huggingface / data-is-better-together 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 54 units with 610 lines of code in units (7.5% of code).

0 very complex units (0 lines of code)
0 complex units (0 lines of code)
1 medium complex units (67 lines of code)
3 simple units (84 lines of code)
50 very simple units (459 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 clean_dataset() in community-efforts/image_preferences/02_image_prefernces_cleaned_filtered_sfw.py	67	20	1
def create_readme() in cookbook-efforts/domain-specific-datasets/project_app/hub.py	22	9	3
def process() in community-efforts/image_preferences/01_synthetic_data_generation_total.py	31	6	2
def process() in community-efforts/image_preferences/01_synthetic_data_generation_images.py	31	6	2
def project_sidebar() in cookbook-efforts/domain-specific-datasets/project_app/utils.py	36	5	0
def load() in cookbook-efforts/dpo-orpo-preference/custom_preference_to_argilla.py	19	5	1
def process() in cookbook-efforts/dpo-orpo-preference/custom_preference_to_argilla.py	27	5	2
def load_images() in community-efforts/image_preferences/01_synthetic_data_generation_images.py	19	4	1
def donut_chart_total() in community-efforts/prompt_translation/dashboard_template/app.py	31	4	0
def language_predict() in cookbook-efforts/dpo-orpo-preference/aya_dpo_gen.py	17	4	1
def create_seed_terms() in cookbook-efforts/domain-specific-datasets/project_app/utils.py	6	3	2
def CategorySelector() in community-efforts/image_preferences/01_synthetic_data_generation_prompts.py	13	2	1
def CategorySelector() in community-efforts/image_preferences/01_synthetic_data_generation_total.py	13	2	1
def fetch_data() in community-efforts/prompt_translation/dashboard_template/app.py	11	2	0
def main() in community-efforts/prompt_translation/dashboard_template/app.py	52	2	0
def query() in cookbook-efforts/domain-specific-datasets/project_app/infer.py	14	2	2
def remove_existing_dataset() in cookbook-efforts/dpo-orpo-preference/aya_dpo_gen.py	11	2	1
def inputs() in community-efforts/image_preferences/01_synthetic_data_generation_total.py	2	1	1
def outputs() in community-efforts/image_preferences/01_synthetic_data_generation_total.py	2	1	1
def format_input() in community-efforts/image_preferences/01_synthetic_data_generation_total.py	2	1	3
def format_output() in community-efforts/image_preferences/01_synthetic_data_generation_total.py	2	1	0
def inputs() in community-efforts/image_preferences/01_synthetic_data_generation_images.py	2	1	1
def outputs() in community-efforts/image_preferences/01_synthetic_data_generation_images.py	2	1	1
def format_input() in community-efforts/image_preferences/01_synthetic_data_generation_images.py	2	1	3
def format_output() in community-efforts/image_preferences/01_synthetic_data_generation_images.py	2	1	0
def restart() in community-efforts/prompt_translation/dashboard_template/app.py	6	1	0
def obtain_source_target_datasets() in community-efforts/prompt_translation/dashboard_template/app.py	4	1	0
def get_user_annotations_dictionary() in community-efforts/prompt_translation/dashboard_template/app.py	2	1	0
def kpi_chart_remaining() in community-efforts/prompt_translation/dashboard_template/app.py	10	1	0
def kpi_chart_submitted() in community-efforts/prompt_translation/dashboard_template/app.py	10	1	0
def kpi_chart_total_annotators() in community-efforts/prompt_translation/dashboard_template/app.py	10	1	0
def render_hub_user_link() in community-efforts/prompt_translation/dashboard_template/app.py	3	1	1
def obtain_top_users() in community-efforts/prompt_translation/dashboard_template/app.py	7	1	3
def get_top() in community-efforts/prompt_translation/dashboard_template/app.py	2	1	1
def prepare_data() in cookbook-efforts/kto-preference/preference_gen.py	4	1	0
def load_llama2() in cookbook-efforts/kto-preference/preference_gen.py	8	1	1
def load_mistral() in cookbook-efforts/kto-preference/preference_gen.py	9	1	1
def setup_dataset_on_hub() in cookbook-efforts/domain-specific-datasets/project_app/hub.py	7	1	2
def push_dataset_to_hub() in cookbook-efforts/domain-specific-datasets/project_app/hub.py	7	1	0
def push_pipeline_to_hub() in cookbook-efforts/domain-specific-datasets/project_app/hub.py	5	1	0
def pull_seed_data_from_repo() in cookbook-efforts/domain-specific-datasets/project_app/hub.py	5	1	2
def push_argilla_dataset_to_hub() in cookbook-efforts/domain-specific-datasets/project_app/hub.py	7	1	0
def push_pipeline_params() in cookbook-efforts/domain-specific-datasets/project_app/hub.py	5	1	0
def create_application_instruction() in cookbook-efforts/domain-specific-datasets/project_app/utils.py	2	1	0
def setup_dataset_on_hub() in cookbook-efforts/domain-specific-datasets/parent_app/hub.py	13	1	2
def duplicate_space_on_hub() in cookbook-efforts/domain-specific-datasets/parent_app/hub.py	8	1	4
def add_project_config_to_space_repo() in cookbook-efforts/domain-specific-datasets/parent_app/hub.py	6	1	0
def pull_seed_data_from_repo() in cookbook-efforts/domain-specific-datasets/parent_app/hub.py	6	1	2
def open_markdown_file() in cookbook-efforts/domain-specific-datasets/parent_app/pages/🧑‍🌾 Domain Data Grower.py	3	1	1
def create_argilla_dataset() in cookbook-efforts/domain-specific-datasets/distilabel_pipelines/domain_expert_pipeline.py	5	1	0