Text Classification Testing Config
Below is the default configuration for all Text Classification tests. A copy of this can also be found in your rime_trial bundle (inside the nlp_examples/classification/default_test_config.json).
{
"categories": [],
"run_default": null,
"custom_tests": null,
"numeric_outlier": {
"exclude_columns": [],
"run": true,
"performance_change_config": {
"severity_thresholds": null,
"min_num_samples": 1
},
"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": 1
}
},
"unseen_domain": {
"exclude_columns": [],
"run": true,
"performance_change_config": {
"severity_thresholds": null,
"min_num_samples": 1
}
},
"unseen_email": {
"exclude_columns": [],
"run": true,
"performance_change_config": {
"severity_thresholds": null,
"min_num_samples": 1
}
},
"unseen_url": {
"exclude_columns": [],
"run": true,
"performance_change_config": {
"severity_thresholds": null,
"min_num_samples": 1
}
},
"rare_categories": {
"exclude_columns": [],
"run": true,
"performance_change_config": {
"severity_thresholds": null,
"min_num_samples": 1
},
"include_columns": [],
"min_num_occurrences": 0,
"min_pct_occurrences": 0,
"min_ratio_rel_uniform": 0.005
},
"out_of_range": {
"exclude_columns": [],
"run": false,
"performance_change_config": {
"severity_thresholds": null,
"min_num_samples": 1
},
"std_factor": 3
},
"req_characters": {
"column_specific_params": {},
"exclude_columns": [],
"run": true,
"performance_change_config": {
"severity_thresholds": null,
"min_num_samples": 1
}
},
"inconsistencies": {
"exclude_columns": [],
"run": true,
"performance_change_config": {
"severity_thresholds": null,
"min_num_samples": 1
},
"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": 1
}
},
"empty_string": {
"exclude_columns": [],
"run": true,
"performance_change_config": {
"severity_thresholds": null,
"min_num_samples": 1
}
},
"embedding_anomalies": {
"exclude_columns": [],
"run": true,
"performance_change_config": {
"severity_thresholds": null,
"min_num_samples": 10
},
"distance_quantile": 0.995
},
"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_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_mape": {
"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
},
"feat_subset_multiclass_acc": {
"exclude_columns": [],
"run": true,
"min_sample_size": 20,
"performance_change_thresholds": null
},
"feat_subset_multiclass_auc": {
"exclude_columns": [],
"run": true,
"min_sample_size": 20,
"performance_change_thresholds": null
},
"feat_subset_drift_auc": {
"exclude_columns": [],
"run": true,
"min_sample_size": 20,
"performance_change_thresholds": null
},
"feat_subset_drift_accuracy": {
"exclude_columns": [],
"run": true,
"min_sample_size": 20,
"performance_change_thresholds": null
},
"feat_subset_drift_f1": {
"exclude_columns": [],
"run": true,
"min_sample_size": 20,
"performance_change_thresholds": null
},
"feat_subset_drift_macro_f1": {
"exclude_columns": [],
"run": true,
"min_sample_size": 20,
"performance_change_thresholds": null
},
"feat_subset_drift_precision": {
"exclude_columns": [],
"run": true,
"min_sample_size": 20,
"performance_change_thresholds": null
},
"feat_subset_drift_macro_precision": {
"exclude_columns": [],
"run": true,
"min_sample_size": 20,
"performance_change_thresholds": null
},
"feat_subset_drift_fpr": {
"exclude_columns": [],
"run": true,
"min_sample_size": 20,
"performance_change_thresholds": null
},
"feat_subset_drift_recall": {
"exclude_columns": [],
"run": true,
"min_sample_size": 20,
"performance_change_thresholds": null
},
"feat_subset_drift_macro_recall": {
"exclude_columns": [],
"run": true,
"min_sample_size": 20,
"performance_change_thresholds": null
},
"feat_subset_drift_pred_variance_pos": {
"exclude_columns": [],
"run": true,
"min_sample_size": 20,
"performance_change_thresholds": null
},
"feat_subset_drift_pred_variance_neg": {
"exclude_columns": [],
"run": true,
"min_sample_size": 20,
"performance_change_thresholds": null
},
"feat_subset_drift_pred_variance_all": {
"exclude_columns": [],
"run": true,
"min_sample_size": 20,
"performance_change_thresholds": null
},
"feat_subset_drift_rmse": {
"exclude_columns": [],
"run": true,
"min_sample_size": 20,
"performance_change_thresholds": null
},
"feat_subset_drift_mae": {
"exclude_columns": [],
"run": true,
"min_sample_size": 20,
"performance_change_thresholds": null
},
"feat_subset_drift_mape": {
"exclude_columns": [],
"run": true,
"min_sample_size": 20,
"performance_change_thresholds": null
},
"feat_subset_drift_rank_correlation": {
"exclude_columns": [],
"run": true,
"min_sample_size": 20,
"performance_change_thresholds": null
},
"feat_subset_drift_ndcg": {
"exclude_columns": [],
"run": true,
"min_sample_size": 20,
"performance_change_thresholds": null
},
"feat_subset_drift_mrr": {
"exclude_columns": [],
"run": true,
"min_sample_size": 20,
"performance_change_thresholds": null
},
"feat_subset_drift_multiclass_acc": {
"exclude_columns": [],
"run": true,
"min_sample_size": 20,
"performance_change_thresholds": null
},
"feat_subset_drift_multiclass_auc": {
"exclude_columns": [],
"run": true,
"min_sample_size": 20,
"performance_change_thresholds": null
},
"correlation_feat_drift": {
"exclude_columns": [],
"run": true,
"correlation_drift_thresholds": [
0.3,
0.5,
0.7
],
"p_value_threshold": 0.05,
"min_correlation": 0.1,
"max_pairwise_tests": 200
},
"correlation_label_drift": {
"exclude_columns": [],
"run": true,
"correlation_drift_thresholds": [
0.3,
0.5,
0.7
],
"p_value_threshold": 0.05
},
"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,
"mutual_information_thresholds": [
0.1,
0.2,
0.3
]
},
"categorical_label_drift": {
"run": true,
"drift_statistic": "Population Stability Index",
"params": {
"run": true,
"distance_thresholds": [
0.2,
0.4,
0.6
]
}
},
"multiclass_pred_label_drift": {
"run": true,
"drift_statistic": "Population Stability Index",
"params": {
"run": true,
"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_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,
"max_sample_size": null,
"distance_threshold": 0.2
},
"ignore_nans": true
},
"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
},
"ignore_nans": true
},
"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
}
},
"embedding_drift": {
"exclude_columns": [],
"run": true,
"drift_scaling_factor": 0.005,
"performance_change_thresholds": null,
"drift_statistic": "euclidean_distance",
"params": {
"run": true,
"drift_scaling_factor": 0.005,
"performance_change_thresholds": null,
"min_sample_size": 100,
"distance_threshold": 0.1,
"normalize": true
}
},
"overall_metrics": {
"run": true,
"metrics_specific_thresholds": {}
},
"avg_confidence": {
"run": true,
"severity_thresholds": [
0.03,
0.08,
0.13
]
},
"atc": {
"run": true,
"severity_thresholds": [
0.03,
0.08,
0.13
]
},
"calibration_comparison": {
"run": true,
"severity_level_thresholds": [
0.02,
0.06,
0.1
]
},
"label_imbalance": {
"run": true,
"severity_thresholds": [
0.6,
0.75,
0.9
],
"normalize": true
},
"global_sample_size": null,
"metadata_tests": null,
"global_target_text_keys": null,
"unseen_unigram_abnormal_input": {
"run": true,
"severity_thresholds": [
0.0,
0.0002,
0.0005
],
"performance_impact_config": {
"ignore_observed_performance": false,
"min_num_samples": 1,
"severity_thresholds": [
0.01,
0.05,
0.1
]
},
"p_value_threshold": 0.0005
},
"empty_string_abnormal_input": {
"run": true,
"severity_thresholds": [
0.0,
0.0002,
0.0005
],
"performance_impact_config": {
"ignore_observed_performance": false,
"min_num_samples": 1,
"severity_thresholds": [
0.01,
0.05,
0.1
]
}
},
"char_dist_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": 1,
"severity_thresholds": [
0.01,
0.05,
0.1
]
}
},
"unigrams_drift": {
"run": true,
"drift_metrics": [
{
"distance_metric": "Population Stability Index",
"severity_threshold": [
0.1,
0.2,
0.4
]
}
],
"min_occurrences": 5,
"model_impact_config": {
"ignore_observed_performance": false,
"min_num_samples": 1,
"severity_thresholds": [
0.01,
0.05,
0.1
]
}
},
"bigrams_drift": {
"run": true,
"drift_metrics": [
{
"distance_metric": "Population Stability Index",
"severity_threshold": [
0.1,
0.2,
0.4
]
}
],
"min_occurrences": 5,
"model_impact_config": {
"ignore_observed_performance": false,
"min_num_samples": 1,
"severity_thresholds": [
0.01,
0.05,
0.1
]
}
},
"invisible_chars_attack": {
"run": true,
"sample_size": 5,
"target_text_keys": null,
"severity_thresholds": [
0.1,
0.25,
0.5
],
"attack_params": {
"target_score": 0.0,
"max_queries": 200,
"population_size": 15,
"max_unsuccessful_iters": 25,
"max_consecutive_unsuccessful": 3
},
"mutation_params": {
"aug_char_p": 0.01
},
"max_str_len": 2000
},
"deletion_chars_attack": {
"run": true,
"sample_size": 5,
"target_text_keys": null,
"severity_thresholds": [
0.1,
0.25,
0.5
],
"attack_params": {
"target_score": 0.0,
"max_queries": 200,
"population_size": 15,
"max_unsuccessful_iters": 25,
"max_consecutive_unsuccessful": 3
},
"mutation_params": {
"aug_char_p": 0.01
},
"max_str_len": 2000
},
"intentional_homoglyph_attack": {
"run": true,
"sample_size": 5,
"target_text_keys": null,
"severity_thresholds": [
0.1,
0.25,
0.5
],
"attack_params": {
"target_score": 0.0,
"max_queries": 200,
"population_size": 15,
"max_unsuccessful_iters": 25,
"max_consecutive_unsuccessful": 3
},
"mutation_params": {
"aug_char_p": 0.01
},
"max_str_len": 2000
},
"confusable_homoglyph_attack": {
"run": true,
"sample_size": 5,
"target_text_keys": null,
"severity_thresholds": [
0.1,
0.25,
0.5
],
"attack_params": {
"target_score": 0.0,
"max_queries": 200,
"population_size": 15,
"max_unsuccessful_iters": 25,
"max_consecutive_unsuccessful": 3
},
"mutation_params": {
"aug_char_p": 0.01
},
"max_str_len": 2000
},
"universal_triggers_attack": {
"run": true,
"sample_size": 3,
"target_text_keys": null,
"batch_size": 10,
"severity_thresholds": [
0.1,
0.2,
0.3
],
"attack_params": {
"target_score": 0.0,
"max_queries": 500,
"population_size": 2,
"max_unsuccessful_iters": 200,
"max_consecutive_unsuccessful": 10
},
"mutation_params": {
"prefix_len": 10,
"aug_word_p": 0.2
}
},
"char_substitution_attack": {
"run": true,
"sample_size": 200,
"target_text_keys": null,
"severity_thresholds": [
0.1,
0.2,
0.3
],
"max_str_len": 2000,
"attack_params": {
"min_char": 2,
"aug_char_max": 1,
"aug_char_min": 1,
"aug_char_p": 0.1,
"aug_word_min": 1,
"aug_word_max": null,
"aug_word_p": 0.05
}
},
"char_deletion_attack": {
"run": true,
"sample_size": 200,
"target_text_keys": null,
"severity_thresholds": [
0.1,
0.2,
0.3
],
"max_str_len": 2000,
"attack_params": {
"min_char": 2,
"aug_char_max": 1,
"aug_char_min": 1,
"aug_char_p": 0.1,
"aug_word_min": 1,
"aug_word_max": null,
"aug_word_p": 0.05
}
},
"char_insertion_attack": {
"run": true,
"sample_size": 200,
"target_text_keys": null,
"severity_thresholds": [
0.1,
0.2,
0.3
],
"max_str_len": 2000,
"attack_params": {
"min_char": 2,
"aug_char_max": 1,
"aug_char_min": 1,
"aug_char_p": 0.1,
"aug_word_min": 1,
"aug_word_max": null,
"aug_word_p": 0.05
}
},
"char_swap_attack": {
"run": true,
"sample_size": 200,
"target_text_keys": null,
"severity_thresholds": [
0.1,
0.2,
0.3
],
"max_str_len": 2000,
"attack_params": {
"min_char": 2,
"aug_char_max": 1,
"aug_char_min": 1,
"aug_char_p": 0.1,
"aug_word_min": 1,
"aug_word_max": null,
"aug_word_p": 0.05
}
},
"keyboard_aug_attack": {
"run": true,
"sample_size": 200,
"target_text_keys": null,
"severity_thresholds": [
0.1,
0.2,
0.3
],
"max_str_len": 2000,
"attack_params": {
"min_char": 2,
"aug_char_max": 1,
"aug_char_min": 1,
"aug_char_p": 0.1,
"aug_word_min": 1,
"aug_word_max": null,
"aug_word_p": 0.05
}
},
"common_misspelling_attack": {
"run": true,
"sample_size": 200,
"target_text_keys": null,
"severity_thresholds": [
0.1,
0.2,
0.3
],
"max_str_len": 2000,
"attack_params": null
},
"ocr_error_attack": {
"run": true,
"sample_size": 200,
"target_text_keys": null,
"severity_thresholds": [
0.1,
0.2,
0.3
],
"max_str_len": 2000,
"attack_params": null
},
"synonym_swap_attack": {
"run": true,
"sample_size": 200,
"target_text_keys": null,
"severity_thresholds": [
0.1,
0.2,
0.3
],
"max_str_len": 2000,
"attack_params": {
"aug_min": 1,
"aug_max": null,
"aug_p": 0.05
}
},
"lm_word_substitution_attack": {
"run": true,
"sample_size": 200,
"target_text_keys": null,
"severity_thresholds": [
0.1,
0.2,
0.3
],
"max_str_len": 2000,
"attack_params": {
"aug_min": 1,
"aug_max": null,
"aug_p": 0.05,
"model_path": "distilbert-base-cased"
}
},
"lm_word_insertion_attack": {
"run": true,
"sample_size": 200,
"target_text_keys": null,
"severity_thresholds": [
0.1,
0.2,
0.3
],
"max_str_len": 2000,
"attack_params": {
"aug_min": 1,
"aug_max": null,
"aug_p": 0.05,
"model_path": "distilbert-base-cased"
}
},
"upper_case_text": {
"run": true,
"sample_size": 200,
"target_text_keys": null,
"severity_thresholds": [
0.1,
0.2,
0.3
],
"max_str_len": 2000
},
"lower_case_text": {
"run": true,
"sample_size": 200,
"target_text_keys": null,
"severity_thresholds": [
0.1,
0.2,
0.3
],
"max_str_len": 2000
},
"remove_special_chars": {
"run": true,
"sample_size": 200,
"target_text_keys": null,
"severity_thresholds": [
0.1,
0.2,
0.3
],
"max_str_len": 2000
},
"swap_masc_to_fem": {
"run": true,
"sample_size": 200,
"target_text_keys": null,
"severity_thresholds": [
0.1,
0.2,
0.3
],
"max_str_len": 2000
},
"swap_fem_to_masc": {
"run": true,
"sample_size": 200,
"target_text_keys": null,
"severity_thresholds": [
0.1,
0.2,
0.3
],
"max_str_len": 2000
},
"swap_fem_name_to_masc_name": {
"run": true,
"sample_size": 200,
"target_text_keys": null,
"severity_thresholds": [
0.1,
0.2,
0.3
],
"max_str_len": 2000,
"source": null,
"target": null,
"case_invariant": true
},
"swap_masc_name_to_fem_name": {
"run": true,
"sample_size": 200,
"target_text_keys": null,
"severity_thresholds": [
0.1,
0.2,
0.3
],
"max_str_len": 2000,
"source": null,
"target": null,
"case_invariant": true
},
"ascii": {
"run": true,
"sample_size": 200,
"target_text_keys": null,
"severity_thresholds": [
0.1,
0.2,
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