aws-samples / monitor-ml-models-efficiently-across-fleets-of-devices-aim325
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 126 units with 1,554 lines of code in units (67.4% 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)
    • 10 simple units (256 lines of code)
    • 116 very simple units (1,298 lines of code)
0% | 0% | 0% | 16% | 83%
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% | 0% | 16% | 83%
Conditional Complexity per Logical Component
primary logical decomposition
51+
26-50
11-25
6-10
1-5
lab/app0% | 0% | 0% | 21% | 78%
lab/app_ggv20% | 0% | 0% | 12% | 87%
lab0% | 0% | 0% | 12% | 87%
setup0% | 0% | 0% | 0% | 100%
Most Complex Units
Top 20 most complex units
Unit# linesMcCabe index# params
def __detect_anomalies__()
in lab/app/windfarm.py
 29 10 1
def __on_message__()
in lab/app/ota.py
 21 9 4
def __init__()
in lab/app_ggv2/windfarm.py
 23 9 2
def __detect_anomalies__()
in lab/app_ggv2/windfarm.py
 27 9 1
def train()
in lab/wind_turbine.py
 39 8 1
def __init__()
in lab/app/windfarm.py
 21 7 4
def __process_job__()
in lab/app/ota.py
 42 7 3
def __init__()
in lab/app/ota.py
 40 6 7
def is_noise_enabled()
in lab/app/turbine.py
 7 6 2
def is_noise_enabled()
in lab/app_ggv2/turbine.py
 7 6 2
def setup_agent()
in setup/run.py
 53 5 4
def train_epoch()
in lab/wind_turbine.py
 17 5 6
def predict()
in lab/app/edgeagentclient.py
 25 5 4
def __init__()
in lab/app/simulator.py
 17 5 2
def __prep_turbine_sample__()
in lab/app/simulator.py
 8 5 3
def start()
in lab/app/simulator.py
 7 5 1
def setup_roles_and_policies()
in lab/setup_utils.py
 157 5 1
def __prep_turbine_sample__()
in lab/app_ggv2/windfarm.py
 8 5 3
def predict()
in lab/app_ggv2/edgeagentclient.py
 25 5 4
def notify_model_update()
in lab/app/windfarm.py
 17 4 4