Index

A

add_job() (autogluon.scheduler.FIFOScheduler method) (autogluon.scheduler.HyperbandScheduler method) (autogluon.scheduler.RLScheduler method) add_remote() (autogluon.scheduler.FIFOScheduler method) (autogluon.scheduler.HyperbandScheduler method) (autogluon.scheduler.RLScheduler method) add_task() (autogluon.scheduler.FIFOScheduler method) (autogluon.scheduler.HyperbandScheduler method) (autogluon.scheduler.RLScheduler method) args() (in module autogluon) autogluon module autogluon.space module

autogluon.task module autogluon.task.image_classification module autogluon.task.object_detection module autogluon.task.object_detection.dataset module autogluon.task.tabular_prediction module autogluon.task.text_prediction.models.basic_v1 module autogluon.utils module AutoGluonObject (class in autogluon.space)

B

BertForTextPredictionBasic (class in autogluon.task.text_prediction.models.basic_v1)

Bool (class in autogluon.space)

C

Categorical (class in autogluon.space) check_sha1() (in module autogluon.utils) Classifier (class in autogluon.task.image_classification) clone_from_state() (autogluon.searcher.GPFIFOSearcher method) (autogluon.searcher.GPMultiFidelitySearcher method) (autogluon.searcher.GridSearcher method) (autogluon.searcher.RandomSearcher method) (autogluon.searcher.RLSearcher method) (autogluon.searcher.SKoptSearcher method) COCO (class in autogluon.task.object_detection.dataset) config2skopt() (autogluon.searcher.SKoptSearcher method) configure_scheduler() (autogluon.searcher.GPFIFOSearcher method) (autogluon.searcher.GPMultiFidelitySearcher method) (autogluon.searcher.GridSearcher method) (autogluon.searcher.RandomSearcher method) (autogluon.searcher.RLSearcher method) (autogluon.searcher.SKoptSearcher method)

cs() (autogluon.space.AutoGluonObject property) (autogluon.space.Categorical property) (autogluon.space.Dict property) (autogluon.space.List property) (autogluon.task.image_classification.ImageFolderDataset property) (autogluon.task.image_classification.RecordDataset property) cumulative_profile_record() (autogluon.searcher.GPFIFOSearcher method) (autogluon.searcher.GPMultiFidelitySearcher method) (autogluon.searcher.GridSearcher method) (autogluon.searcher.RandomSearcher method) (autogluon.searcher.RLSearcher method) (autogluon.searcher.SKoptSearcher method) CustomVOCDetection (class in autogluon.task.object_detection.dataset) CustomVOCDetectionBase (class in autogluon.task.object_detection.dataset)

D

Dataset (autogluon.task.TabularPrediction attribute) (autogluon.task.TextPrediction attribute) Dataset() (autogluon.task.ImageClassification static method) (autogluon.task.ObjectDetection static method) dataset_size() (autogluon.searcher.GPFIFOSearcher method) (autogluon.searcher.GPMultiFidelitySearcher method) (autogluon.searcher.GridSearcher method) (autogluon.searcher.RandomSearcher method) (autogluon.searcher.RLSearcher method) (autogluon.searcher.SKoptSearcher method) debug_log() (autogluon.searcher.GPFIFOSearcher property) (autogluon.searcher.GPMultiFidelitySearcher property) (autogluon.searcher.GridSearcher property) (autogluon.searcher.RandomSearcher property) (autogluon.searcher.RLSearcher property) (autogluon.searcher.SKoptSearcher property)

default() (autogluon.task.image_classification.ImageFolderDataset property) (autogluon.task.image_classification.RecordDataset property) default_config() (autogluon.searcher.SKoptSearcher method) delete_models() (autogluon.task.tabular_prediction.TabularPredictor method) Detector (class in autogluon.task.object_detection) Dict (class in autogluon.space) distill() (autogluon.task.tabular_prediction.TabularPredictor method) download() (in module autogluon.utils)

E

evaluate() (autogluon.task.image_classification.Classifier method) (autogluon.task.ImageClassification.Classifier method) (autogluon.task.object_detection.Detector method) (autogluon.task.tabular_prediction.TabularPredictor method) (autogluon.task.text_prediction.models.basic_v1.BertForTextPredictionBasic method) evaluate_predictions() (autogluon.task.ImageClassification.Classifier method) (autogluon.task.tabular_prediction.TabularPredictor method)

evaluation_failed() (autogluon.searcher.GPFIFOSearcher method) (autogluon.searcher.GPMultiFidelitySearcher method) (autogluon.searcher.GridSearcher method) (autogluon.searcher.RandomSearcher method) (autogluon.searcher.RLSearcher method) (autogluon.searcher.SKoptSearcher method)

F

feature_importance() (autogluon.task.tabular_prediction.TabularPredictor method) FIFOScheduler (class in autogluon.scheduler) fit() (autogluon.task.ImageClassification static method) (autogluon.task.ObjectDetection static method) (autogluon.task.TabularPrediction static method) (autogluon.task.TextPrediction method)

fit_summary() (autogluon.task.ImageClassification.Classifier method) (autogluon.task.tabular_prediction.TabularPredictor method) fit_weighted_ensemble() (autogluon.task.tabular_prediction.TabularPredictor method) func() (in module autogluon)

G

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

get_dataset() (in module autogluon.task.image_classification) (in module autogluon.task.object_detection.dataset) get_hp() (autogluon.space.Int method) (autogluon.space.Real method) get_model_best() (autogluon.task.tabular_prediction.TabularPredictor method) get_model_full_dict() (autogluon.task.tabular_prediction.TabularPredictor method) get_model_names() (autogluon.task.tabular_prediction.TabularPredictor method) get_model_names_persisted() (autogluon.task.tabular_prediction.TabularPredictor method) get_reward() (autogluon.searcher.GPFIFOSearcher method) (autogluon.searcher.GPMultiFidelitySearcher method) (autogluon.searcher.GridSearcher method) (autogluon.searcher.RandomSearcher method) (autogluon.searcher.RLSearcher method) (autogluon.searcher.SKoptSearcher method) get_state() (autogluon.searcher.GPFIFOSearcher method) (autogluon.searcher.GPMultiFidelitySearcher method) (autogluon.searcher.GridSearcher method) (autogluon.searcher.RandomSearcher method) (autogluon.searcher.RLSearcher method) (autogluon.searcher.SKoptSearcher method) get_training_curves() (autogluon.scheduler.FIFOScheduler method) (autogluon.scheduler.HyperbandScheduler method) (autogluon.scheduler.RLScheduler method) GPFIFOSearcher (class in autogluon.searcher) GPMultiFidelitySearcher (class in autogluon.searcher) GridSearcher (class in autogluon.searcher)

H

HyperbandPromotion_Manager (class in autogluon.scheduler)

HyperbandScheduler (class in autogluon.scheduler) HyperbandStopping_Manager (class in autogluon.scheduler)

I

ImageClassification (class in autogluon.task) ImageClassification.Classifier (class in autogluon.task) ImageFolderDataset (class in autogluon.task.image_classification) info() (autogluon.task.tabular_prediction.TabularPredictor method)

init() (autogluon.space.AutoGluonObject method) (autogluon.task.image_classification.ImageFolderDataset method) (autogluon.task.image_classification.RecordDataset method) Int (class in autogluon.space)

J

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

K

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

L

leaderboard() (autogluon.task.tabular_prediction.TabularPredictor method) List (class in autogluon.space) load() (autogluon.task.image_classification.Classifier class method) (autogluon.task.ImageClassification.Classifier class method) (autogluon.task.tabular_prediction.TabularPredictor class method) (autogluon.task.TabularPrediction static method) (autogluon.task.text_prediction.models.basic_v1.BertForTextPredictionBasic method) (autogluon.task.TextPrediction method) (in module autogluon.utils)

load_data_internal() (autogluon.task.tabular_prediction.TabularPredictor method) load_state_dict() (autogluon.scheduler.FIFOScheduler method) (autogluon.scheduler.HyperbandScheduler method) (autogluon.scheduler.RLScheduler method) loader() (autogluon.task.ImageClassification.Classifier static method)

M

mkdir() (in module autogluon.utils) model_parameters() (autogluon.searcher.GPFIFOSearcher method) (autogluon.searcher.GPMultiFidelitySearcher method) (autogluon.searcher.GridSearcher method) (autogluon.searcher.RandomSearcher method) (autogluon.searcher.RLSearcher method) (autogluon.searcher.SKoptSearcher method) module autogluon autogluon.space autogluon.task autogluon.task.image_classification autogluon.task.object_detection autogluon.task.object_detection.dataset autogluon.task.tabular_prediction autogluon.task.text_prediction.models.basic_v1 autogluon.utils

O

obj() (in module autogluon) ObjectDetection (class in autogluon.task)

on_task_add() (autogluon.scheduler.HyperbandStopping_Manager method) on_task_report() (autogluon.scheduler.HyperbandPromotion_Manager method) (autogluon.scheduler.HyperbandStopping_Manager method)

P

persist_models() (autogluon.task.tabular_prediction.TabularPredictor method) predict() (autogluon.task.image_classification.Classifier method) (autogluon.task.ImageClassification.Classifier method) (autogluon.task.object_detection.Detector method) (autogluon.task.tabular_prediction.TabularPredictor method) (autogluon.task.text_prediction.models.basic_v1.BertForTextPredictionBasic method)

predict_proba() (autogluon.task.ImageClassification.Classifier method) (autogluon.task.tabular_prediction.TabularPredictor method) (autogluon.task.text_prediction.models.basic_v1.BertForTextPredictionBasic method) Predictor (autogluon.task.TabularPrediction attribute)

R

rand() (autogluon.task.image_classification.ImageFolderDataset property) (autogluon.task.image_classification.RecordDataset property) random_config() (autogluon.searcher.SKoptSearcher method) RandomSearcher (class in autogluon.searcher) Real (class in autogluon.space) RecordDataset (class in autogluon.task.image_classification) refit_full() (autogluon.task.tabular_prediction.TabularPredictor method) register_pending() (autogluon.searcher.GPFIFOSearcher method) (autogluon.searcher.GPMultiFidelitySearcher method) (autogluon.searcher.GridSearcher method) (autogluon.searcher.RandomSearcher method) (autogluon.searcher.RLSearcher method) (autogluon.searcher.SKoptSearcher method) remove_case() (autogluon.searcher.GPFIFOSearcher method) (autogluon.searcher.GPMultiFidelitySearcher method) (autogluon.searcher.GridSearcher method) (autogluon.searcher.RandomSearcher method) (autogluon.searcher.RLSearcher method) (autogluon.searcher.SKoptSearcher method)

RLScheduler (class in autogluon.scheduler) RLSearcher (class in autogluon.searcher) run() (autogluon.scheduler.FIFOScheduler method) (autogluon.scheduler.HyperbandScheduler method) (autogluon.scheduler.RLScheduler method) run_job() (autogluon.scheduler.FIFOScheduler method) (autogluon.scheduler.HyperbandScheduler method) (autogluon.scheduler.RLScheduler method) run_with_config() (autogluon.scheduler.FIFOScheduler method) (autogluon.scheduler.HyperbandScheduler method) (autogluon.scheduler.RLScheduler method)

S

sample() (autogluon.space.AutoGluonObject method) (autogluon.space.Categorical method) (autogluon.space.Dict method) (autogluon.space.List method) save() (autogluon.scheduler.FIFOScheduler method) (autogluon.scheduler.HyperbandScheduler method) (autogluon.scheduler.RLScheduler method) (autogluon.task.image_classification.Classifier method) (autogluon.task.ImageClassification.Classifier method) (autogluon.task.tabular_prediction.TabularPredictor method) (autogluon.task.text_prediction.models.basic_v1.BertForTextPredictionBasic method) (in module autogluon.utils)

save_space() (autogluon.task.tabular_prediction.TabularPredictor method) schedule_next() (autogluon.scheduler.FIFOScheduler method) (autogluon.scheduler.HyperbandScheduler method) (autogluon.scheduler.RLScheduler method) shutdown() (autogluon.scheduler.FIFOScheduler method) (autogluon.scheduler.HyperbandScheduler method) (autogluon.scheduler.RLScheduler method) skopt2config() (autogluon.searcher.SKoptSearcher method) SKoptSearcher (class in autogluon.searcher) state_dict() (autogluon.scheduler.FIFOScheduler method) (autogluon.scheduler.HyperbandScheduler method) (autogluon.scheduler.RLScheduler method) (autogluon.task.ImageClassification.Classifier method)

T

TabularDataset (class in autogluon.task.tabular_prediction) TabularPrediction (class in autogluon.task) TabularPredictor (class in autogluon.task.tabular_prediction)

TextPrediction (class in autogluon.task) transform_features() (autogluon.task.tabular_prediction.TabularPredictor method) transform_labels() (autogluon.task.tabular_prediction.TabularPredictor method)

U

unpersist_models() (autogluon.task.tabular_prediction.TabularPredictor method) unzip() (in module autogluon.utils) update() (autogluon.searcher.GPFIFOSearcher method) (autogluon.searcher.GPMultiFidelitySearcher method) (autogluon.searcher.GridSearcher method) (autogluon.searcher.RandomSearcher method) (autogluon.searcher.RLSearcher method) (autogluon.searcher.SKoptSearcher method)

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