azure / RAI-vNext-Preview - Conditional Complexity

Intro

Conditional complexity (also called cyclomatic complexity) is a term used to measure the complexity of software. The term refers to the number of possible paths through a program function. A higher value ofter means higher maintenance and testing costs (infosecinstitute.com).
Conditional complexity is calculated by counting all conditions in the program that can affect the execution path (e.g. if statement, loops, switches, and/or operators, try and catch blocks...).
Conditional complexity is measured at the unit level (methods, functions...).
Units are classified in four categories based on the measured McCabe index: 1-5 (simple units), 6-10 (medium complex units), 11-25 (complex units), 26+ (very complex units).

Learn more...

Conditional Complexity Overall

There are 184 units with 3,097 lines of code in units (59.6% of code).

0 very complex units (0 lines of code)
0 complex units (0 lines of code)
6 medium complex units (539 lines of code)
17 simple units (810 lines of code)
161 very simple units (1,748 lines of code)

Legend:

51+

26-50

11-25

6-10

1-5

Alternative Visuals

3D view of all units

Conditional Complexity per Extension

51+

26-50

11-25

6-10

1-5

Conditional Complexity per Logical Component

primary logical decomposition

51+

26-50

11-25

6-10

1-5

Most Complex Units

Top 50 most complex units

Unit	# lines	McCabe index	# params
def get_fairlearn_page() in src/responsibleai/rai_analyse/_score_card/classification_components.py	135	17	1
def get_fairlearn_page() in src/responsibleai/rai_analyse/_score_card/regression_components.py	140	17	1
def get_cohorts_page() in src/responsibleai/rai_analyse/_score_card/common_components.py	74	14	2
def main() in src/responsibleai/rai_analyse/create_score_card.py	61	13	1
def get_cohorts_data() in src/responsibleai/rai_analyse/_score_card/_rai_insight_data.py	67	11	1
def main() in src/responsibleai/rai_analyse/create_rai_insights.py	62	11	1
def process_directory() in scripts/register_azureml.py	51	10	3
def main() in src/responsibleai/rai_analyse/gather_rai_insights.py	70	10	1
def get_fi_bar_plot() in src/responsibleai/rai_analyse/_score_card/common_components.py	24	9	1
def get_data_explorer_page() in src/responsibleai/rai_analyse/_score_card/classification_components.py	63	8	1
def get_model_performance_page() in src/responsibleai/rai_analyse/_score_card/classification_components.py	58	8	1
def validate_and_correct_config() in src/responsibleai/rai_analyse/create_score_card.py	27	8	2
def get_causal_page() in src/responsibleai/rai_analyse/_score_card/common_components.py	94	7	1
def get_metrics_targets() in src/responsibleai/rai_analyse/_score_card/_rai_insight_data.py	33	7	1
def get_data_explorer_data() in src/responsibleai/rai_analyse/_score_card/_rai_insight_data.py	38	7	1
def install() in src/responsibleai/rai_analyse/rai_component_utilities.py	45	7	1
def main() in single-rai-job/src/run_rai.py	120	6	1
def _get_model_performance_explanation_text() in src/responsibleai/rai_analyse/_score_card/classification_components.py	61	6	2
def get_de_bar_plot() in src/responsibleai/rai_analyse/_score_card/common_components.py	18	6	1
def get_causal_data() in src/responsibleai/rai_analyse/_score_card/_rai_insight_data.py	35	6	1
def __init__() in src/responsibleai/rai_analyse/_score_card/_rai_insight_data.py	34	6	3
def _replace_labels() in src/responsibleai/rai_analyse/_score_card/_rai_insight_data.py	7	6	4
def create_rai_insights_from_port_path() in src/responsibleai/rai_analyse/rai_component_utilities.py	32	6	2
def get_from_args() in single-rai-job/src/run_rai.py	13	5	4
def get_from_args() in src/responsibleai/rai_analyse/arg_helpers.py	13	5	4
def get_binary_cp_bar_plot() in src/responsibleai/rai_analyse/_score_card/common_components.py	16	5	2
def get_model_overview() in src/responsibleai/rai_analyse/_score_card/common_components.py	80	5	1
def _set_component_paths_prefix() in src/responsibleai/rai_analyse/_score_card/_rai_insight_data.py	18	5	1
def get_fairlearn_data() in src/responsibleai/rai_analyse/_score_card/_rai_insight_data.py	40	5	1
def get_model_performance_data() in src/responsibleai/rai_analyse/_score_card/_rai_insight_data.py	35	5	1
def create_constructor_arg_dict() in src/responsibleai/rai_analyse/create_rai_insights.py	30	5	1
def _classify_and_log_pip_install_error() in src/responsibleai/rai_analyse/rai_component_utilities.py	11	5	1
def load_dataset() in src/responsibleai/rai_analyse/rai_component_utilities.py	33	5	1
def set_component_flags() in src/responsibleai/rai_analyse/create_score_card.py	11	5	1
def get_metric() in src/responsibleai/rai_analyse/_score_card/_rai_insight_data.py	12	4	4
def get_error_analysis_data() in src/responsibleai/rai_analyse/_score_card/_rai_insight_data.py	8	4	2
def validate_valid_metric_for_task_type() in src/responsibleai/rai_analyse/_score_card/_rai_insight_data.py	9	4	1
def get_binning_information() in src/responsibleai/rai_analyse/_score_card/_rai_insight_data.py	24	4	2
def print_dir_tree() in src/responsibleai/rai_analyse/rai_component_utilities.py	9	4	1
def create_rai_tool_directories() in src/responsibleai/rai_analyse/rai_component_utilities.py	4	4	1
def generate_pdf() in src/responsibleai/rai_analyse/create_score_card.py	18	4	1
def boolean_parser() in single-rai-job/src/run_rai.py	8	3	1
def str_or_list_parser() in single-rai-job/src/run_rai.py	8	3	1
def process_file() in scripts/register_azureml.py	6	3	3
def boolean_parser() in src/responsibleai/rai_analyse/arg_helpers.py	8	3	1
def str_or_list_parser() in src/responsibleai/rai_analyse/arg_helpers.py	8	3	1
def get_show_legend() in src/responsibleai/rai_analyse/_score_card/common_components.py	6	3	2
def get_data_explorer_page() in src/responsibleai/rai_analyse/_score_card/regression_components.py	51	3	1
def fairness_metric_wrapper() in src/responsibleai/rai_analyse/_score_card/_rai_insight_data.py	7	3	3
def __next__() in src/responsibleai/rai_analyse/_score_card/_rai_insight_data.py	9	3	1