alibaba / EasyCV - 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).

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Conditional Complexity Overall

There are 3,798 units with 62,787 lines of code in units (66.3% of code).

0 very complex units (0 lines of code)
16 complex units (1,822 lines of code)
149 medium complex units (8,899 lines of code)
472 simple units (15,353 lines of code)
3,161 very simple units (36,713 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 evaluateImg() in easycv/core/evaluation/custom_cocotools/cocoeval.py	77	48	5
def main() in tools/eval.py	120	46	0
def main() in tools/train.py	146	43	0
def convert() in easycv/core/bbox/structures/box_3d_mode.py	100	40	5
def __init__() in easycv/models/detection/detectors/dino/dino_head.py	210	37	37
def train_model() in easycv/apis/train.py	176	37	9
def accumulate() in easycv/core/evaluation/custom_cocotools/cocoeval.py	103	35	2
def _evaluate_impl() in easycv/core/evaluation/ocr_eval.py	122	34	3
def pq_compute_single_core() in easycv/core/evaluation/coco_evaluation.py	108	33	7
def convert_point() in easycv/core/bbox/structures/coord_3d_mode.py	72	31	4
def forward() in easycv/models/loss/set_criterion/set_criterion.py	85	29	5
def keypoints_from_heatmaps() in easycv/core/evaluation/top_down_eval.py	94	29	9
def main() in tools/quantize.py	101	29	0
def forward() in easycv/models/detection/detectors/dino/deformable_transformer.py	146	28	7
def forward() in easycv/models/loss/set_criterion/set_criterion.py	65	28	5
def array_converter() in easycv/core/utils/array_converter.py	97	27	2
def config_dict_edit() in easycv/utils/config_tools.py	50	25	4
def main() in tools/prune.py	126	25	0
def forward() in easycv/models/detection/detectors/dino/dino_head.py	105	24	7
def warp() in easycv/datasets/ocr/pipelines/rec_transform.py	35	24	4
def summarize_per_category() in easycv/core/evaluation/custom_cocotools/cocoeval.py	137	24	1
def step() in easycv/core/optimizer/ranger.py	71	24	2
def main() in tools/prepare_data/mot2coco.py	107	24	0
def __call__() in easycv/datasets/detection3d/pipelines/format.py	49	23	2
def __init__() in easycv/models/detection3d/detectors/mvx_two_stage.py	80	22	16
def __init__() in easycv/models/ocr/backbones/det_resnet_vd.py	87	22	4
def prepare_for_dn() in easycv/models/detection/detectors/dab_detr/dn_components.py	107	22	8
def box3d_multiclass_nms() in easycv/core/post_processing/box3d_nms.py	83	22	9
def predict() in easycv/predictors/feature_extractor.py	83	21	3
def download_tfrecord() in easycv/datasets/utils/tfrecord_util.py	61	21	5
def main() in benchmarks/tools/extract.py	89	21	0
def onnx_export() in easycv/models/detection/dense_heads/base_dense_head.py	110	20	6
def prepare_for_cdn() in easycv/models/detection/detectors/dino/cdn_components.py	102	20	5
def build_optimizer() in easycv/apis/train.py	69	20	2
def imshow_keypoints() in easycv/core/visualization/image.py	78	20	9
def forward() in easycv/models/detection/detectors/dino/deformable_transformer.py	78	19	9
def multi_head_attention_forward() in easycv/models/detection/detectors/dab_detr/attention.py	180	19	24
def computeIoU() in easycv/core/evaluation/custom_cocotools/cocoeval.py	25	19	3
def analyze() in easycv/core/evaluation/custom_cocotools/cocoeval.py	85	19	1
def _export_cls() in easycv/apis/export.py	66	18	3
def _export_yolox() in easycv/apis/export.py	141	18	3
def listdir() in easycv/file/file_io.py	39	18	6
def __init__() in easycv/datasets/classification/pipelines/transform.py	42	18	6
def calc_delta() in easycv/datasets/ocr/pipelines/rec_transform.py	63	18	1
def rotation_3d_in_axis() in easycv/core/bbox/structures/utils.py	61	18	5
def parse_requirements() in setup.py	53	18	2
def __init__() in easycv/models/pose/heads/topdown_heatmap_simple_head.py	82	17	7
def forward() in easycv/models/loss/set_criterion/set_criterion.py	56	17	3
def export() in easycv/apis/export.py	38	17	5
def build_dataloader() in easycv/datasets/loader/build_loader.py	106	17	16