Index

A

abort() (in module atm.api.utils) access_key (atm.config.AWSConfig attribute) ACCURACY (atm.constants.Metrics attribute) add_datarun() (atm.ATM method) (atm.core.ATM method) add_dataset() (atm.ATM method) (atm.core.ATM method) AP (atm.constants.Metrics attribute) as_tunable() (atm.method.Categorical method) (atm.method.Numeric method) ATM (class in atm) (class in atm.core) atm (module) atm.api (module) atm.api.utils (module) atm.classifier (module)

atm.cli (module) atm.compat (module) atm.config (module) atm.constants (module) atm.core (module) atm.data (module) atm.database (module) atm.encoder (module) atm.method (module) atm.metrics (module) atm.utilities (module) atm.worker (module) ATM_KEYS (atm.classifier.Model attribute) (atm.Model attribute) auto_abort() (in module atm.api.utils) AWSConfig (class in atm.config)

B

base_64_to_object() (in module atm.utilities)

budget (atm.config.RunConfig attribute) budget_type (atm.config.RunConfig attribute)

C

Categorical (class in atm.method) class_column (atm.config.DatasetConfig attribute) ClassifierError ClassifierStatus (class in atm.constants) COHEN_KAPPA (atm.constants.Metrics attribute) COMPLETE (atm.constants.ClassifierStatus attribute) (atm.constants.RunStatus attribute) complete_classifier() (atm.database.Database method)

Config (class in atm.config) copy_files() (in module atm.data) create_app() (in module atm.api) create_classifier() (atm.database.Database method) create_datarun() (atm.database.Database method) create_dataset() (atm.database.Database method) create_hyperpartition() (atm.database.Database method) cross_validate_pipeline() (in module atm.metrics)

D

database (atm.config.SQLConfig attribute) Database (class in atm.database) DataEncoder (class in atm.encoder) dataset_id (atm.config.RunConfig attribute) DatasetConfig (class in atm.config)

DBSession (class in atm.database) deadline (atm.config.RunConfig attribute) description (atm.config.DatasetConfig attribute) dialect (atm.config.SQLConfig attribute) download_demo() (in module atm.data)

E

ensure_directory() (in module atm.utilities)

ERRORED (atm.constants.ClassifierStatus attribute) (atm.constants.PartitionStatus attribute)

F

F1 (atm.constants.Metrics attribute) F1_MACRO (atm.constants.Metrics attribute) F1_MICRO (atm.constants.Metrics attribute)

FileType (class in atm.constants) fit() (atm.encoder.DataEncoder method) fit_transform() (atm.encoder.DataEncoder method) from_csv() (atm.database.Database method)

G

get_best_classifier() (atm.database.Database method) get_classifier() (atm.database.Database method) get_classifiers() (atm.database.Database method) get_datarun() (atm.database.Database method) get_dataruns() (atm.database.Database method) get_dataset() (atm.database.Database method) get_demos() (in module atm.data) get_elements() (atm.method.List method) get_hyperpartition() (atm.database.Database method) get_hyperpartitions() (atm.database.Database method) (atm.method.Method method)

get_instance() (in module atm.utilities) get_maximum_y() (atm.database.Database method) get_methods() (atm.database.Database method) get_metrics_binary() (in module atm.metrics) get_metrics_multiclass() (in module atm.metrics) get_number_of_hyperpartition_errors() (atm.database.Database method) get_parser() (atm.config.Config class method) get_per_class_matrix() (in module atm.metrics) get_pr_roc_curves() (in module atm.metrics) getargs() (in module atm.compat) gridding (atm.config.RunConfig attribute) GRIDDING_DONE (atm.constants.PartitionStatus attribute)

H

hash_dict() (in module atm.utilities) hash_nested_tuple() (in module atm.utilities) hash_string() (in module atm.utilities)

host (atm.config.SQLConfig attribute) HTTP (atm.constants.FileType attribute) HyperParameter (class in atm.method) HyperPartition (class in atm.method)

I

INCOMPLETE (atm.constants.PartitionStatus attribute) is_categorical() (atm.method.Categorical property) (atm.method.HyperParameter property) (atm.method.List property)

is_constant() (atm.method.Categorical property) (atm.method.HyperParameter property) (atm.method.Numeric property) is_datarun_finished() (atm.worker.Worker method) is_datatun_gridding_done() (atm.database.Database method)

K

k_window (atm.config.RunConfig attribute)

L

List (class in atm.method) load() (atm.classifier.Model class method) (atm.Model class method) load_data() (in module atm.data) load_metrics() (atm.database.Database method) (in module atm.utilities) load_model() (atm.ATM method) (atm.core.ATM method) (atm.database.Database method) (in module atm.utilities)

load_selector() (atm.worker.Worker method) load_tuner() (atm.worker.Worker method) LOCAL (atm.constants.FileType attribute) LogConfig (class in atm.config)

M

main() (in module atm.cli) make_absolute() (in module atm.api.utils) make_save_path() (in module atm.utilities) mark_classifier_errored() (atm.database.Database method) mark_datarun_complete() (atm.database.Database method) mark_datarun_running() (atm.database.Database method) mark_hyperpartition_errored() (atm.database.Database method) mark_hyperpartition_gridding_done() (atm.database.Database method) MCC (atm.constants.Metrics attribute)

Method (class in atm.method) methods (atm.config.RunConfig attribute) metric (atm.config.RunConfig attribute) Metrics (class in atm.constants) metrics_dir (atm.config.LogConfig attribute) MINMAX (atm.classifier.Model attribute) (atm.Model attribute) Model (class in atm) (class in atm.classifier) models_dir (atm.config.LogConfig attribute)

N

N_FOLDS (atm.classifier.Model attribute) (atm.Model attribute)

name (atm.config.DatasetConfig attribute) Numeric (class in atm.method)

O

obj_has_method() (in module atm.utilities)

object_to_base_64() (in module atm.utilities)

P

params_to_vectors() (in module atm.utilities) PartitionStatus (class in atm.constants) password (atm.config.SQLConfig attribute) PCA (atm.classifier.Model attribute) (atm.Model attribute) PCA_DIMS (atm.classifier.Model attribute) (atm.Model attribute)

PENDING (atm.constants.RunStatus attribute) port (atm.config.SQLConfig attribute) PR_CURVE (atm.constants.Metrics attribute) predict() (atm.classifier.Model method) (atm.Model method) priority (atm.config.RunConfig attribute)

Q

query (atm.config.SQLConfig attribute)

R

r_minimum (atm.config.RunConfig attribute) RANK_ACCURACY (atm.constants.Metrics attribute) rank_n_accuracy() (in module atm.metrics) ROC_AUC (atm.constants.Metrics attribute) ROC_AUC_MACRO (atm.constants.Metrics attribute) ROC_AUC_MICRO (atm.constants.Metrics attribute) ROC_CURVE (atm.constants.Metrics attribute)

run() (atm.ATM method) (atm.core.ATM method) run_classifier() (atm.worker.Worker method) run_per_partition (atm.config.RunConfig attribute) RunConfig (class in atm.config) RUNNING (atm.constants.ClassifierStatus attribute) (atm.constants.RunStatus attribute) RunStatus (class in atm.constants)

S

S3 (atm.constants.FileType attribute) s3_bucket (atm.config.AWSConfig attribute) s3_folder (atm.config.AWSConfig attribute) save() (atm.classifier.Model method) (atm.Model method) save_classifier() (atm.worker.Worker method) save_classifier_cloud() (atm.worker.Worker method) save_metrics() (in module atm.utilities)

save_model() (in module atm.utilities) SCALE (atm.classifier.Model attribute) (atm.Model attribute) score_target (atm.config.RunConfig attribute) secret_key (atm.config.AWSConfig attribute) select_hyperpartition() (atm.worker.Worker method) selector (atm.config.RunConfig attribute) SQLConfig (class in atm.config) start_classifier() (atm.database.Database method)

T

test_classifier() (atm.worker.Worker method) test_path (atm.config.DatasetConfig attribute) test_pipeline() (in module atm.metrics) to_csv() (atm.database.Database method) to_dict() (atm.config.Config method) train_path (atm.config.DatasetConfig attribute)

train_test() (atm.classifier.Model method) (atm.Model method) transform() (atm.encoder.DataEncoder method) try_with_session() (in module atm.database) tune_hyperparameters() (atm.worker.Worker method) tuner (atm.config.RunConfig attribute)

U

update_params() (in module atm.utilities)

username (atm.config.SQLConfig attribute)

V

verbose_metrics (atm.config.LogConfig attribute)

W

WHITEN (atm.classifier.Model attribute) (atm.Model attribute) work() (atm.ATM method) (atm.core.ATM method)

Worker (class in atm.worker) wrapper (module)