openai / summarize-from-feedback - 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 212 units with 2,087 lines of code in units (69.7% of code).

0 very complex units (0 lines of code)
0 complex units (0 lines of code)
6 medium complex units (411 lines of code)
19 simple units (368 lines of code)
187 very simple units (1,308 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 main() in summarize_from_feedback/sample.py	225	23	1
def get_experiment_jobs() in summarize_from_feedback/utils/experiments.py	35	15	4
def bpe() in summarize_from_feedback/datasets/encodings.py	35	14	2
def main() in summarize_from_feedback/eval_rm.py	56	11	1
def load() in summarize_from_feedback/query_response_model.py	35	11	4
def encode_example() in summarize_from_feedback/datasets/jsonl_encoding.py	25	11	1
def override_from_pair() in summarize_from_feedback/utils/hyperparams.py	26	10	4
def save_exported_model() in summarize_from_feedback/query_response_model.py	27	9	5
def parameter_name_to_sharding_dim() in summarize_from_feedback/query_response_model.py	20	9	1
def get_article_and_highlights() in summarize_from_feedback/datasets/cnndm.py	30	9	3
def _construct_from_json() in summarize_from_feedback/utils/hyperparams.py	27	9	3
def _hparam_constructible_class() in summarize_from_feedback/utils/hyperparams.py	14	9	1
def override_from_json() in summarize_from_feedback/utils/hyperparams.py	16	8	3
def validate_data_is_mpi_safe() in summarize_from_feedback/utils/dist_utils.py	19	8	2
def _collate_fn() in summarize_from_feedback/task_data.py	13	7	3
def _load() in summarize_from_feedback/datasets/encodings.py	21	7	1
def clean_up_highlights() in summarize_from_feedback/datasets/cnndm.py	17	7	1
def to_json() in summarize_from_feedback/utils/hyperparams.py	8	7	1
def flat_to_nested() in summarize_from_feedback/utils/hyperparams.py	17	7	2
def _flat_type_map() in summarize_from_feedback/utils/hyperparams.py	15	7	2
def _ensure_length() in summarize_from_feedback/tasks.py	23	6	5
def __init__() in summarize_from_feedback/query_response_model.py	28	6	5
def fetch() in summarize_from_feedback/query_response_model.py	16	6	2
def _sync_params() in summarize_from_feedback/query_response_model.py	19	6	3
def parse_url() in summarize_from_feedback/utils/blobs.py	12	6	1
def make_jsonl_samples_iter() in summarize_from_feedback/task_data.py	17	5	2
def encode_response() in summarize_from_feedback/tasks.py	11	5	3
def decode_response() in summarize_from_feedback/tasks.py	8	5	2
def get_shard_fix_factor() in summarize_from_feedback/query_response_model.py	20	5	3
def _split_query_response_output_parts() in summarize_from_feedback/query_response_model.py	31	5	3
def nested_reduce() in summarize_from_feedback/query_response_model.py	8	5	2
def tldr_filtered_generator() in summarize_from_feedback/datasets/tldr.py	7	5	1
def tldr_filtered_queries_generator() in summarize_from_feedback/datasets/tldr.py	7	5	1
def get_url_info() in summarize_from_feedback/datasets/cnndm.py	8	5	1
def eval() in summarize_from_feedback/policy.py	15	5	5
def parallel_copy_recursive() in summarize_from_feedback/utils/blobs.py	13	5	4
def tensors_to_device() in summarize_from_feedback/utils/torch_utils.py	9	5	2
def _broadcast() in summarize_from_feedback/utils/dist_utils.py	11	5	5
def distribute() in summarize_from_feedback/utils/even_more_itertools.py	12	5	2
def nested_reduce() in summarize_from_feedback/utils/nested.py	14	5	2
def embed_tokens() in summarize_from_feedback/models/transformer.py	32	5	4
def maybe_convert_weights() in summarize_from_feedback/models/transformer.py	11	5	4
def map_input() in summarize_from_feedback/task_data.py	11	4	1
def fetch() in summarize_from_feedback/query_response_model.py	20	4	2
def __init__() in summarize_from_feedback/model_layout.py	24	4	3
def bytes_to_unicode() in summarize_from_feedback/datasets/encodings.py	15	4	0
def decode() in summarize_from_feedback/datasets/encodings.py	9	4	3
def get_dataset() in summarize_from_feedback/datasets/__init__.py	12	4	5
def decode_example() in summarize_from_feedback/datasets/jsonl_encoding.py	12	4	1
def fix_missing_period() in summarize_from_feedback/datasets/cnndm.py	8	4	1