### Object Detection Testing Config Below is the default configuration for all Object Detection tests. A copy of this can also be found in your `rime_trial` bundle (inside the `images_examples/detection/default_test_config.json`). ```python { "categories": [], "run_default": null, "custom_tests": null, "numeric_outlier": { "exclude_columns": [], "run": true, "performance_change_config": { "severity_thresholds": null, "min_num_samples": 10 }, "min_normal_prop": 0.99, "baseline_quantile": 0.1, "perturb_multiplier": 1.0 }, "unseen_categorical": { "exclude_columns": [], "run": true, "performance_change_config": { "severity_thresholds": null, "min_num_samples": 10 } }, "unseen_domain": { "exclude_columns": [], "run": true, "performance_change_config": { "severity_thresholds": null, "min_num_samples": 10 } }, "unseen_email": { "exclude_columns": [], "run": true, "performance_change_config": { "severity_thresholds": null, "min_num_samples": 10 } }, "unseen_url": { "exclude_columns": [], "run": true, "performance_change_config": { "severity_thresholds": null, "min_num_samples": 10 } }, "rare_categories": { "exclude_columns": [], "run": true, "performance_change_config": { "severity_thresholds": null, "min_num_samples": 10 }, "include_columns": [], "min_num_occurrences": 0, "min_pct_occurrences": 0, "min_ratio_rel_uniform": 0.005 }, "out_of_range": { "exclude_columns": [], "run": true, "performance_change_config": { "severity_thresholds": null, "min_num_samples": 10 }, "std_factor": 3 }, "int_feature_type": { "exclude_columns": [], "run": true, "performance_change_config": { "severity_thresholds": null, "min_num_samples": 10 } }, "float_feature_type": { "exclude_columns": [], "run": true, "performance_change_config": { "severity_thresholds": null, "min_num_samples": 10 } }, "str_feature_type": { "exclude_columns": [], "run": true, "performance_change_config": { "severity_thresholds": null, "min_num_samples": 10 } }, "bool_feature_type": { "exclude_columns": [], "run": true, "performance_change_config": { "severity_thresholds": null, "min_num_samples": 10 } }, "url_feature_type": { "exclude_columns": [], "run": true, "performance_change_config": { "severity_thresholds": null, "min_num_samples": 10 } }, "domain_feature_type": { "exclude_columns": [], "run": true, "performance_change_config": { "severity_thresholds": null, "min_num_samples": 10 } }, "email_feature_type": { "exclude_columns": [], "run": true, "performance_change_config": { "severity_thresholds": null, "min_num_samples": 10 } }, "req_characters": { "column_specific_params": {}, "exclude_columns": [], "run": true, "performance_change_config": { "severity_thresholds": null, "min_num_samples": 10 } }, "inconsistencies": { "exclude_columns": [], "run": true, "performance_change_config": { "severity_thresholds": null, "min_num_samples": 10 }, "freq_ratio_threshold": 0.02, "min_correlation": 0.1, "max_pairwise_tests": 200, "max_unique_pairs_for_firewall": 15 }, "capitalization": { "exclude_columns": [], "run": true, "performance_change_config": { "severity_thresholds": null, "min_num_samples": 10 } }, "empty_string": { "exclude_columns": [], "run": true, "performance_change_config": { "severity_thresholds": null, "min_num_samples": 10 } }, "feat_subset_auc": { "exclude_columns": [], "run": true, "min_sample_size": 20, "performance_change_thresholds": null }, "feat_subset_accuracy": { "exclude_columns": [], "run": true, "min_sample_size": 20, "performance_change_thresholds": null }, "feat_subset_f1": { "exclude_columns": [], "run": true, "min_sample_size": 20, "performance_change_thresholds": null }, "feat_subset_macro_f1": { "exclude_columns": [], "run": true, "min_sample_size": 20, "performance_change_thresholds": null }, "feat_subset_precision": { "exclude_columns": [], "run": true, "min_sample_size": 20, "performance_change_thresholds": null }, "feat_subset_macro_precision": { "exclude_columns": [], "run": true, "min_sample_size": 20, "performance_change_thresholds": null }, "feat_subset_fpr": { "exclude_columns": [], "run": true, "min_sample_size": 20, "performance_change_thresholds": null }, "feat_subset_recall": { "exclude_columns": [], "run": true, "min_sample_size": 20, "performance_change_thresholds": null }, "feat_subset_macro_recall": { "exclude_columns": [], "run": true, "min_sample_size": 20, "performance_change_thresholds": null }, "feat_subset_pred_variance_pos": { "exclude_columns": [], "run": true, "min_sample_size": 20, "performance_change_thresholds": null }, "feat_subset_pred_variance_neg": { "exclude_columns": [], "run": true, "min_sample_size": 20, "performance_change_thresholds": null }, "feat_subset_pred_variance_all": { "exclude_columns": [], "run": true, "min_sample_size": 20, "performance_change_thresholds": null }, "feat_subset_rmse": { "exclude_columns": [], "run": true, "min_sample_size": 20, "performance_change_thresholds": null }, "feat_subset_mae": { "exclude_columns": [], "run": true, "min_sample_size": 20, "performance_change_thresholds": null }, "feat_subset_rank_correlation": { "exclude_columns": [], "run": true, "min_sample_size": 20, "performance_change_thresholds": null }, "feat_subset_ndcg": { "exclude_columns": [], "run": true, "min_sample_size": 20, "performance_change_thresholds": null }, "feat_subset_mrr": { "exclude_columns": [], "run": true, "min_sample_size": 20, "performance_change_thresholds": null }, "correlation_drift": { "exclude_columns": [], "run": true, "min_correlation": 0.1, "correlation_thresholds": [ 0.1, 0.2, 0.3 ], "p_value_threshold": 0.05, "max_pairwise_tests": 200 }, "mutual_information_feat_drift": { "exclude_columns": [], "run": true, "min_mutual_information": 0.1, "mutual_information_thresholds": [ 0.1, 0.2, 0.3 ], "max_pairwise_tests": 200, "min_sample_size": 100 }, "mutual_information_label_drift": { "exclude_columns": [], "run": true, "min_mutual_information": 0.1, "mutual_information_thresholds": [ 0.1, 0.2, 0.3 ], "max_pairwise_tests": 200, "min_sample_size": 100 }, "categorical_label_drift": { "run": true, "drift_statistic": "Population Stability Index", "params": { "run": true, "num_values_for_graph": 5, "distance_thresholds": [ 0.2, 0.4, 0.6 ] } }, "multiclass_pred_label_drift": { "run": true, "drift_statistic": "Population Stability Index", "params": { "run": true, "num_values_for_graph": 5, "distance_thresholds": [ 0.2, 0.4, 0.6 ] } }, "regression_label_drift": { "run": true, "p_value_threshold": 0.05, "ks_stat_thresholds": [ 0.1, 0.33, 0.67 ] }, "categorical_drift": { "exclude_columns": [], "run": true, "drift_statistic": "Population Stability Index", "params": { "run": true, "drift_scaling_factor": 0.005, "performance_change_thresholds": null, "min_sample_size": 100, "max_sample_size": null, "distance_threshold": 0.2 } }, "continuous_drift": { "exclude_columns": [], "run": true, "drift_scaling_factor": 0.005, "performance_change_thresholds": null, "drift_statistic": "Population Stability Index", "params": { "run": true, "drift_scaling_factor": 0.005, "performance_change_thresholds": null, "min_sample_size": 100, "min_num_quantiles": 1000, "distance_threshold": 0.2, "num_bins": 100 } }, "overall_metrics": { "run": true, "metrics_specific_thresholds": {} }, "prediction_drift": { "run": true, "drift_statistic": "Population Stability Index", "params": { "run": true, "min_sample_size": 100, "min_num_quantiles": 1000, "psi_thresholds": [ 0.2, 0.4, 0.6 ], "num_bins": 100 } }, "calibration_comparison": { "run": true, "severity_level_thresholds": [ 0.02, 0.06, 0.1 ] }, "global_sample_size": null, "metadata_tests": null, "pred_box_area_drift": { "run": true, "drift_metrics": [ { "distance_metric": "Population Stability Index", "severity_threshold": [ 0.1, 0.2, 0.4 ] } ], "min_occurrences": 0, "model_impact_config": { "ignore_observed_performance": false, "min_num_samples": 10, "severity_thresholds": [ 0.01, 0.05, 0.1 ] }, "num_quantiles": 1001, "num_bins": 100 }, "gaussian_blur": { "run": true, "sample_size": 200, "severity_thresholds": [ 0.01, 0.05, 0.1 ], "kernel_size": [ 19, 19 ], "sigma": 5 }, "gaussian_noise": { "run": true, "sample_size": 200, "severity_thresholds": [ 0.01, 0.1, 0.25 ], "mean": 0, "sigma": 0.03 }, "color_jitter": { "run": true, "sample_size": 200, "severity_thresholds": [ 0.01, 0.05, 0.1 ], "brightness": 0.1, "contrast": 0.1, "saturation": 0.1, "hue": 0.1 }, "randomize_pixels_with_mask": { "run": true, "sample_size": 200, "severity_thresholds": [ 0.01, 0.05, 0.1 ], "probability": 0.1 }, "vertical_flip": { "run": true, "sample_size": 200, "severity_thresholds": [ 0.01, 0.05, 0.1 ] }, "horizontal_flip": { "run": true, "sample_size": 200, "severity_thresholds": [ 0.01, 0.05, 0.1 ] }, "obj_detection_recall": { "exclude_columns": [], "run": true, "min_sample_size": 20, "performance_change_thresholds": null }, "obj_detection_precision": { "exclude_columns": [], "run": true, "min_sample_size": 20, "performance_change_thresholds": null } } ```