GoogleCloudPlatform / applied-ai-engineering-samples

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 69 units with 821 lines of code in units (5.2% of code).

0 very complex units (0 lines of code)
0 complex units (0 lines of code)
4 medium complex units (215 lines of code)
6 simple units (100 lines of code)
59 very simple units (506 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 __init__() in genai-on-vertex-ai/gemini/needle_in_a_haystack/needlehaystack/llm_needle_haystack_tester.py	63	17	24
def _upsert() in genai-on-vertex-ai/gemini/evals_playbook/utils/evals_playbook.py	41	15	4
def log_experiment() in genai-on-vertex-ai/gemini/evals_playbook/utils/evals_playbook.py	53	13	10
def log_eval_run() in genai-on-vertex-ai/gemini/evals_playbook/utils/evals_playbook.py	58	11	7
def insert_needle() in genai-on-vertex-ai/gemini/needle_in_a_haystack/needlehaystack/llm_needle_haystack_tester.py	18	9	4
def result_exists() in genai-on-vertex-ai/gemini/needle_in_a_haystack/needlehaystack/llm_needle_haystack_tester.py	15	8	3
def write_to_gcs() in genai-on-vertex-ai/gemini/evals_playbook/utils/evals_playbook.py	16	6	2
def compare_eval_runs() in genai-on-vertex-ai/gemini/evals_playbook/utils/evals_playbook.py	20	6	3
def grid_search() in genai-on-vertex-ai/gemini/evals_playbook/utils/evals_playbook.py	14	6	5
def combine_eval_runs() in genai-on-vertex-ai/gemini/model_upgrades/document_qna/vertex_script/eval.py	17	6	2
def log_task() in genai-on-vertex-ai/gemini/evals_playbook/utils/evals_playbook.py	11	5	2
def log_prompt() in genai-on-vertex-ai/gemini/evals_playbook/utils/evals_playbook.py	11	5	2
def get_eval_runs() in genai-on-vertex-ai/gemini/evals_playbook/utils/evals_playbook.py	28	5	5
def load_config() in genai-on-vertex-ai/gemini/evals_playbook/utils/config.py	26	4	0
def _get_one() in genai-on-vertex-ai/gemini/evals_playbook/utils/evals_playbook.py	15	4	5
def get_eval_run_detail() in genai-on-vertex-ai/gemini/evals_playbook/utils/evals_playbook.py	12	4	5
def __init__() in genai-on-vertex-ai/gemini/needle_in_a_haystack/needlehaystack/providers/google.py	20	4	5
def read_config() in genai-on-vertex-ai/gemini/evals_playbook/utils/config.py	10	3	0
def save_config() in genai-on-vertex-ai/gemini/evals_playbook/utils/config.py	41	3	14
def get_db_classes() in genai-on-vertex-ai/gemini/evals_playbook/utils/evals_playbook.py	9	3	0
def _get_all() in genai-on-vertex-ai/gemini/evals_playbook/utils/evals_playbook.py	12	3	4
def get_experiment() in genai-on-vertex-ai/gemini/evals_playbook/utils/evals_playbook.py	9	3	4
def load_dataset() in genai-on-vertex-ai/gemini/model_upgrades/multiturn_chat/vertex_script/eval.py	7	3	1
def generate_chat_responses() in genai-on-vertex-ai/gemini/model_upgrades/multiturn_chat/vertex_script/eval.py	23	3	5
def load_dataset() in genai-on-vertex-ai/gemini/model_upgrades/summarization/vertex_script/eval.py	6	3	1
def load_dataset() in genai-on-vertex-ai/gemini/model_upgrades/instruction_following/vertex_script/eval.py	5	3	1
def load_dataset() in genai-on-vertex-ai/gemini/model_upgrades/document_qna/vertex_script/eval.py	6	3	1
def read_context_files() in genai-on-vertex-ai/gemini/needle_in_a_haystack/needlehaystack/llm_needle_haystack_tester.py	9	3	1
def is_root_dir() in genai-on-vertex-ai/gemini/evals_playbook/utils/config.py	5	2	0
def get_table_name_keys() in genai-on-vertex-ai/gemini/evals_playbook/utils/evals_playbook.py	5	2	1
def get_db_object() in genai-on-vertex-ai/gemini/evals_playbook/utils/evals_playbook.py	4	2	1
def get_prompt() in genai-on-vertex-ai/gemini/evals_playbook/utils/evals_playbook.py	7	2	3
def case_insensitive_match() in genai-on-vertex-ai/gemini/model_upgrades/text_classification/vertex_script/eval.py	4	2	2
def run_eval() in genai-on-vertex-ai/gemini/model_upgrades/instruction_following/vertex_script/eval.py	20	2	6
def logistic() in genai-on-vertex-ai/gemini/needle_in_a_haystack/needlehaystack/llm_needle_haystack_tester.py	5	2	5
def encode_and_trim() in genai-on-vertex-ai/gemini/needle_in_a_haystack/needlehaystack/llm_needle_haystack_tester.py	5	2	3
def start_test() in genai-on-vertex-ai/gemini/needle_in_a_haystack/needlehaystack/llm_needle_haystack_tester.py	4	2	1
def format_dt() in genai-on-vertex-ai/gemini/evals_playbook/utils/evals_playbook.py	2	1	1
def clean_string() in genai-on-vertex-ai/gemini/evals_playbook/utils/evals_playbook.py	3	1	1
def generate_uuid() in genai-on-vertex-ai/gemini/evals_playbook/utils/evals_playbook.py	4	1	1
def __init__() in genai-on-vertex-ai/gemini/evals_playbook/utils/evals_playbook.py	8	1	1
def get_all_tasks() in genai-on-vertex-ai/gemini/evals_playbook/utils/evals_playbook.py	2	1	3
def get_all_experiments() in genai-on-vertex-ai/gemini/evals_playbook/utils/evals_playbook.py	2	1	3
def get_all_prompts() in genai-on-vertex-ai/gemini/evals_playbook/utils/evals_playbook.py	2	1	3
def get_all_eval_runs() in genai-on-vertex-ai/gemini/evals_playbook/utils/evals_playbook.py	2	1	3
def get_all_eval_run_details() in genai-on-vertex-ai/gemini/evals_playbook/utils/evals_playbook.py	2	1	3
def save_prompt_template() in genai-on-vertex-ai/gemini/evals_playbook/utils/evals_playbook.py	6	1	5
def save_prompt() in genai-on-vertex-ai/gemini/evals_playbook/utils/evals_playbook.py	4	1	4
def run_eval() in genai-on-vertex-ai/gemini/model_upgrades/multiturn_chat/vertex_script/eval.py	17	1	6
def run_eval() in genai-on-vertex-ai/gemini/model_upgrades/text_classification/vertex_script/eval.py	20	1	5