huggingface / transformers-research-projects 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 1,369 units with 24,680 lines of code in units (63.3% of code).

15 very complex units (3,810 lines of code)
22 complex units (4,309 lines of code)
55 medium complex units (3,043 lines of code)
129 simple units (3,290 lines of code)
1,148 very simple units (10,228 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 luke/run_luke_ner_no_trainer.py	367	103	0
def train() in movement-pruning/masked_run_glue.py	256	96	5
def train() in movement-pruning/masked_run_squad.py	265	94	5
def main() in quantization-qdqbert/run_quant_qa.py	311	92	0
def main() in xtreme-s/run_xtreme_s.py	382	86	0
def main() in jax-projects/model_parallel/run_clm_mp.py	308	73	0
def main() in layoutlmv3/run_funsd_cord.py	255	73	0
def main() in tapex/run_wikitablequestions_with_tapex.py	274	72	0
def finetune() in self-training-text-classification/finetuning.py	189	68	5
def main() in robust-speech-event/run_speech_recognition_ctc_bnb.py	283	62	0
def train() in distillation/run_squad_w_distillation.py	169	60	5
def main() in mlm_wwm/run_mlm_wwm.py	168	58	0
def train() in deebert/run_glue_deebert.py	142	57	5
def main() in deebert/run_glue_deebert.py	290	53	0
def train() in bert-loses-patience/run_glue_with_pabee.py	151	51	4
def main() in tapex/run_wikisql_with_tapex.py	291	50	0
def main() in movement-pruning/masked_run_squad.py	418	49	0
def main() in robust-speech-event/run_speech_recognition_ctc_streaming.py	253	47	0
def main() in bert-loses-patience/run_glue_with_pabee.py	296	47	0
def main() in distillation/run_squad_w_distillation.py	328	47	0
def train() in mm-imdb/run_mmimdb.py	140	46	5
def selftrain() in self-training-text-classification/selftraining.py	176	42	5
def train() in self-training-text-classification/finetuning.py	162	42	8
def main() in movement-pruning/masked_run_glue.py	350	40	0
def main() in mm-imdb/run_mmimdb.py	220	38	0
def main() in tapex/run_tabfact_with_tapex.py	193	36	0
def main() in jax-projects/wav2vec2/run_wav2vec2_pretrain_flax.py	227	35	0
def align_single_sample() in wav2vec2/alignment.py	87	32	2
def evaluate() in movement-pruning/masked_run_squad.py	112	31	4
def main() in wav2vec2/run_common_voice.py	187	31	0
def main() in jax-projects/hybrid_clip/run_hybrid_clip.py	200	30	0
def from_pretrained() in visual_bert/modeling_frcnn.py	137	30	4
def from_pretrained() in lxmert/modeling_frcnn.py	137	30	4
def main() in rag-end2end-retriever/finetune_rag.py	90	28	2
def load_and_cache_examples() in movement-pruning/masked_run_squad.py	60	27	4
def main() in bertology/run_bertology.py	159	27	0
def _fast_translate_batch() in bertabs/modeling_bertabs.py	86	26	4
def training_step() in rag-end2end-retriever/finetune_rag.py	97	25	3
def load_and_cache_examples() in deebert/run_glue_deebert.py	49	25	4
def evaluate() in movement-pruning/masked_run_glue.py	71	24	4
def main() in rag/finetune_rag.py	79	24	2
def evaluate() in deebert/run_glue_deebert.py	78	24	6
def load_and_cache_examples() in movement-pruning/masked_run_glue.py	46	23	4
def __init__() in rag/finetune_rag.py	78	23	3
def __init__() in rag-end2end-retriever/finetune_rag.py	90	23	3
def load_and_cache_examples() in bert-loses-patience/run_glue_with_pabee.py	46	23	4
def main() in adversarial/run_hans.py	103	22	0
def _is_chinese_char() in mlm_wwm/run_chinese_ref.py	13	20	1
def evaluate() in bert-loses-patience/run_glue_with_pabee.py	72	20	5
def main() in wav2vec2/run_asr.py	110	19	0