azure / AI-benchmarking-guide - 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 109 units with 1,259 lines of code in units (83.8% of code).

0 very complex units (0 lines of code)
0 complex units (0 lines of code)
0 medium complex units (0 lines of code)
6 simple units (162 lines of code)
103 very simple units (1,097 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 run_benchmark() in Benchmarks/AMD/LLMBenchmark.py	44	10	1
def build() in Benchmarks/AMD/RCCLBandwidth.py	26	8	1
def prepare_datasets() in Benchmarks/NVIDIA/LLMBenchmark.py	42	6	1
def parse_json() in Benchmarks/NVIDIA/GEMMCublasLt.py	12	6	3
def parse_json() in Benchmarks/AMD/GEMMHipblasLt.py	12	6	3
def run() in Benchmarks/AMD/RCCLBandwidth.py	26	6	1
def run() in Benchmarks/NVIDIA/NCCLBandwidth.py	24	5	1
def build() in Benchmarks/NVIDIA/HBMBandwidth.py	38	4	1
def install_requirements() in Benchmarks/NVIDIA/LLMBenchmark.py	14	4	1
def run_benchmark() in Benchmarks/NVIDIA/LLMBenchmark.py	19	4	1
def run_model_sizes() in Benchmarks/NVIDIA/GEMMCublasLt.py	48	4	1
def run_model_sizes() in Benchmarks/AMD/GEMMHipblasLt.py	23	4	1
def get_system_specs() in NVIDIA_runner.py	18	3	0
def run_HBMBandwidth() in NVIDIA_runner.py	7	3	0
def run_LLMBenchmark() in NVIDIA_runner.py	9	3	0
def build() in Benchmarks/NVIDIA/CPUStream.py	30	3	1
def run() in Benchmarks/NVIDIA/CPUStream.py	20	3	1
def run() in Benchmarks/NVIDIA/HBMBandwidth.py	20	3	1
def download_models() in Benchmarks/NVIDIA/LLMBenchmark.py	4	3	1
def build() in Benchmarks/NVIDIA/NVBandwidth.py	15	3	1
def build() in Benchmarks/NVIDIA/NCCLBandwidth.py	26	3	1
def build() in Benchmarks/AMD/GEMMHipblasLt.py	17	3	1
def run() in Benchmarks/AMD/HBMBandwidth.py	17	3	1
def save_data() in Benchmarks/AMD/LLMBenchmark.py	7	3	3
def get_config() in Benchmarks/NVIDIA/CPUStream.py	8	2	2
def save_results() in Benchmarks/NVIDIA/CPUStream.py	33	2	1
def get_config() in Benchmarks/NVIDIA/HBMBandwidth.py	8	2	2
def save_results() in Benchmarks/NVIDIA/HBMBandwidth.py	33	2	1
def get_config() in Benchmarks/NVIDIA/LLMBenchmark.py	8	2	2
def build() in Benchmarks/NVIDIA/Multichase.py	16	2	1
def __init__() in Benchmarks/NVIDIA/GEMMCublasLt.py	12	2	6
def get_config() in Benchmarks/NVIDIA/GEMMCublasLt.py	8	2	2
def build() in Benchmarks/NVIDIA/GEMMCublasLt.py	38	2	1
def get_config() in Benchmarks/NVIDIA/NVBandwidth.py	8	2	2
def run() in Benchmarks/NVIDIA/NVBandwidth.py	16	2	1
def run() in Benchmarks/NVIDIA/FlashAttention.py	18	2	1
def get_config() in Benchmarks/NVIDIA/NCCLBandwidth.py	8	2	2
def save() in Benchmarks/NVIDIA/NCCLBandwidth.py	7	2	1
def run() in Benchmarks/NVIDIA/FIO.py	32	2	1
def get_config() in Benchmarks/AMD/GEMMHipblasLt.py	8	2	2
def get_config() in Benchmarks/AMD/RCCLBandwidth.py	8	2	2
def save() in Benchmarks/AMD/RCCLBandwidth.py	7	2	1
def get_config() in Benchmarks/AMD/HBMBandwidth.py	8	2	2
def build() in Benchmarks/AMD/HBMBandwidth.py	9	2	1
def save_results() in Benchmarks/AMD/HBMBandwidth.py	33	2	1
def get_config() in Benchmarks/AMD/TransferBench.py	8	2	2
def build() in Benchmarks/AMD/TransferBench.py	12	2	1
def run() in Benchmarks/AMD/TransferBench.py	12	2	1
def get_config() in Benchmarks/AMD/LLMBenchmark.py	8	2	2
def run() in Benchmarks/AMD/FlashAttention.py	19	2	1