huggingface / transformers.js 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 1,013 units with 13,178 lines of code in units (68.5% of code).

1 very complex units (176 lines of code)
4 complex units (556 lines of code)
31 medium complex units (1,996 lines of code)
101 simple units (3,632 lines of code)
876 very simple units (6,818 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
function getNormalizedConfig() in src/configs.js	176	68	1
def main() in scripts/convert.py	180	47	0
def remove_unnecessary_cast_node() in scripts/float16.py	109	45	1
async function getSession() in src/models.js	131	44	3
get_rope_index() in src/models.js	136	26	4
def quantize() in scripts/quantize.py	77	24	3
get_resize_output_image_size() in src/base/image_processors_utils.js	75	24	2
async _call() in src/pipelines.js	110	23	8
async preprocess() in src/base/image_processors_utils.js	86	22	7
async generate() in src/models.js	112	19	6
bpe() in src/tokenizers.js	101	18	1
export function getKeyValueShapes() in src/configs.js	66	17	4
static async from_pretrained() in src/models.js	161	17	13
export function is_chinese_char() in src/tokenizers.js	12	16	1
async resize() in src/utils/image.js	52	16	4
static fromConfig() in src/tokenizers.js	31	15	1
_encode_text() in src/tokenizers.js	37	15	1
async _call() in src/pipelines.js	66	15	2
_extract_token_timestamps() in src/models.js	75	14	4
def generate_tokenizer_json() in scripts/extra/vits.py	82	13	1
constructor() in src/models.js	57	13	3
function _build_translation_inputs() in src/tokenizers.js	29	13	4
findLongestCommonSequence() in src/tokenizers.js	57	13	2
export async function load_video() in src/utils/video.js	59	13	3
async _call() in src/models/seamless_m4t/feature_extraction_seamless_m4t.js	85	13	6
async _call_whisper() in src/pipelines.js	71	13	2
def check_if_fp16_ready() in scripts/float16.py	22	12	1
static fromConfig() in src/tokenizers.js	27	12	1
static fromConfig() in src/tokenizers.js	27	12	1
async center_crop() in src/utils/image.js	80	12	2
slice() in src/utils/tensor.js	48	12	1
export function post_process_object_detection() in src/base/image_processors_utils.js	57	12	4
def check_and_save_model() in scripts/utils.py	36	11	3
export function mel_filter_bank() in src/utils/audio.js	45	11	8
async _call() in src/models/idefics3/image_processing_idefics3.js	92	11	4
async _call() in src/pipelines.js	61	11	3
async function encoderForward() in src/models.js	24	10	2
function decoder_prepare_inputs_for_generation() in src/models.js	29	10	4
async _prepare_encoder_decoder_kwargs_for_generation() in src/models.js	39	10	4
_retrieve_init_tokens() in src/models.js	34	10	1
static fromTensor() in src/utils/image.js	23	10	2
export function quantize_embeddings() in src/utils/tensor.js	28	10	2
export function window_function() in src/utils/audio.js	35	10	6
_realTransform4() in src/utils/maths.js	97	10	3
viterbi() in src/utils/data-structures.js	42	10	0
async _call() in src/models/phi3_v/image_processing_phi3_v.js	79	10	3
static async from_pretrained() in src/models/auto/processing_auto.js	32	10	2
async _call() in src/pipelines.js	55	10	5
async function loadItems() in src/pipelines.js	42	10	3
_call() in src/generation/logits_process.js	32	9	2