alibaba / OmniRL - 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 74 units with 1,067 lines of code in units (33.8% of code).

0 very complex units (0 lines of code)
1 complex units (103 lines of code)
5 medium complex units (264 lines of code)
11 simple units (255 lines of code)
57 very simple units (445 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 compute_loss() in src/open-r1-multimodal/src/open_r1/trainer/grpo_trainer.py	103	38	5
def main() in src/open-r1-multimodal/src/open_r1/sft.py	108	22	3
def __init__() in src/open-r1-multimodal/src/open_r1/grpo_rec.py	49	18	3
def accuracy_reward() in src/open-r1-multimodal/src/open_r1/grpo.py	30	15	3
def __init__() in src/open-r1-multimodal/src/open_r1/sft.py	39	14	3
def iou_reward() in src/open-r1-multimodal/src/open_r1/grpo_rec.py	38	11	3
def has_valid_image_size() in src/open-r1-multimodal/local_scripts/prepare_hf_data.py	8	10	1
def __getitem__() in src/open-r1-multimodal/src/open_r1/grpo_rec.py	56	10	2
def get_param_count_from_repo_id() in src/open-r1-multimodal/src/open_r1/utils/hub.py	22	9	1
def len_reward() in src/open-r1-multimodal/src/open_r1/grpo_rec.py	15	9	5
def get_image_data_url() in src/open-r1-multimodal/local_scripts/create_vision_cot_data.py	16	8	1
def check_hub_revision_exists() in src/open-r1-multimodal/src/open_r1/utils/hub.py	13	8	1
def main() in src/open-r1-multimodal/src/open_r1/grpo.py	48	8	3
def extract_problem_solution() in src/open-r1-multimodal/local_scripts/prepare_hf_data.py	14	6	1
def gpt4o_query() in src/open-r1-multimodal/local_scripts/create_vision_cot_data.py	43	6	4
def run_benchmark_jobs() in src/open-r1-multimodal/src/open_r1/utils/evaluation.py	10	6	3
def log() in src/open-r1-multimodal/src/open_r1/trainer/vllm_grpo_trainer.py	10	6	4
def process_raw_data() in src/open-r1-multimodal/local_scripts/prepare_hf_data.py	24	5	1
def on_save() in src/open-r1-multimodal/src/open_r1/utils/callbacks.py	18	5	5
def format_reward() in src/open-r1-multimodal/src/open_r1/grpo_rec.py	5	5	2
def accuracy_reward() in src/open-r1-multimodal/src/open_r1/grpo_rec.py	14	5	3
def main() in src/open-r1-multimodal/src/open_r1/grpo_rec.py	35	5	3
def format_reward() in src/open-r1-multimodal/src/open_r1/grpo.py	5	5	2
def get_gpu_count_for_vllm() in src/open-r1-multimodal/src/open_r1/utils/hub.py	7	4	3
def _get_per_token_logps() in src/open-r1-multimodal/src/open_r1/trainer/grpo_trainer.py	10	4	6
def is_slurm_available() in src/open-r1-multimodal/src/open_r1/utils/callbacks.py	6	3	0
def get_callbacks() in src/open-r1-multimodal/src/open_r1/utils/callbacks.py	7	3	2
def __iter__() in src/open-r1-multimodal/src/open_r1/grpo_rec.py	10	3	1
def collate_fn() in src/open-r1-multimodal/src/open_r1/sft.py	21	3	1
def __iter__() in src/open-r1-multimodal/src/open_r1/trainer/vllm_grpo_trainer.py	7	3	1
def log() in src/open-r1-multimodal/src/open_r1/trainer/grpo_trainer.py	8	3	4
def load_image_from_path() in src/open-r1-multimodal/local_scripts/prepare_hf_data.py	7	2	1
def has_answer_pattern() in src/open-r1-multimodal/local_scripts/prepare_hf_data.py	4	2	1
def process_single_item() in src/open-r1-multimodal/local_scripts/create_vision_cot_data.py	13	2	1
def push_to_hub_revision() in src/open-r1-multimodal/src/open_r1/utils/hub.py	23	2	2
def __init__() in src/open-r1-multimodal/src/open_r1/utils/callbacks.py	3	2	2
def custom_forward() in src/open-r1-multimodal/src/open_r1/grpo_rec.py	32	2	6
def edit_similarity_score() in src/open-r1-multimodal/src/open_r1/grpo_rec.py	4	2	2
def _set_signature_columns_if_needed() in src/open-r1-multimodal/src/open_r1/trainer/vllm_grpo_trainer.py	3	2	1
def get_train_dataloader() in src/open-r1-multimodal/src/open_r1/trainer/grpo_trainer.py	10	2	1
def _set_signature_columns_if_needed() in src/open-r1-multimodal/src/open_r1/trainer/grpo_trainer.py	3	2	1
def deps_list() in src/open-r1-multimodal/setup.py	2	2	1
def has_empty_tags() in src/open-r1-multimodal/local_scripts/prepare_hf_data.py	3	1	1
def main() in src/open-r1-multimodal/local_scripts/create_vision_cot_data.py	12	1	0
def prompt_fn() in src/open-r1-multimodal/src/open_r1/evaluate.py	7	1	2
def register_lighteval_task() in src/open-r1-multimodal/src/open_r1/utils/evaluation.py	2	1	0
def get_lighteval_tasks() in src/open-r1-multimodal/src/open_r1/utils/evaluation.py	2	1	0
def run_lighteval_job() in src/open-r1-multimodal/src/open_r1/utils/evaluation.py	2	1	0
def __init__() in src/open-r1-multimodal/src/open_r1/utils/callbacks.py	2	1	2
def get_indices() in src/open-r1-multimodal/src/open_r1/grpo_rec.py	2	1	1