openai / CLIP - 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 42 units with 524 lines of code in units (85.9% of code).

0 very complex units (0 lines of code)
1 complex units (62 lines of code)
1 medium complex units (33 lines of code)
6 simple units (136 lines of code)
34 very simple units (293 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 42 most complex units

Unit	# lines	McCabe index	# params
def load() in clip/clip.py	62	29	3
def build_model() in clip/model.py	33	12	1
def bpe() in clip/simple_tokenizer.py	37	10	2
def convert_weights() in clip/model.py	17	10	1
def _download() in clip/clip.py	23	8	2
def initialize_parameters() in clip/model.py	24	8	1
def tokenize() in clip/clip.py	19	7	4
def __init__() in clip/simple_tokenizer.py	16	6	2
def __init__() in clip/model.py	20	5	4
def bytes_to_unicode() in clip/simple_tokenizer.py	11	4	0
def encode() in clip/simple_tokenizer.py	7	4	2
def decode() in clip/simple_tokenizer.py	4	3	2
def get_pairs() in clip/simple_tokenizer.py	7	2	1
def forward() in clip/model.py	11	2	2
def __init__() in clip/model.py	8	2	5
def _make_layer() in clip/model.py	6	2	4
def attention() in clip/model.py	3	2	2
def __init__() in clip/model.py	5	2	5
def forward() in clip/model.py	14	2	2
def __init__() in clip/model.py	46	2	15
def _create_hub_entrypoint() in hubconf.py	5	1	1
def tokenize() in hubconf.py	2	1	0
def _convert_image_to_rgb() in clip/clip.py	2	1	1
def _transform() in clip/clip.py	8	1	1
def available_models() in clip/clip.py	2	1	0
def default_bpe() in clip/simple_tokenizer.py	2	1	0
def basic_clean() in clip/simple_tokenizer.py	4	1	1
def whitespace_clean() in clip/simple_tokenizer.py	4	1	1
def forward() in clip/model.py	24	1	2
def __init__() in clip/model.py	21	1	6
def forward() in clip/model.py	15	1	2
def forward() in clip/model.py	4	1	2
def forward() in clip/model.py	2	1	2
def __init__() in clip/model.py	11	1	4
def forward() in clip/model.py	4	1	2
def forward() in clip/model.py	2	1	2
def __init__() in clip/model.py	12	1	7
def build_attention_mask() in clip/model.py	5	1	1
def dtype() in clip/model.py	2	1	1
def encode_image() in clip/model.py	2	1	2
def encode_text() in clip/model.py	9	1	2
def forward() in clip/model.py	9	1	3