的类)
low (optuna.distributions.DiscreteUniformDistribution 属性)
(optuna.distributions.IntLogUniformDistribution 属性)
(optuna.distributions.IntUniformDistribution 属性)
(optuna.distributions.LogUniformDistribution 属性)
(optuna.distributions.UniformDistribution 属性)
M
MAXIMIZE (optuna.structs.StudyDirection 属性)
(optuna.study.StudyDirection 属性)
MeanDecreaseImpurityImportanceEvaluator (optuna.importance 中的类)
MedianPruner (optuna.pruners 中的类)
method
optuna-study-optimize command line option
MINIMIZE (optuna.structs.StudyDirection 属性)
(optuna.study.StudyDirection 属性)
MLflowCallback (optuna.integration 中的类)
MultiObjectiveStudy (optuna.multi_objective.study 中的类)
MultiObjectiveTrial (optuna.multi_objective.trial 中的类)
MXNetPruningCallback (optuna.integration 中的类)
N
n_objectives() (optuna.multi_objective.study.MultiObjectiveStudy property)
n_trials (optuna.structs.StudySummary 属性)
(optuna.study.StudySummary 属性)
n_trials_() (optuna.integration.OptunaSearchCV property)
NopPruner (optuna.pruners 中的类)
NOT_SET (optuna.structs.StudyDirection 属性)
(optuna.study.StudyDirection 属性)
NSGAIIMultiObjectiveSampler (optuna.multi_objective.samplers 中的类)
number (optuna.multi_objective.trial.FrozenMultiObjectiveTrial 属性)
(optuna.structs.FrozenTrial 属性)
(optuna.trial.FrozenTrial 属性)
number() (optuna.multi_objective.trial.MultiObjectiveTrial property)
(optuna.trial.Trial property)
O
optimize() (optuna.integration.ChainerMNStudy 方法)
(optuna.multi_objective.study.MultiObjectiveStudy 方法)
(optuna.study.Study 方法)
optuna
模块
optuna command line option
--debug
--log-file <LOG_FILE>
--quiet
--storage <STORAGE>
--verbose
--version
-q
-v
optuna-create-study command line option
--direction <DIRECTION>
--skip-if-exists
--study-name <STUDY_NAME>
optuna-dashboard command line option
--allow-websocket-origin <BOKEH_ALLOW_WEBSOCKET_ORIGINS>
--out <OUT>
--study <STUDY>
--study-name <STUDY_NAME>
-o <OUT>
optuna-delete-study command line option
--study-name <STUDY_NAME>
optuna-studies command line option
--column COLUMN
--fit-width
--format <FORMATTER>
--max-width <integer>
--noindent
--print-empty
--quote <QUOTE_MODE>
--sort-column SORT_COLUMN
-c COLUMN
-f <FORMATTER>
optuna-study-optimize command line option
--n-jobs <N_JOBS>
--n-trials <N_TRIALS>
--study <STUDY>
--study-name <STUDY_NAME>
--timeout <TIMEOUT>
file
method
optuna-study-set-user-attr command line option
--key <KEY>
--study <STUDY>
--study-name <STUDY_NAME>
--value <VALUE>
-k <KEY>
-v <VALUE>
optuna.distributions
模块
optuna.exceptions
模块
optuna.importance
模块
optuna.integration
模块
optuna.logging
模块
optuna.multi_objective
模块
optuna.multi_objective.samplers
模块
optuna.multi_objective.study
模块
optuna.multi_objective.trial
模块
optuna.multi_objective.visualization
模块
optuna.pruners
模块
optuna.samplers
模块
optuna.storages
模块
optuna.structs
模块
optuna.study
模块
optuna.trial
模块
optuna.visualization
模块
OptunaError (optuna.exceptions 中的类)
OptunaSearchCV (optuna.integration 中的类)
P
params (optuna.multi_objective.trial.FrozenMultiObjectiveTrial 属性)
(optuna.structs.FrozenTrial 属性)
(optuna.trial.FrozenTrial 属性)
params() (optuna.multi_objective.trial.MultiObjectiveTrial property)
(optuna.trial.Trial property)
PercentilePruner (optuna.pruners 中的类)
plot_contour() (在 optuna.visualization 模块中)
plot_intermediate_values() (在 optuna.visualization 模块中)
plot_optimization_history() (在 optuna.visualization 模块中)
plot_parallel_coordinate() (在 optuna.visualization 模块中)
plot_param_importances() (在 optuna.visualization 模块中)
plot_pareto_front() (在 optuna.multi_objective.visualization 模块中)
plot_slice() (在 optuna.visualization 模块中)
predict() (optuna.integration.OptunaSearchCV property)
predict_log_proba() (optuna.integration.OptunaSearchCV property)
predict_proba() (optuna.integration.OptunaSearchCV property)
prune() (optuna.pruners.BasePruner 方法)
PRUNED (optuna.structs.TrialState 属性)
(optuna.trial.TrialState 属性)
PyTorchIgnitePruningHandler (optuna.integration 中的类)
PyTorchLightningPruningCallback (optuna.integration 中的类)
Q
q (optuna.distributions.DiscreteUniformDistribution 属性)
R
RandomMultiObjectiveSampler (optuna.multi_objective.samplers 中的类)
RandomSampler (optuna.samplers 中的类)
RDBStorage (optuna.storages 中的类)
RedisStorage (optuna.storages 中的类)
report() (optuna.multi_objective.trial.MultiObjectiveTrial 方法)
(optuna.trial.Trial 方法)
reseed_rng() (optuna.integration.CmaEsSampler 方法)
(optuna.integration.SkoptSampler 方法)
(optuna.samplers.BaseSampler 方法)
(optuna.samplers.CmaEsSampler 方法)
(optuna.samplers.RandomSampler 方法)
(optuna.samplers.TPESampler 方法)
run() (optuna.integration.AllenNLPExecutor 方法)
(optuna.integration.lightgbm.LightGBMTuner 方法)
(optuna.integration.lightgbm.LightGBMTunerCV 方法)
RUNNING (optuna.structs.TrialState 属性)
(optuna.trial.TrialState 属性)
S
sample_independent() (optuna.multi_objective.samplers.BaseMultiObjectiveSampler 方法)
(optuna.samplers.BaseSampler 方法)
sample_relative() (optuna.multi_objective.samplers.BaseMultiObjectiveSampler 方法)
(optuna.samplers.BaseSampler 方法)
sampler() (optuna.multi_objective.study.MultiObjectiveStudy property)
score() (optuna.integration.OptunaSearchCV 方法)
score_samples() (optuna.integration.OptunaSearchCV property)
set_user_attr() (optuna.integration.OptunaSearchCV property)
(optuna.multi_objective.study.MultiObjectiveStudy 方法)
(optuna.multi_objective.trial.MultiObjectiveTrial 方法)
(optuna.study.Study 方法)
(optuna.trial.Trial 方法)
set_verbosity() (在 optuna.logging 模块中)
should_prune() (optuna.trial.Trial 方法)
single() (optuna.distributions.CategoricalDistribution 方法)
(optuna.distributions.DiscreteUniformDistribution 方法)
(optuna.distributions.IntLogUniformDistribution 方法)
(optuna.distributions.IntUniformDistribution 方法)
(optuna.distributions.LogUniformDistribution 方法)
(optuna.distributions.UniformDistribution 方法)
SkoptSampler (optuna.integration 中的类)
state (optuna.multi_objective.trial.FrozenMultiObjectiveTrial 属性)
(optuna.structs.FrozenTrial 属性)
(optuna.trial.FrozenTrial 属性)
step (optuna.distributions.IntLogUniformDistribution 属性)
(optuna.distributions.IntUniformDistribution 属性)
stop() (optuna.study.Study 方法)
StorageInternalError (optuna.exceptions 中的类)
Study (optuna.study 中的类)
study_name (optuna.structs.StudySummary 属性)
(optuna.study.StudySummary 属性)
StudyDirection (optuna.structs 中的类)
(optuna.study 中的类)
StudySummary (optuna.structs 中的类)
(optuna.study 中的类)
SuccessiveHalvingPruner (optuna.pruners 中的类)
suggest_categorical() (optuna.multi_objective.trial.MultiObjectiveTrial 方法)
(optuna.trial.Trial 方法)
suggest_discrete_uniform() (optuna.multi_objective.trial.MultiObjectiveTrial 方法)
(optuna.trial.Trial 方法)
suggest_float() (optuna.multi_objective.trial.MultiObjectiveTrial 方法)
(optuna.trial.Trial 方法)
suggest_int() (optuna.multi_objective.trial.MultiObjectiveTrial 方法)
(optuna.trial.Trial 方法)
suggest_loguniform() (optuna.multi_objective.trial.MultiObjectiveTrial 方法)
(optuna.trial.Trial 方法)
suggest_uniform() (optuna.multi_objective.trial.MultiObjectiveTrial 方法)
(optuna.trial.Trial 方法)
system_attrs (optuna.structs.StudySummary 属性)
(optuna.study.StudySummary 属性)
T
TensorFlowPruningHook (optuna.integration 中的类)
TFKerasPruningCallback (optuna.integration 中的类)
ThresholdPruner (optuna.pruners 中的类)
TPESampler (optuna.samplers 中的类)
train() (在 optuna.integration.lightgbm 模块中)
transform() (optuna.integration.OptunaSearchCV property)
Trial (optuna.trial 中的类)
TrialPruned (optuna 中的类)
(optuna.exceptions 中的类)
trials() (optuna.multi_objective.study.MultiObjectiveStudy property)
(optuna.study.Study property)
trials_() (optuna.integration.OptunaSearchCV property)
trials_dataframe() (optuna.integration.OptunaSearchCV property)
(optuna.study.Study 方法)
TrialState (optuna.structs 中的类)
(optuna.trial 中的类)
U
UniformDistribution (optuna.distributions 中的类)
user_attrs (optuna.multi_objective.trial.FrozenMultiObjectiveTrial 属性)
(optuna.structs.FrozenTrial 属性)
(optuna.structs.StudySummary 属性)
(optuna.study.StudySummary 属性)
(optuna.trial.FrozenTrial 属性)
user_attrs() (optuna.multi_objective.study.MultiObjectiveStudy property)
(optuna.multi_objective.trial.MultiObjectiveTrial property)
(optuna.study.Study property)
(optuna.trial.Trial property)
user_attrs_() (optuna.integration.OptunaSearchCV property)
V
value (optuna.structs.FrozenTrial 属性)
(optuna.trial.FrozenTrial 属性)
values (optuna.multi_objective.trial.FrozenMultiObjectiveTrial 属性)
X
XGBoostPruningCallback (optuna.integration 中的类)
模
模块
optuna
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.storages
optuna.structs
optuna.study
optuna.trial
optuna.visualization