Ranking fairness refactoring

[amrasekh]

Refactored Ranking Fairness evaluators

• Generic metrics moved to metrics_credoai.py
• FINS metrics refactored to helper function
• Reformatted some codes and documentations

[github-actions[bot]]

Coverage Report

File	Stmts	Miss	Cover	Missing
credoai
__init__.py	3	0	100%
credoai/artifacts
__init__.py	7	0	100%
credoai/artifacts/data
__init__.py	0	0	100%
base_data.py	107	12	89%	55, 155, 158, 173, 180, 187, 191, 195, 199, 211, 214, 221
comparison_data.py	63	13	79%	53, 60, 71, 76, 81, 90, 96, 100, 105, 114, 147, 153, 156
tabular_data.py	40	6	85%	52, 73, 77, 96, 98, 105
credoai/artifacts/model
__init__.py	0	0	100%
base_model.py	36	2	94%	56, 88
classification_model.py	23	0	100%
comparison_model.py	11	0	100%
constants_model.py	2	0	100%
regression_model.py	11	4	64%	43–45, 48
credoai/evaluators
__init__.py	15	0	100%
data_fairness.py	147	12	92%	83–90, 205, 260–261, 287, 311, 334–340, 356
data_profiler.py	34	2	94%	57, 60
deepchecks.py	40	3	92%	113–122
equity.py	153	31	80%	78, 178–181, 196, 222–249, 273–288, 299–301, 350–351
evaluator.py	72	7	90%	67, 70, 89, 115, 135, 180, 187
fairness.py	113	2	98%	115, 228
feature_drift.py	59	1	98%	66
identity_verification.py	112	2	98%	144–145
model_profiler.py	74	11	85%	127–130, 144–147, 181–182, 191–192, 230
performance.py	84	7	92%	103, 124–130
privacy.py	118	4	97%	410, 447–449
ranking_fairness.py	112	14	88%	144–145, 165, 184, 190–191, 387–409, 414–444
security.py	96	1	99%	297
shap.py	87	14	84%	117, 125–126, 136–142, 168–169, 251–252, 282–290
survival_fairness.py	67	50	25%	27–31, 34–46, 51–62, 65–76, 79–97, 100, 103, 106
credoai/evaluators/utils
__init__.py	3	0	100%
fairlearn.py	18	1	94%	93
utils.py	8	1	88%	9
validation.py	81	28	65%	14, 34–35, 37–39, 46, 67–74, 80–86, 89, 95–98, 105, 108, 111, 114–115, 119–121
credoai/governance
__init__.py	1	0	100%
credoai/lens
__init__.py	2	0	100%
lens.py	201	13	94%	53, 195–196, 232–237, 294, 336, 360, 442, 457, 461, 473
pipeline_creator.py	60	12	80%	20–21, 37, 79–91
utils.py	39	28	28%	20–27, 49–52, 71–82, 99, 106–109, 128–135
credoai/modules
__init__.py	3	0	100%
constants_deepchecks.py	2	0	100%
constants_metrics.py	19	0	100%
constants_threshold_metrics.py	3	0	100%
metric_utils.py	24	18	25%	15–30, 34–55
metrics.py	88	13	85%	63, 67, 70–71, 74, 84, 123, 135–140, 178, 185, 187
metrics_credoai.py	167	49	71%	68–69, 73, 93–102, 107–109, 132–160, 176–179, 206, 230–231, 294–296, 372–378, 414–415, 485–486, 534, 638
stats.py	39	28	28%	11–14, 17–22, 25–27, 30–35, 38–52, 55–60
stats_utils.py	5	3	40%	5–8
credoai/prism
__init__.py	3	0	100%
compare.py	35	2	94%	71, 87
prism.py	36	4	89%	46, 48, 59, 86
task.py	17	2	88%	30, 37
credoai/prism/comparators
__init_.py	0	0	100%
comparator.py	17	3	82%	34, 42, 47
metric_comparator.py	44	2	95%	125, 131
credoai/utils
__init__.py	5	0	100%
common.py	102	33	68%	55, 68–69, 75, 84–91, 102–103, 120–126, 131, 136–141, 152–159, 186
constants.py	2	0	100%
dataset_utils.py	61	35	43%	23, 26–31, 50, 54–55, 88–119
logging.py	55	13	76%	10–11, 14, 19–20, 23, 27, 44, 58–62
model_utils.py	30	11	63%	14–19, 29–30, 35–40
version_check.py	11	1	91%	16
TOTAL	2867	498	83%