huggingface / open-r1 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 87 units with 1,369 lines of code in units (37.6% of code).

0 very complex units (0 lines of code)
0 complex units (0 lines of code)
6 medium complex units (382 lines of code)
15 simple units (411 lines of code)
66 very simple units (576 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 scripts/pass_rate_filtering/compute_pass_rate.py	108	22	3
def main() in src/open_r1/grpo.py	87	19	3
def main() in src/open_r1/sft.py	71	16	3
def fix_python3_imports() in src/open_r1/utils/competitive_programming/code_patcher.py	39	14	1
def __post_init__() in src/open_r1/configs.py	37	13	1
def get_repetition_penalty_reward() in src/open_r1/rewards.py	40	12	3
def create_app() in scripts/morph_router.py	57	10	1
def ioi_code_reward() in src/open_r1/rewards.py	32	9	4
def get_param_count_from_repo_id() in src/open_r1/utils/hub.py	22	9	1
def get_dataset() in src/open_r1/utils/data.py	41	9	1
def len_reward() in src/open_r1/rewards.py	46	8	4
def check_hub_revision_exists() in src/open_r1/utils/hub.py	14	8	1
def tag_count_reward() in src/open_r1/rewards.py	14	7	2
def get_code_format_reward() in src/open_r1/rewards.py	14	7	1
def _extract_single_status() in src/open_r1/utils/competitive_programming/ioi_scoring.py	16	7	2
def accuracy_reward() in src/open_r1/rewards.py	37	6	4
def cosine_scaled_reward() in src/open_r1/rewards.py	44	6	3
def run_benchmark_jobs() in src/open_r1/utils/evaluation.py	10	6	3
def __init__() in src/open_r1/utils/code_providers.py	25	6	3
def execute_scripts() in src/open_r1/utils/code_providers.py	27	6	3
def cleanup() in scripts/decontaminate.py	12	6	1
def format_reward() in src/open_r1/rewards.py	5	5	2
def reasoning_steps_reward() in src/open_r1/rewards.py	6	5	2
def get_slurm_piston_endpoints() in src/open_r1/utils/competitive_programming/piston_client.py	15	5	0
def add_includes() in src/open_r1/utils/competitive_programming/ioi_utils.py	10	5	2
def patch_code() in src/open_r1/utils/competitive_programming/code_patcher.py	8	5	2
def execute_scripts() in src/open_r1/utils/code_providers.py	23	5	3
def main() in scripts/upload_details.py	11	5	0
def create_app() in scripts/e2b_router.py	35	5	1
def get_soft_overlong_punishment() in src/open_r1/rewards.py	13	4	2
def get_gpu_count_for_vllm() in src/open_r1/utils/hub.py	7	4	3
def init_wandb_training() in src/open_r1/utils/wandb_logging.py	7	4	1
def get_piston_client_from_env() in src/open_r1/utils/competitive_programming/piston_client.py	17	4	1
def get_model() in src/open_r1/utils/model_utils.py	19	4	2
def find_contaminated() in scripts/decontaminate.py	4	4	1
def get_tensor_parallel_size() in scripts/get_tensor_parallel_size.py	12	4	3
def extract_code() in src/open_r1/rewards.py	7	3	2
def get_morph_client_from_env() in src/open_r1/utils/competitive_programming/morph_client.py	11	3	1
def batched() in src/open_r1/utils/competitive_programming/utils.py	7	3	2
def score() in src/open_r1/utils/competitive_programming/ioi_scoring.py	6	3	1
def weighted_score() in src/open_r1/utils/competitive_programming/ioi_scoring.py	8	3	1
def fix_cpp_includes() in src/open_r1/utils/competitive_programming/code_patcher.py	5	3	1
def is_slurm_available() in src/open_r1/utils/callbacks.py	6	3	0
def get_callbacks() in src/open_r1/utils/callbacks.py	7	3	2
def get_provider() in src/open_r1/utils/code_providers.py	16	3	2
def build_ngram_lookup() in scripts/decontaminate.py	8	3	2
def main() in scripts/run_benchmarks.py	19	3	0
def _init_event_loop() in src/open_r1/rewards.py	7	2	0
def get_reward_funcs() in src/open_r1/rewards.py	60	2	1
def push_to_hub_revision() in src/open_r1/utils/hub.py	23	2	2