Index

A

adamops.data module adamops.data.feature_engineering module adamops.data.loaders module adamops.data.preprocessors module adamops.data.splitters module adamops.data.validators module adamops.utils module

adamops.utils.config module adamops.utils.helpers module adamops.utils.logging module AdamOpsConfig (class in adamops.utils.config) AdamOpsLogger (class in adamops.utils.logging) alert_email (adamops.utils.config.MonitoringConfig attribute) api_framework (adamops.utils.config.DeploymentConfig attribute) auto_detect_types (adamops.utils.config.DataConfig attribute) auto_feature_engineering() (in module adamops.data.feature_engineering) automl (adamops.utils.config.AdamOpsConfig attribute) AutoMLConfig (class in adamops.utils.config)

B

backup_count (adamops.utils.config.LoggingConfig attribute)

BOLD (adamops.utils.logging.ColoredFormatter attribute)

C

cache_enabled (adamops.utils.config.AdamOpsConfig attribute) cache_path (adamops.utils.config.AdamOpsConfig attribute) category (adamops.data.validators.ValidationIssue attribute) check_duplicates() (in module adamops.data.validators) check_interval (adamops.utils.config.MonitoringConfig attribute) check_missing() (in module adamops.data.validators) check_types() (in module adamops.data.validators) clean_text() (in module adamops.data.preprocessors) ColoredFormatter (class in adamops.utils.logging)

COLORS (adamops.utils.logging.ColoredFormatter attribute) column (adamops.data.validators.ValidationIssue attribute) column_stats (adamops.data.validators.ValidationReport attribute) ColumnStats (class in adamops.data.validators) console (adamops.utils.config.LoggingConfig attribute) convert_types() (in module adamops.data.preprocessors) count (adamops.data.validators.ColumnStats attribute) create_cv_splits() (in module adamops.data.splitters) critical() (adamops.utils.logging.AdamOpsLogger method) cv_folds (adamops.utils.config.ModelConfig attribute)

D

data (adamops.utils.config.AdamOpsConfig attribute) DataConfig (class in adamops.utils.config) DataValidator (class in adamops.data.validators) debug() (adamops.utils.logging.AdamOpsLogger method) default_encoding (adamops.utils.config.DataConfig attribute) default_host (adamops.utils.config.DeploymentConfig attribute) default_port (adamops.utils.config.DeploymentConfig attribute) default_random_state (adamops.utils.config.ModelConfig attribute)

deployment (adamops.utils.config.AdamOpsConfig attribute) DeploymentConfig (class in adamops.utils.config) deprecated() (in module adamops.utils.helpers) describe_data() (in module adamops.data.validators) details (adamops.data.validators.ValidationIssue attribute) detect_encoding() (in module adamops.data.loaders) drift_threshold (adamops.utils.config.MonitoringConfig attribute) dtype (adamops.data.validators.ColumnStats attribute) duplicate_rows (adamops.data.validators.ValidationReport attribute)

E

early_stopping (adamops.utils.config.AutoMLConfig attribute) early_stopping_rounds (adamops.utils.config.ModelConfig attribute) elapsed (adamops.utils.logging.Timer property) enable_cors (adamops.utils.config.DeploymentConfig attribute) encode() (in module adamops.data.feature_engineering) encode_label() (in module adamops.data.feature_engineering)

encode_onehot() (in module adamops.data.feature_engineering) encode_ordinal() (in module adamops.data.feature_engineering) encode_target() (in module adamops.data.feature_engineering) end_time (adamops.utils.logging.Timer attribute) ensure_dir() (in module adamops.utils.helpers) error() (adamops.utils.logging.AdamOpsLogger method) exception() (adamops.utils.logging.AdamOpsLogger method)

F

file (adamops.utils.config.LoggingConfig attribute) finish() (adamops.utils.helpers.ProgressTracker method)

format (adamops.utils.config.LoggingConfig attribute) format() (adamops.utils.logging.ColoredFormatter method)

G

generate_datetime_features() (in module adamops.data.feature_engineering) generate_interactions() (in module adamops.data.feature_engineering) generate_polynomial() (in module adamops.data.feature_engineering) get_config() (in module adamops.utils.config)

get_excel_sheet_names() (in module adamops.data.loaders) get_file_hash() (in module adamops.utils.helpers) get_fold_data() (in module adamops.data.splitters) get_logger() (in module adamops.utils.logging) get_memory_usage() (in module adamops.utils.helpers)

H

handle_duplicates() (in module adamops.data.preprocessors)

handle_missing() (in module adamops.data.preprocessors) handle_outliers() (in module adamops.data.preprocessors)

I

infer_task_type() (in module adamops.utils.helpers) info() (adamops.utils.logging.AdamOpsLogger method)

is_categorical() (in module adamops.utils.helpers) is_numeric() (in module adamops.utils.helpers) issues (adamops.data.validators.ValidationReport attribute)

L

level (adamops.utils.config.LoggingConfig attribute) load_api() (in module adamops.data.loaders) load_auto() (in module adamops.data.loaders) load_compressed() (in module adamops.data.loaders) load_config_from_env() (in module adamops.utils.config) load_config_from_file() (in module adamops.utils.config) load_csv() (in module adamops.data.loaders) load_excel() (in module adamops.data.loaders) load_json() (in module adamops.data.loaders) load_json_nested() (in module adamops.data.loaders)

load_object() (in module adamops.utils.helpers) load_sql() (in module adamops.data.loaders) load_sql_table() (in module adamops.data.loaders) load_url() (in module adamops.data.loaders) log() (adamops.utils.logging.AdamOpsLogger method) log_function_call() (in module adamops.utils.logging) log_predictions (adamops.utils.config.MonitoringConfig attribute) log_requests (adamops.utils.config.DeploymentConfig attribute) LogContext (class in adamops.utils.logging) logging (adamops.utils.config.AdamOpsConfig attribute) LoggingConfig (class in adamops.utils.config)

M

max (adamops.data.validators.ColumnStats attribute) max_bytes (adamops.utils.config.LoggingConfig attribute) max_trials (adamops.utils.config.AutoMLConfig attribute) mean (adamops.data.validators.ColumnStats attribute) memory_usage (adamops.data.validators.ValidationReport attribute) message (adamops.data.validators.ValidationIssue attribute) min (adamops.data.validators.ColumnStats attribute) missing_count (adamops.data.validators.ColumnStats attribute) missing_pct (adamops.data.validators.ColumnStats attribute) missing_threshold (adamops.utils.config.DataConfig attribute) model (adamops.utils.config.AdamOpsConfig attribute) ModelConfig (class in adamops.utils.config)

module adamops.data adamops.data.feature_engineering adamops.data.loaders adamops.data.preprocessors adamops.data.splitters adamops.data.validators adamops.utils adamops.utils.config adamops.utils.helpers adamops.utils.logging monitoring (adamops.utils.config.AdamOpsConfig attribute) MonitoringConfig (class in adamops.utils.config)

N

n_jobs (adamops.utils.config.ModelConfig attribute)

name (adamops.data.validators.ColumnStats attribute) now_str() (in module adamops.utils.helpers)

O

optimization_metric (adamops.utils.config.AutoMLConfig attribute)

outlier_method (adamops.utils.config.DataConfig attribute) outlier_threshold (adamops.utils.config.DataConfig attribute)

P

parse_timestamp() (in module adamops.utils.helpers) passed (adamops.data.validators.ValidationReport attribute)

preprocess() (in module adamops.data.preprocessors) ProgressTracker (class in adamops.utils.helpers)

R

reduce_memory_usage() (in module adamops.utils.helpers) registry_backend (adamops.utils.config.AdamOpsConfig attribute) registry_path (adamops.utils.config.AdamOpsConfig attribute)

RESET (adamops.utils.logging.ColoredFormatter attribute) reset_config() (in module adamops.utils.config) retry() (in module adamops.utils.helpers)

S

safe_cast() (in module adamops.utils.helpers) save_config_to_file() (in module adamops.utils.config) save_csv() (in module adamops.data.loaders) save_excel() (in module adamops.data.loaders) save_json() (in module adamops.data.loaders) save_object() (in module adamops.utils.helpers) scale() (in module adamops.data.feature_engineering) scale_minmax() (in module adamops.data.feature_engineering) scale_robust() (in module adamops.data.feature_engineering) scale_standard() (in module adamops.data.feature_engineering) select_by_correlation() (in module adamops.data.feature_engineering) select_by_importance() (in module adamops.data.feature_engineering) select_by_variance() (in module adamops.data.feature_engineering) select_features() (in module adamops.data.feature_engineering) set_config() (in module adamops.utils.config)

set_level() (adamops.utils.logging.AdamOpsLogger method) set_random_seed() (in module adamops.utils.helpers) setup_logging() (in module adamops.utils.logging) severity (adamops.data.validators.ValidationIssue attribute) shape (adamops.data.validators.ValidationReport attribute) slugify() (in module adamops.utils.helpers) split_group_kfold() (in module adamops.data.splitters) split_kfold() (in module adamops.data.splitters) split_stratified_kfold() (in module adamops.data.splitters) split_timeseries() (in module adamops.data.splitters) split_train_test() (in module adamops.data.splitters) split_train_val_test() (in module adamops.data.splitters) start_time (adamops.utils.logging.Timer attribute) std (adamops.data.validators.ColumnStats attribute) summary() (adamops.data.validators.ValidationReport method)

T

time_limit (adamops.utils.config.AutoMLConfig attribute) timeit() (in module adamops.utils.helpers) Timer (class in adamops.utils.logging) timestamp (adamops.data.validators.ValidationReport attribute)

to_dataframe() (in module adamops.utils.helpers) to_numpy() (in module adamops.utils.helpers) trace() (adamops.utils.logging.AdamOpsLogger method) truncate() (in module adamops.utils.helpers) tuning_method (adamops.utils.config.AutoMLConfig attribute)

U

unique_count (adamops.data.validators.ColumnStats attribute) unique_pct (adamops.data.validators.ColumnStats attribute)

update() (adamops.utils.helpers.ProgressTracker method) update_config() (in module adamops.utils.config)

V

validate() (adamops.data.validators.DataValidator method) (in module adamops.data.validators) validate_args() (in module adamops.utils.helpers) validate_dataframe() (in module adamops.utils.helpers)

validation_sample_size (adamops.utils.config.DataConfig attribute) ValidationIssue (class in adamops.data.validators) ValidationReport (class in adamops.data.validators) verbose (adamops.utils.config.ModelConfig attribute)

W

warn() (adamops.utils.logging.AdamOpsLogger method)

warning() (adamops.utils.logging.AdamOpsLogger method)