huggingface / ai-hardware-leaderboard 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 25 units with 267 lines of code in units (41.7% of code).

0 very complex units (0 lines of code)
0 complex units (0 lines of code)
2 medium complex units (71 lines of code)
4 simple units (64 lines of code)
19 very simple units (132 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 25 most complex units

Unit	# lines	McCabe index	# params
def display_hardware_menu() in src/hardware/hardware_cli.py	38	12	1
def wait_for_server() in src/backend/run_backend.py	33	11	4
def get_recommended_hardware() in src/hardware/hardware_detector.py	21	10	1
def download_no_weights_model() in src/model/weights.py	20	8	1
def get_hardware_info() in src/hardware/hardware_info.py	15	8	1
def detect_amd_gpu() in src/hardware/hardware_detector.py	8	7	1
def detect_intel_gpu() in src/hardware/hardware_detector.py	8	5	1
def upload_data_to_hub() in src/dataset/leaderboard_dataset.py	37	4	1
def detect_intel_cpu() in src/hardware/hardware_detector.py	11	4	1
def detect_amd_cpu() in src/hardware/hardware_detector.py	11	4	1
def clean_docker_command() in src/backend/run_backend.py	10	4	1
def stop() in src/backend/run_backend.py	11	4	1
def _log_stream() in src/backend/run_backend.py	4	3	1
def get_models() in src/model/get_models.py	5	2	0
def detect_apple_silicon() in src/hardware/hardware_detector.py	5	2	1
def get_backend_types() in src/backend/backend_types.py	2	2	0
def _run_cmd() in src/hardware/hardware_detector.py	5	1	2
def detect_nvidia_gpu() in src/hardware/hardware_detector.py	2	1	1
def detect_habana() in src/hardware/hardware_detector.py	2	1	1
def detect_tpu() in src/hardware/hardware_detector.py	2	1	1
def detect_inferentia() in src/hardware/hardware_detector.py	2	1	1
def start_benchmark() in src/main.py	2	1	0
def single_model_benchmark() in src/main.py	5	1	0
def __init__() in src/backend/run_backend.py	2	1	1
def run() in src/backend/run_backend.py	6	1	0