aws-samples / amazon-sagemaker-protein-classification
Conditional Complexity

The distribution of complexity of units (measured with McCabe index).

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 14 units with 200 lines of code in units (70.2% of code).
    • 0 very complex units (0 lines of code)
    • 0 complex units (0 lines of code)
    • 1 medium complex units (71 lines of code)
    • 0 simple units (0 lines of code)
    • 13 very simple units (129 lines of code)
0% | 0% | 35% | 0% | 64%
Legend:
51+
26-50
11-25
6-10
1-5
Alternative Visuals
Conditional Complexity per Extension
51+
26-50
11-25
6-10
1-5
py0% | 0% | 35% | 0% | 64%
Conditional Complexity per Logical Component
primary logical decomposition
51+
26-50
11-25
6-10
1-5
code0% | 0% | 35% | 0% | 64%
Most Complex Units
Top 14 most complex units
Unit# linesMcCabe index# params
def train()
in code/train.py
 71 13 1
def freeze()
in code/train.py
 5 3 2
def test()
in code/train.py
 19 2 3
def model_fn()
in code/inference.py
 8 2 1
def input_fn()
in code/inference.py
 17 2 2
def predict_fn()
in code/inference.py
 12 2 2
15 1 2
11 1 2
def save_model()
in code/train.py
 4 1 2
def __init__()
in code/model_def.py
 6 1 2
def forward()
in code/model_def.py
 6 1 3
def __init__()
in code/data_prep.py
 5 1 5
def __len__()
in code/data_prep.py
 2 1 1
def __getitem__()
in code/data_prep.py
 19 1 2