Index

A

AbstractFeatureGenerator (class in autogluon.features.generators) AbstractModel (class in autogluon.tabular.models) add_job() (autogluon.core.scheduler.FIFOScheduler method) (autogluon.core.scheduler.HyperbandScheduler method) (autogluon.core.scheduler.RLScheduler method) add_remote() (autogluon.core.scheduler.FIFOScheduler method) (autogluon.core.scheduler.HyperbandScheduler method) (autogluon.core.scheduler.RLScheduler method) add_task() (autogluon.core.scheduler.FIFOScheduler method) (autogluon.core.scheduler.HyperbandScheduler method) (autogluon.core.scheduler.RLScheduler method) args() (in module autogluon.core) AsTypeFeatureGenerator (class in autogluon.features.generators) autogluon.core module autogluon.core.features.feature_metadata module, [1]

autogluon.core.models module autogluon.core.space module autogluon.core.utils module autogluon.features.generators module autogluon.tabular module, [1], [2], [3], [4], [5] autogluon.tabular.models module, [1] autogluon.text module, [1], [2], [3] autogluon.vision module, [1], [2], [3], [4], [5] AutoGluonObject (class in autogluon.core.space) AutoMLPipelineFeatureGenerator (class in autogluon.features.generators)

B

BaggedEnsembleModel (class in autogluon.core.models) BinnedFeatureGenerator (class in autogluon.features.generators)

Bool (class in autogluon.core.space) BulkFeatureGenerator (class in autogluon.features.generators)

C

can_infer() (autogluon.tabular.models.AbstractModel method) CatBoostModel (class in autogluon.tabular.models) Categorical (class in autogluon.core.space) CategoryFeatureGenerator (class in autogluon.features.generators) CategoryMemoryMinimizeFeatureGenerator (class in autogluon.features.generators) check_sha1() (in module autogluon.core.utils) class_labels() (autogluon.text.TextPredictor property), [1] class_labels_internal() (autogluon.text.TextPredictor property), [1] class_labels_internal_map() (autogluon.text.TextPredictor property), [1] clone_from_state() (autogluon.core.searcher.GPFIFOSearcher method) (autogluon.core.searcher.GPMultiFidelitySearcher method) (autogluon.core.searcher.GridSearcher method) (autogluon.core.searcher.RandomSearcher method) (autogluon.core.searcher.RLSearcher method) (autogluon.core.searcher.SKoptSearcher method) config2skopt() (autogluon.core.searcher.SKoptSearcher method) configure_scheduler() (autogluon.core.searcher.GPFIFOSearcher method) (autogluon.core.searcher.GPMultiFidelitySearcher method) (autogluon.core.searcher.GridSearcher method) (autogluon.core.searcher.RandomSearcher method) (autogluon.core.searcher.RLSearcher method) (autogluon.core.searcher.SKoptSearcher method)

convert_to_refit_full_template() (autogluon.tabular.models.AbstractModel method) convert_to_template() (autogluon.tabular.models.AbstractModel method) cs() (autogluon.core.space.AutoGluonObject property) (autogluon.core.space.Categorical property) (autogluon.core.space.Dict property) (autogluon.core.space.List property) cumulative_profile_record() (autogluon.core.searcher.GPFIFOSearcher method) (autogluon.core.searcher.GPMultiFidelitySearcher method) (autogluon.core.searcher.GridSearcher method) (autogluon.core.searcher.RandomSearcher method) (autogluon.core.searcher.RLSearcher method) (autogluon.core.searcher.SKoptSearcher method)

D

Dataset (autogluon.tabular.TabularPredictor attribute), [1] (autogluon.vision.ImagePredictor attribute), [1] (autogluon.vision.ObjectDetector attribute), [1] dataset_size() (autogluon.core.searcher.GPFIFOSearcher method) (autogluon.core.searcher.GPMultiFidelitySearcher method) (autogluon.core.searcher.GridSearcher method) (autogluon.core.searcher.RandomSearcher method) (autogluon.core.searcher.RLSearcher method) (autogluon.core.searcher.SKoptSearcher method) DatetimeFeatureGenerator (class in autogluon.features.generators) debug_log() (autogluon.core.searcher.GPFIFOSearcher property) (autogluon.core.searcher.GPMultiFidelitySearcher property) (autogluon.core.searcher.GridSearcher property) (autogluon.core.searcher.RandomSearcher property) (autogluon.core.searcher.RLSearcher property) (autogluon.core.searcher.SKoptSearcher property)

default_config() (autogluon.core.searcher.SKoptSearcher method) delete_from_disk() (autogluon.tabular.models.AbstractModel method) delete_models() (autogluon.tabular.TabularPredictor method), [1] Dict (class in autogluon.core.space) distill() (autogluon.tabular.TabularPredictor method), [1] download() (in module autogluon.core.utils) DropDuplicatesFeatureGenerator (class in autogluon.features.generators) DropUniqueFeatureGenerator (class in autogluon.features.generators) DummyFeatureGenerator (class in autogluon.features.generators)

E

evaluate() (autogluon.tabular.TabularPredictor method), [1] (autogluon.text.TextPredictor method), [1] (autogluon.vision.ImagePredictor method), [1] (autogluon.vision.ObjectDetector method), [1] evaluate_predictions() (autogluon.tabular.TabularPredictor method), [1] evaluation_failed() (autogluon.core.searcher.GPFIFOSearcher method) (autogluon.core.searcher.GPMultiFidelitySearcher method) (autogluon.core.searcher.GridSearcher method) (autogluon.core.searcher.RandomSearcher method) (autogluon.core.searcher.RLSearcher method) (autogluon.core.searcher.SKoptSearcher method)

extract_embedding() (autogluon.text.TextPredictor method), [1]

F

FastTextModel (class in autogluon.tabular.models) feature_importance() (autogluon.tabular.TabularPredictor method), [1] FeatureMetadata (class in autogluon.core.features.feature_metadata), [1] FIFOScheduler (class in autogluon.core.scheduler) FillNaFeatureGenerator (class in autogluon.features.generators) fit() (autogluon.features.generators.AbstractFeatureGenerator method) (autogluon.tabular.models.AbstractModel method) (autogluon.tabular.TabularPredictor method), [1] (autogluon.text.TextPredictor method), [1] (autogluon.vision.ImagePredictor method), [1] (autogluon.vision.ObjectDetector method), [1]

fit_extra() (autogluon.tabular.TabularPredictor method), [1] fit_summary() (autogluon.tabular.TabularPredictor method), [1] (autogluon.vision.ImagePredictor method), [1] (autogluon.vision.ObjectDetector method), [1] fit_transform() (autogluon.features.generators.AbstractFeatureGenerator method) fit_weighted_ensemble() (autogluon.tabular.TabularPredictor method), [1] from_df() (autogluon.core.features.feature_metadata.FeatureMetadata class method), [1] func() (in module autogluon.core)

G

get_best_config() (autogluon.core.scheduler.FIFOScheduler method) (autogluon.core.scheduler.HyperbandScheduler method) (autogluon.core.scheduler.RLScheduler method) (autogluon.core.searcher.GPFIFOSearcher method) (autogluon.core.searcher.GPMultiFidelitySearcher method) (autogluon.core.searcher.GridSearcher method) (autogluon.core.searcher.RandomSearcher method) (autogluon.core.searcher.RLSearcher method) (autogluon.core.searcher.SKoptSearcher method) get_best_config_reward() (autogluon.core.searcher.GPFIFOSearcher method) (autogluon.core.searcher.GPMultiFidelitySearcher method) (autogluon.core.searcher.GridSearcher method) (autogluon.core.searcher.RandomSearcher method) (autogluon.core.searcher.RLSearcher method) (autogluon.core.searcher.SKoptSearcher method) get_best_reward() (autogluon.core.scheduler.FIFOScheduler method) (autogluon.core.scheduler.HyperbandScheduler method) (autogluon.core.scheduler.RLScheduler method) (autogluon.core.searcher.GPFIFOSearcher method) (autogluon.core.searcher.GPMultiFidelitySearcher method) (autogluon.core.searcher.GridSearcher method) (autogluon.core.searcher.RandomSearcher method) (autogluon.core.searcher.RLSearcher method) (autogluon.core.searcher.SKoptSearcher method) get_best_task_id() (autogluon.core.scheduler.FIFOScheduler method) (autogluon.core.scheduler.HyperbandScheduler method) (autogluon.core.scheduler.RLScheduler method) get_config() (autogluon.core.searcher.GPFIFOSearcher method) (autogluon.core.searcher.GPMultiFidelitySearcher method) (autogluon.core.searcher.GridSearcher method) (autogluon.core.searcher.RandomSearcher method) (autogluon.core.searcher.RLSearcher method) (autogluon.core.searcher.SKoptSearcher method)

get_feature_links() (autogluon.features.generators.AbstractFeatureGenerator method) get_feature_links_chain() (autogluon.features.generators.AbstractFeatureGenerator method) get_features() (autogluon.core.features.feature_metadata.FeatureMetadata method), [1] get_hp() (autogluon.core.space.Int method) (autogluon.core.space.Real method) get_info() (autogluon.tabular.models.AbstractModel method) get_model_best() (autogluon.tabular.TabularPredictor method), [1] get_model_feature_importance() (autogluon.tabular.models.AbstractModel method) get_model_full_dict() (autogluon.tabular.TabularPredictor method), [1] get_model_names() (autogluon.tabular.TabularPredictor method), [1] get_model_names_persisted() (autogluon.tabular.TabularPredictor method), [1] get_oof_pred() (autogluon.tabular.TabularPredictor method), [1] get_oof_pred_proba() (autogluon.tabular.TabularPredictor method), [1] get_reward() (autogluon.core.searcher.GPFIFOSearcher method) (autogluon.core.searcher.GPMultiFidelitySearcher method) (autogluon.core.searcher.GridSearcher method) (autogluon.core.searcher.RandomSearcher method) (autogluon.core.searcher.RLSearcher method) (autogluon.core.searcher.SKoptSearcher method) get_state() (autogluon.core.searcher.GPFIFOSearcher method) (autogluon.core.searcher.GPMultiFidelitySearcher method) (autogluon.core.searcher.GridSearcher method) (autogluon.core.searcher.RandomSearcher method) (autogluon.core.searcher.RLSearcher method) (autogluon.core.searcher.SKoptSearcher method) get_tags() (autogluon.features.generators.AbstractFeatureGenerator method) get_trained_params() (autogluon.tabular.models.AbstractModel method) get_training_curves() (autogluon.core.scheduler.FIFOScheduler method) (autogluon.core.scheduler.HyperbandScheduler method) (autogluon.core.scheduler.RLScheduler method) GPFIFOSearcher (class in autogluon.core.searcher) GPMultiFidelitySearcher (class in autogluon.core.searcher) GridSearcher (class in autogluon.core.searcher)

H

HyperbandScheduler (class in autogluon.core.scheduler)

I

IdentityFeatureGenerator (class in autogluon.features.generators) ImagePredictor (class in autogluon.vision), [1] info() (autogluon.tabular.TabularPredictor method), [1] init() (autogluon.core.space.AutoGluonObject method)

Int (class in autogluon.core.space) is_fit() (autogluon.tabular.models.AbstractModel method) is_valid() (autogluon.tabular.models.AbstractModel method) is_valid_metadata_in() (autogluon.features.generators.AbstractFeatureGenerator method)

J

join_jobs() (autogluon.core.scheduler.FIFOScheduler method) (autogluon.core.scheduler.HyperbandScheduler method) (autogluon.core.scheduler.RLScheduler method)

join_metadata() (autogluon.core.features.feature_metadata.FeatureMetadata method), [1]

K

keep_features() (autogluon.core.features.feature_metadata.FeatureMetadata method), [1] KNNModel (class in autogluon.tabular.models)

kwspaces() (autogluon.core.space.Categorical property) (autogluon.core.space.Dict property) (autogluon.core.space.List property)

L

LabelEncoderFeatureGenerator (class in autogluon.features.generators) leaderboard() (autogluon.tabular.TabularPredictor method), [1] LGBModel (class in autogluon.tabular.models) LinearModel (class in autogluon.tabular.models) List (class in autogluon.core.space) list_models() (autogluon.vision.ImagePredictor class method), [1] load() (autogluon.tabular.models.AbstractModel class method) (autogluon.tabular.TabularPredictor class method), [1] (autogluon.text.TextPredictor class method), [1] (autogluon.vision.ImagePredictor class method), [1] (autogluon.vision.ObjectDetector class method), [1] (in module autogluon.core.utils)

load_data_internal() (autogluon.tabular.TabularPredictor method), [1] load_state_dict() (autogluon.core.scheduler.FIFOScheduler method) (autogluon.core.scheduler.HyperbandScheduler method) (autogluon.core.scheduler.RLScheduler method)

M

mkdir() (in module autogluon.core.utils) model_parameters() (autogluon.core.searcher.GPFIFOSearcher method) (autogluon.core.searcher.GPMultiFidelitySearcher method) (autogluon.core.searcher.GridSearcher method) (autogluon.core.searcher.RandomSearcher method) (autogluon.core.searcher.RLSearcher method) (autogluon.core.searcher.SKoptSearcher method) module autogluon.core autogluon.core.features.feature_metadata, [1] autogluon.core.models autogluon.core.space autogluon.core.utils autogluon.features.generators autogluon.tabular, [1], [2], [3], [4], [5] autogluon.tabular.models, [1] autogluon.text, [1], [2], [3] autogluon.vision, [1], [2], [3], [4], [5]

N

NNFastAiTabularModel (class in autogluon.tabular.models)

NumericMemoryMinimizeFeatureGenerator (class in autogluon.features.generators)

O

obj() (in module autogluon.core)

ObjectDetector (class in autogluon.vision), [1]

P

persist_models() (autogluon.tabular.TabularPredictor method), [1] PipelineFeatureGenerator (class in autogluon.features.generators) plot_ensemble_model() (autogluon.tabular.TabularPredictor method), [1] positive_class() (autogluon.tabular.TabularPredictor property), [1] (autogluon.text.TextPredictor property), [1] predict() (autogluon.tabular.models.AbstractModel method) (autogluon.tabular.TabularPredictor method), [1] (autogluon.text.TextPredictor method), [1] (autogluon.vision.ImagePredictor method), [1] (autogluon.vision.ObjectDetector method), [1]

predict_feature() (autogluon.vision.ImagePredictor method), [1] predict_proba() (autogluon.tabular.models.AbstractModel method) (autogluon.tabular.TabularPredictor method), [1] (autogluon.text.TextPredictor method), [1] (autogluon.vision.ImagePredictor method), [1] preprocess() (autogluon.tabular.models.AbstractModel method) print_feature_metadata_info() (autogluon.features.generators.AbstractFeatureGenerator method) print_generator_info() (autogluon.features.generators.AbstractFeatureGenerator method)

R

random_config() (autogluon.core.searcher.SKoptSearcher method) RandomSearcher (class in autogluon.core.searcher) Real (class in autogluon.core.space) reduce_memory_size() (autogluon.tabular.models.AbstractModel method) refit_full() (autogluon.tabular.TabularPredictor method), [1] register_pending() (autogluon.core.searcher.GPFIFOSearcher method) (autogluon.core.searcher.GPMultiFidelitySearcher method) (autogluon.core.searcher.GridSearcher method) (autogluon.core.searcher.RandomSearcher method) (autogluon.core.searcher.RLSearcher method) (autogluon.core.searcher.SKoptSearcher method) remove_case() (autogluon.core.searcher.GPFIFOSearcher method) (autogluon.core.searcher.GPMultiFidelitySearcher method) (autogluon.core.searcher.GridSearcher method) (autogluon.core.searcher.RandomSearcher method) (autogluon.core.searcher.RLSearcher method) (autogluon.core.searcher.SKoptSearcher method)

remove_features() (autogluon.core.features.feature_metadata.FeatureMetadata method), [1] rename() (autogluon.tabular.models.AbstractModel method) rename_features() (autogluon.core.features.feature_metadata.FeatureMetadata method), [1] RenameFeatureGenerator (class in autogluon.features.generators) RFModel (class in autogluon.tabular.models) RLScheduler (class in autogluon.core.scheduler) RLSearcher (class in autogluon.core.searcher) run() (autogluon.core.scheduler.FIFOScheduler method) (autogluon.core.scheduler.HyperbandScheduler method) (autogluon.core.scheduler.RLScheduler method) run_job() (autogluon.core.scheduler.FIFOScheduler method) (autogluon.core.scheduler.HyperbandScheduler method) (autogluon.core.scheduler.RLScheduler method) run_with_config() (autogluon.core.scheduler.FIFOScheduler method) (autogluon.core.scheduler.HyperbandScheduler method) (autogluon.core.scheduler.RLScheduler method)

S

sample() (autogluon.core.space.AutoGluonObject method) (autogluon.core.space.Categorical method) (autogluon.core.space.Dict method) (autogluon.core.space.List method) save() (autogluon.core.scheduler.FIFOScheduler method) (autogluon.core.scheduler.HyperbandScheduler method) (autogluon.core.scheduler.RLScheduler method) (autogluon.tabular.models.AbstractModel method) (autogluon.tabular.TabularPredictor method), [1] (autogluon.text.TextPredictor method), [1] (autogluon.vision.ImagePredictor method), [1] (autogluon.vision.ObjectDetector method), [1] (in module autogluon.core.utils)

save_space() (autogluon.tabular.TabularPredictor method), [1] schedule_next() (autogluon.core.scheduler.FIFOScheduler method) (autogluon.core.scheduler.HyperbandScheduler method) (autogluon.core.scheduler.RLScheduler method) shutdown() (autogluon.core.scheduler.FIFOScheduler method) (autogluon.core.scheduler.HyperbandScheduler method) (autogluon.core.scheduler.RLScheduler method) skopt2config() (autogluon.core.searcher.SKoptSearcher method) SKoptSearcher (class in autogluon.core.searcher) StackerEnsembleModel (class in autogluon.core.models) state_dict() (autogluon.core.scheduler.FIFOScheduler method) (autogluon.core.scheduler.HyperbandScheduler method) (autogluon.core.scheduler.RLScheduler method)

T

TabularDataset (class in autogluon.tabular), [1] TabularNeuralNetModel (class in autogluon.tabular.models) TabularPredictor (class in autogluon.tabular), [1] TextNgramFeatureGenerator (class in autogluon.features.generators) TextPredictor (class in autogluon.text), [1]

TextPredictorModel (class in autogluon.tabular.models) TextSpecialFeatureGenerator (class in autogluon.features.generators) transform() (autogluon.features.generators.AbstractFeatureGenerator method) transform_features() (autogluon.tabular.TabularPredictor method), [1] transform_labels() (autogluon.tabular.TabularPredictor method), [1]

U

unpersist_models() (autogluon.tabular.TabularPredictor method), [1] unzip() (in module autogluon.core.utils) update() (autogluon.core.searcher.GPFIFOSearcher method) (autogluon.core.searcher.GPMultiFidelitySearcher method) (autogluon.core.searcher.GridSearcher method) (autogluon.core.searcher.RandomSearcher method) (autogluon.core.searcher.RLSearcher method) (autogluon.core.searcher.SKoptSearcher method)

upload_files() (autogluon.core.scheduler.FIFOScheduler class method) (autogluon.core.scheduler.HyperbandScheduler class method) (autogluon.core.scheduler.RLScheduler class method)

W

WeightedEnsembleModel (class in autogluon.core.models)

X

XGBoostModel (class in autogluon.tabular.models)

XTModel (class in autogluon.tabular.models)