huggingface / text-embeddings-inference 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 281 units with 3,784 lines of code in units (18.8% of code).

0 very complex units (0 lines of code)
1 complex units (64 lines of code)
3 medium complex units (358 lines of code)
8 simple units (506 lines of code)
269 very simple units (2,856 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 get_model() in backends/python/server/text_embeddings_server/models/__init__.py	64	31	3
fn embed() in backends/ort/src/lib.rs	147	18	2
fn forward() in backends/candle/src/models/modernbert.rs	159	16	2
fn get_backend_model_type() in router/src/lib.rs	52	11	3
def gaudi_launcher() in integration_tests/gaudi/conftest.py	78	10	1
def get_device() in backends/python/server/text_embeddings_server/utils/device.py	15	10	0
fn tokenizer_worker() in core/src/tokenization.rs	75	8	6
fn queue_blocking_task() in core/src/queue.rs	94	8	5
def forward() in backends/python/server/text_embeddings_server/models/flash_bert.py	46	7	3
fn predict() in backends/ort/src/lib.rs	63	7	2
fn tokenize_input() in core/src/tokenization.rs	66	6	8
fn deserialize() in router/src/http/types.rs	69	6	1
def _start_span() in backends/python/server/text_embeddings_server/utils/tracing.py	23	5	4
def _inner_health() in integration_tests/gaudi/conftest.py	13	4	1
def _is_ipex_available() in backends/python/server/text_embeddings_server/utils/device.py	24	4	0
def embed() in backends/python/server/text_embeddings_server/models/masked_model.py	14	4	2
def embed() in backends/python/server/text_embeddings_server/models/flash_mistral.py	38	4	3
def embed() in backends/python/server/text_embeddings_server/models/flash_qwen3.py	39	4	3
def predict() in backends/python/server/text_embeddings_server/models/classification_model.py	9	4	2
def embed() in backends/python/server/text_embeddings_server/models/default_model.py	15	4	2
def _get_alibi_head_slopes() in backends/python/server/text_embeddings_server/models/jinaBert_model.py	19	4	1
def embed() in backends/python/server/text_embeddings_server/models/flash_bert.py	39	4	3
fn try_from() in router/src/lib.rs	12	4	1
fn main() in router/build.rs	32	4	0
def stream_container_logs() in integration_tests/gaudi/conftest.py	11	3	2
fn embed() in backends/python/src/lib.rs	25	3	2
fn predict() in backends/python/src/lib.rs	25	3	2
def forward() in backends/python/server/text_embeddings_server/models/flash_mistral.py	21	3	3
def batch_type() in backends/python/server/text_embeddings_server/models/flash_mistral.py	2	3	1
def forward() in backends/python/server/text_embeddings_server/models/flash_qwen3.py	21	3	3
def batch_type() in backends/python/server/text_embeddings_server/models/flash_qwen3.py	2	3	1
def __init__() in backends/python/server/text_embeddings_server/models/jinaBert_model.py	35	3	6
def __init__() in backends/python/server/text_embeddings_server/models/jinaBert_model.py	20	3	6
def forward() in backends/python/server/text_embeddings_server/models/flash_bert.py	36	3	5
def __init__() in backends/python/server/text_embeddings_server/models/flash_bert.py	32	3	6
def batch_type() in backends/python/server/text_embeddings_server/models/flash_bert.py	2	3	1
fn forward() in backends/candle/src/models/jina_code.rs	89	3	3
fn forward() in backends/candle/src/models/modernbert.rs	21	3	6
fn forward() in backends/candle/src/models/bert.rs	73	3	3
fn forward() in backends/candle/src/models/jina.rs	73	3	3
fn forward() in backends/candle/src/models/distilbert.rs	71	3	3
fn set_compute_cap() in backends/candle/build.rs	24	3	0
fn new() in backends/src/lib.rs	34	3	3
fn set() in backends/grpc-metadata/src/lib.rs	7	3	3
fn prepare_pre_prompt() in core/src/tokenization.rs	20	3	3
fn parse_traceparent() in router/src/logging.rs	19	3	1
def data_volume() in integration_tests/gaudi/conftest.py	7	2	0
fn health() in backends/python/src/lib.rs	10	2	1
def __init__() in backends/python/server/text_embeddings_server/server.py	3	2	2
def use_ipex() in backends/python/server/text_embeddings_server/utils/device.py	3	2	0