anthropics / anthropic-cookbook - 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 64 units with 835 lines of code in units (7.7% of code).

0 very complex units (0 lines of code)
0 complex units (0 lines of code)
2 medium complex units (64 lines of code)
7 simple units (185 lines of code)
55 very simple units (586 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 load_data() in skills/classification/evaluation/vectordb.py	20	12	2
def lambda_handler() in skills/contextual-embeddings/contextual-rag-lambda-function/lambda_function.py	44	11	2
def _rerank_results() in skills/retrieval_augmented_generation/evaluation/provider_retrieval.py	42	10	3
def _rerank_results() in skills/retrieval_augmented_generation/evaluation/prompts.py	41	10	3
def search() in skills/classification/evaluation/vectordb.py	22	6	4
def load_data() in skills/text_to_sql/evaluation/vectordb.py	7	6	2
def search() in skills/retrieval_augmented_generation/evaluation/vectordb.py	22	6	4
def search() in skills/retrieval_augmented_generation/evaluation/vectordb.py	22	6	4
def invoke_model_with_response_stream() in skills/contextual-embeddings/contextual-rag-lambda-function/inference_adapter.py	29	6	3
def generate_prompt_with_rag() in skills/text_to_sql/evaluation/prompts.py	21	5	1
def evaluate_end_to_end() in skills/retrieval_augmented_generation/evaluation/eval_end_to_end.py	40	5	3
def load_data() in skills/retrieval_augmented_generation/evaluation/vectordb.py	12	5	2
def load_data() in skills/retrieval_augmented_generation/evaluation/vectordb.py	12	5	2
def nltk_bleu_eval() in skills/summarization/evaluation/custom_evals/bleu_eval.py	16	5	2
def llm_eval() in skills/summarization/evaluation/custom_evals/llm_eval.py	23	5	2
def search() in skills/text_to_sql/evaluation/vectordb.py	8	4	4
def get_schema_info() in skills/text_to_sql/evaluation/prompts.py	14	4	0
def evaluate_retrieval() in skills/retrieval_augmented_generation/evaluation/eval_retrieval.py	8	4	2
def _embed_and_store() in skills/retrieval_augmented_generation/evaluation/vectordb.py	11	4	3
def _embed_and_store() in skills/retrieval_augmented_generation/evaluation/vectordb.py	11	4	3
def write_output_to_s3() in skills/contextual-embeddings/contextual-rag-lambda-function/s3_adapter.py	18	4	4
def parse_s3_path() in skills/contextual-embeddings/contextual-rag-lambda-function/s3_adapter.py	8	4	2
def calculate_mrr() in skills/retrieval_augmented_generation/evaluation/eval_retrieval.py	5	3	2
def get_assert() in skills/retrieval_augmented_generation/evaluation/eval_retrieval.py	93	3	2
def retrieve_level_three() in skills/retrieval_augmented_generation/evaluation/provider_retrieval.py	13	3	3
def extract_xml() in patterns/agents/util.py	3	2	2
def get_transform() in skills/classification/evaluation/transform.py	6	2	2
def __init__() in skills/classification/evaluation/vectordb.py	8	2	2
def load_db() in skills/classification/evaluation/vectordb.py	8	2	1
def rag_classify() in skills/classification/evaluation/prompts.py	6	2	1
def rag_chain_of_thought_classify() in skills/classification/evaluation/prompts.py	6	2	1
def load_db() in skills/text_to_sql/evaluation/vectordb.py	7	2	1
def get_assert() in skills/retrieval_augmented_generation/evaluation/eval_end_to_end.py	12	2	2
def retrieve_base() in skills/retrieval_augmented_generation/evaluation/provider_retrieval.py	9	2	3
def retrieve_level_two() in skills/retrieval_augmented_generation/evaluation/provider_retrieval.py	9	2	3
def __init__() in skills/retrieval_augmented_generation/evaluation/vectordb.py	9	2	3
def load_db() in skills/retrieval_augmented_generation/evaluation/vectordb.py	8	2	1
def __init__() in skills/retrieval_augmented_generation/evaluation/vectordb.py	9	2	3
def load_db() in skills/retrieval_augmented_generation/evaluation/vectordb.py	8	2	1
def _retrieve_base() in skills/retrieval_augmented_generation/evaluation/prompts.py	7	2	2
def retrieve_level_two() in skills/retrieval_augmented_generation/evaluation/prompts.py	7	2	1
def _retrieve_advanced() in skills/retrieval_augmented_generation/evaluation/prompts.py	8	2	3
def get_assert() in skills/summarization/evaluation/custom_evals/bleu_eval.py	15	2	3
def get_assert() in skills/summarization/evaluation/custom_evals/rouge_eval.py	15	2	3
def get_assert() in skills/summarization/evaluation/custom_evals/llm_eval.py	16	2	3
def read_from_s3() in skills/contextual-embeddings/contextual-rag-lambda-function/s3_adapter.py	6	2	3
def llm_call() in patterns/agents/util.py	11	1	3
def simple_classify() in skills/classification/evaluation/prompts.py	3	1	1
def __init__() in skills/text_to_sql/evaluation/vectordb.py	4	1	2
def save_db() in skills/text_to_sql/evaluation/vectordb.py	4	1	1