aws-samples / sagemaker-distributed-training-digital-pathology-images
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 30 units with 393 lines of code in units (73.9% of code).
    • 0 very complex units (0 lines of code)
    • 0 complex units (0 lines of code)
    • 1 medium complex units (85 lines of code)
    • 3 simple units (71 lines of code)
    • 26 very simple units (237 lines of code)
0% | 0% | 21% | 18% | 60%
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% | 21% | 18% | 60%
Conditional Complexity per Logical Component
primary logical decomposition
51+
26-50
11-25
6-10
1-5
src0% | 0% | 29% | 24% | 46%
ROOT0% | 0% | 0% | 0% | 100%
Most Complex Units
Top 20 most complex units
Unit# linesMcCabe index# params
def main()
in src/train.py
 85 17 1
def _input()
in src/train.py
 26 8 5
def sort_jpegs()
in src/script.py
 21 6 4
24 6 5
def model_def()
in src/train.py
 24 5 3
12 4 2
14 4 5
def push()
in docker_utils.py
 14 4 3
def _ecr_login_if_needed()
in docker_utils.py
 8 4 1
def _execute()
in docker_utils.py
 11 4 2
def _check_output()
in docker_utils.py
 14 4 3
def create_tiles()
in src/script.py
 8 3 1
def _stream_output()
in docker_utils.py
 8 3 1
def valid_input_fn()
in src/train.py
 5 2 2
def train_input_fn()
in src/train.py
 5 2 2
def _bytes_feature()
in src/script.py
 4 2 1
def image_example()
in src/script.py
 13 2 3
def main()
in src/script.py
 20 2 1
7 2 3
def _create_ecr_repo()
in docker_utils.py
 6 2 2