Index

A

Agg (in module osbad.hyperparam) aggregate_best_trials() (in module osbad.hyperparam) aggregate_param_method() (in module osbad.hyperparam) ArrayLike (in module osbad.stats)

artifacts_output_dir() (in module osbad.config) AUTOENCODER_HP_CONFIG (in module osbad.hyperparam) autoencoder_hp_config_severson (in module osbad.config) autoencoder_hp_config_tohoku (in module osbad.config)

B

baseline_model_param (osbad.hyperparam.ModelConfigDataClass attribute)

BenchDB (class in osbad.database) bold_red (osbad.config.CustomFormatter attribute)

C

calculate_bubble_size_ratio() (in module osbad.viz) calculate_distance() (in module osbad.dbad) calculate_feature_stats() (in module osbad.stats) calculate_max_diff_per_cycle() (osbad.scaler.CycleScaling method) calculate_max_feature_derivative_per_cycle() (osbad.scaler.CycleScaling method) calculate_zscore() (in module osbad.stats) compare_hist_limits() (in module osbad.viz)

compute (osbad.stats.OutlierMethodConfig attribute) create_2d_mesh_grid() (osbad.model.ModelRunner method) create_json_hp_config() (in module osbad.config) create_model_x_input() (osbad.model.ModelRunner method) curvature() (in module osbad.hyperparam) CustomFormatter (class in osbad.config) CycleScaling (class in osbad.scaler)

D

DATA_SOURCE (in module osbad.hyperparam) DataSource (in module osbad.config) (in module osbad.hyperparam)

debug_format (osbad.config.CustomFormatter attribute) df_input_features (osbad.model.ModelRunner attribute) distance_metrics (in module osbad.dbad) drop_labels() (osbad.database.BenchDB method)

E

eval_model_performance() (in module osbad.modval) evaluate_hp_perfect_score_pct() (in module osbad.hyperparam) evaluate_indices() (osbad.model.ModelRunner method)

evaluate_pred_outliers() (in module osbad.modval) export_current_hyperparam() (in module osbad.hyperparam) export_current_model_metrics() (in module osbad.hyperparam)

F

format() (osbad.config.CustomFormatter method)

FORMATS (osbad.config.CustomFormatter attribute)

G

generate_confusion_matrix() (in module osbad.modval) get_true_outlier_cycle_index() (osbad.database.BenchDB method) GMM_HP_CONFIG (in module osbad.hyperparam)

gmm_hp_config_severson (in module osbad.config) gmm_hp_config_tohoku (in module osbad.config) grab() (in module osbad.hyperparam) grey (osbad.config.CustomFormatter attribute)

H

hist_boxplot() (in module osbad.viz) HP_DATA_SOURCE (in module osbad.config)

hp_space (osbad.hyperparam.ModelConfigDataClass attribute) HpSpaceFuncType (in module osbad.hyperparam)

I

IFOREST_HP_CONFIG (in module osbad.hyperparam) iforest_hp_config_severson (in module osbad.config)

iforest_hp_config_tohoku (in module osbad.config) info_format (osbad.config.CustomFormatter attribute)

K

KNN_HP_CONFIG (in module osbad.hyperparam)

knn_hp_config_severson (in module osbad.config) knn_hp_config_tohoku (in module osbad.config)

L

load_benchmark_dataset() (osbad.database.BenchDB method) load_features_db() (osbad.database.BenchDB method) load_json_hp_config() (in module osbad.config)

load_model_hp_configs() (in module osbad.config) LOF_HP_CONFIG (in module osbad.hyperparam) lof_hp_config_severson (in module osbad.config) lof_hp_config_tohoku (in module osbad.config)

M

median_IQR_scaling() (osbad.scaler.CycleScaling method) MODEL_CONFIG (in module osbad.hyperparam) model_param (osbad.hyperparam.ModelConfigDataClass attribute) ModelConfigDataClass (class in osbad.hyperparam) ModelParamFuncType (in module osbad.hyperparam) ModelRunner (class in osbad.model) models (in module osbad.config) module osbad osbad.config osbad.database osbad.dbad osbad.hyperparam osbad.model osbad.modval osbad.scaler osbad.stats osbad.viz

O

objective() (in module osbad.hyperparam) osbad module osbad.config module osbad.database module osbad.dbad module osbad.hyperparam module

osbad.model module osbad.modval module osbad.scaler module osbad.stats module osbad.viz module outlier_method (in module osbad.stats) OutlierMethodConfig (class in osbad.stats)

P

params (osbad.stats.OutlierMethodConfig attribute) PCA_HP_CONFIG (in module osbad.hyperparam) pca_hp_config_severson (in module osbad.config) pca_hp_config_tohoku (in module osbad.config) PIPELINE_OUTPUT_DIR (in module osbad.config) plot_bubble_chart() (in module osbad.viz) plot_cycle_data() (in module osbad.viz) (osbad.database.BenchDB method) plot_distance_score_map() (in module osbad.dbad) plot_explain_scaling() (in module osbad.viz) plot_hist_distance() (in module osbad.dbad) plot_histogram_with_distribution_fit() (in module osbad.viz)

plot_multiple_outlier_cycles() (in module osbad.viz) plot_pareto_front() (in module osbad.hyperparam) plot_proxy_pareto_front() (in module osbad.hyperparam) plot_quantiles() (in module osbad.viz) plot_single_outlier_cycle() (in module osbad.viz) pred_outlier_indices_from_proba() (osbad.model.ModelRunner method) predict_anomaly_score_map() (osbad.model.ModelRunner method) predict_outliers() (in module osbad.dbad) proba_col (osbad.hyperparam.ModelConfigDataClass attribute) proxy_evaluate_indices() (osbad.model.ModelRunner method) PyODModelType (in module osbad.hyperparam) (in module osbad.model)

R

RANDOM_STATE (in module osbad.hyperparam)

red (osbad.config.CustomFormatter attribute) reset (osbad.config.CustomFormatter attribute)

S

scatterhist() (in module osbad.viz) SELECTED_FEATURE_COLS (in module osbad.model)

selected_features (osbad.model.ModelRunner attribute) severson_hp_configs (in module osbad.config)

T

tohoku_hp_configs (in module osbad.config)

trade_off_trials_detection() (in module osbad.hyperparam)

Y

yellow (osbad.config.CustomFormatter attribute)