aws-samples / amazon-sagemaker-workshop-analytics-machine-learning
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 51 units with 733 lines of code in units (32.8% 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)
    • 0 simple units (0 lines of code)
    • 51 very simple units (733 lines of code)
0% | 0% | 0% | 0% | 100%
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% | 0% | 100%
Conditional Complexity per Logical Component
primary logical decomposition
51+
26-50
11-25
6-10
1-5
1. Amazon SageMaker Processing0% | 0% | 0% | 0% | 100%
5. MLOps SageMaker Project/sagemaker-workshop-preprocess-seedcode-v1/pipelines/preprocess0% | 0% | 0% | 0% | 100%
5. MLOps SageMaker Project/sagemaker-workshop-preprocess-seedcode-v1/pipelines0% | 0% | 0% | 0% | 100%
5. MLOps SageMaker Project/sagemaker-workshop-build-seedcode-v1/pipelines0% | 0% | 0% | 0% | 100%
5. MLOps SageMaker Project/sagemaker-workshop-deploy-seedcode-v1/pipelines0% | 0% | 0% | 0% | 100%
5. MLOps SageMaker Project/sagemaker-workshop-deploy-seedcode-v1/pipelines/deploy0% | 0% | 0% | 0% | 100%
5. MLOps SageMaker Project/sagemaker-workshop-build-seedcode-v1/pipelines/train0% | 0% | 0% | 0% | 100%
Most Complex Units
Top 20 most complex units
Unit# linesMcCabe index# params
def main()
in 5. MLOps SageMaker Project/sagemaker-workshop-preprocess-seedcode-v1/pipelines/get_pipeline_definition.py
 39 4 0
def enrich_data()
in 5. MLOps SageMaker Project/sagemaker-workshop-preprocess-seedcode-v1/pipelines/preprocess/preprocess.py
 29 4 2
def main()
in 5. MLOps SageMaker Project/sagemaker-workshop-preprocess-seedcode-v1/pipelines/preprocess/preprocess.py
 20 4 2
def main()
in 5. MLOps SageMaker Project/sagemaker-workshop-preprocess-seedcode-v1/pipelines/run_pipeline.py
 64 4 0
def main()
in 5. MLOps SageMaker Project/sagemaker-workshop-build-seedcode-v1/pipelines/get_pipeline_definition.py
 39 4 0
def main()
in 5. MLOps SageMaker Project/sagemaker-workshop-build-seedcode-v1/pipelines/run_pipeline.py
 64 4 0
def main()
in 5. MLOps SageMaker Project/sagemaker-workshop-deploy-seedcode-v1/pipelines/get_pipeline_definition.py
 39 4 0
def main()
in 5. MLOps SageMaker Project/sagemaker-workshop-deploy-seedcode-v1/pipelines/run_pipeline.py
 64 4 0
def enrich_data()
in 1. Amazon SageMaker Processing/preprocess.py
 29 4 2
def main()
in 1. Amazon SageMaker Processing/preprocess.py
 22 4 2
def load_zones()
in 5. MLOps SageMaker Project/sagemaker-workshop-preprocess-seedcode-v1/pipelines/preprocess/preprocess.py
 7 3 1
def load_data()
in 5. MLOps SageMaker Project/sagemaker-workshop-preprocess-seedcode-v1/pipelines/preprocess/preprocess.py
 13 3 1
def get_pipeline_custom_tags()
in 5. MLOps SageMaker Project/sagemaker-workshop-build-seedcode-v1/pipelines/train/pipeline.py
 11 3 3
def get_data_check_baseline_uri()
in 5. MLOps SageMaker Project/sagemaker-workshop-deploy-seedcode-v1/pipelines/deploy/model_registry.py
 11 3 2
def load_zones()
in 1. Amazon SageMaker Processing/preprocess.py
 7 3 1
def load_data()
in 1. Amazon SageMaker Processing/preprocess.py
 13 3 1
def convert_struct()
in 5. MLOps SageMaker Project/sagemaker-workshop-preprocess-seedcode-v1/pipelines/_utils.py
 2 2 1
def convert_struct()
in 5. MLOps SageMaker Project/sagemaker-workshop-build-seedcode-v1/pipelines/_utils.py
 2 2 1
def convert_struct()
in 5. MLOps SageMaker Project/sagemaker-workshop-deploy-seedcode-v1/pipelines/_utils.py
 2 2 1
def save_files()
in 1. Amazon SageMaker Processing/preprocess.py
 13 2 8