aws-samples / amazon-sagemaker-local-mode
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 140 units with 1,655 lines of code in units (61.5% 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)
    • 14 simple units (392 lines of code)
    • 126 very simple units (1,263 lines of code)
0% | 0% | 0% | 23% | 76%
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% | 23% | 76%
Conditional Complexity per Logical Component
primary logical decomposition
51+
26-50
11-25
6-10
1-5
pytorch_script_mode_local_training_and_serving0% | 0% | 0% | 37% | 62%
blog0% | 0% | 0% | 51% | 48%
hdbscan_bring_your_own_container_local_training0% | 0% | 0% | 56% | 43%
tensorflow_bring_your_own_california_housing_local_training_and_batch_transform0% | 0% | 0% | 35% | 64%
tensorflow_script_mode_california_housing_local_training_and_batch_transform0% | 0% | 0% | 38% | 61%
scikit_learn_local_processing0% | 0% | 0% | 100% | 0%
scikit_learn_bring_your_own_container_local_processing0% | 0% | 0% | 100% | 0%
scikit_learn_nltk_local_processing0% | 0% | 0% | 100% | 0%
tensorflow_script_mode_california_housing_local_training_and_serving0% | 0% | 0% | 33% | 66%
tensorflow_bring_your_own_california_housing_local_training_and_serving0% | 0% | 0% | 46% | 53%
tensorflow_script_mode_local_training_and_serving0% | 0% | 0% | 18% | 81%
tensorflow_script_mode_debug_local_training0% | 0% | 0% | 26% | 73%
tensorflow_script_mode_local_gpu_training_resnet500% | 0% | 0% | 0% | 100%
xgboost_script_mode_local_training_and_serving0% | 0% | 0% | 0% | 100%
pytorch_script_mode_local_model_inference0% | 0% | 0% | 0% | 100%
tensorflow_script_mode_local_model_inference0% | 0% | 0% | 0% | 100%
scikit_learn_bring_your_own_container_and_own_model_local_serving0% | 0% | 0% | 0% | 100%
catboost_scikit_learn_script_mode_local_training_and_serving0% | 0% | 0% | 0% | 100%
scikit_learn_script_mode_local_training_and_serving0% | 0% | 0% | 0% | 100%
pytorch_nlp_script_mode_local_model_inference0% | 0% | 0% | 0% | 100%
huggingface_hebert_sentiment_analysis_local_serving0% | 0% | 0% | 0% | 100%
scikit_learn_script_mode_local_serving_no_model_artifact0% | 0% | 0% | 0% | 100%
scikit_learn_bring_your_own_model_local_serving0% | 0% | 0% | 0% | 100%
prophet_bring_your_own_container_local_training_and_serving0% | 0% | 0% | 0% | 100%
delta_sharing_bring_your_own_container_local_processing0% | 0% | 0% | 0% | 100%
delta_lake_bring_your_own_container_local_training_and_serving0% | 0% | 0% | 0% | 100%
catboost_bring_your_own_container_local_training_and_serving0% | 0% | 0% | 0% | 100%
lightgbm_bring_your_own_container_local_training_and_serving0% | 0% | 0% | 0% | 100%
delta_sharing_scikit_learn_local_training_and_serving0% | 0% | 0% | 0% | 100%
Most Complex Units
Top 20 most complex units
Unit# linesMcCabe index# params
def _train()
in blog/pytorch_cnn_cifar10/source/cifar10.py
 53 8 1
def _train()
in pytorch_script_mode_local_training_and_serving/code/cifar10_pytorch.py
 53 8 1
def train()
in hdbscan_bring_your_own_container_local_training/container/hdbscan/train.py
 38 8 0
def upload_data_to_s3()
in tensorflow_script_mode_local_training_and_serving/tensorflow_script_mode_local_training_and_serving.py
 10 7 2
def upload_data_to_s3()
in tensorflow_script_mode_debug_local_training/tensorflow_script_mode_debug_local_training.py
 10 7 2
def main()
in scikit_learn_nltk_local_processing/processing_script.py
 28 7 0
def main()
in scikit_learn_local_processing/processing_script.py
 29 7 0
def main()
in scikit_learn_bring_your_own_container_local_processing/processing_script.py
 29 7 0
def download_training_and_eval_data()
in tensorflow_bring_your_own_california_housing_local_training_and_batch_transform/tensorflow_bring_your_own_california_housing_local_training_and_batch_transform.py
 32 6 0
def download_training_and_eval_data()
in tensorflow_script_mode_local_training_and_serving/tensorflow_script_mode_local_training_and_serving.py
 12 6 0
def download_training_and_eval_data()
in tensorflow_script_mode_debug_local_training/tensorflow_script_mode_debug_local_training.py
 12 6 0
def download_training_and_eval_data()
in tensorflow_bring_your_own_california_housing_local_training_and_serving/tensorflow_bring_your_own_california_housing_local_training_and_serving.py
 27 6 0
def download_training_and_eval_data()
in tensorflow_script_mode_california_housing_local_training_and_batch_transform/tensorflow_script_mode_california_housing_local_training_and_batch_transform.py
 32 6 0
def download_training_and_eval_data()
in tensorflow_script_mode_california_housing_local_training_and_serving/tensorflow_script_mode_california_housing_local_training_and_serving.py
 27 6 0
def download_training_and_eval_data()
in tensorflow_script_mode_local_gpu_training_resnet50/tensorflow_script_mode_local_training_resnet50.py
 18 5 0
def download_training_and_eval_data()
in catboost_scikit_learn_script_mode_local_training_and_serving/catboost_scikit_learn_script_mode_local_training_and_serving.py
 23 4 0
def download_training_and_eval_data()
in scikit_learn_script_mode_local_training_and_serving/scikit_learn_script_mode_local_training_and_serving.py
 10 4 0
def do_inference_on_local_endpoint()
in scikit_learn_script_mode_local_training_and_serving/scikit_learn_script_mode_local_training_and_serving.py
 11 4 1
def _process_input()
in tensorflow_script_mode_local_model_inference/code/inference.py
 16 3 2
def do_inference_on_local_endpoint()
in tensorflow_script_mode_local_training_and_serving/tensorflow_script_mode_local_training_and_serving.py
 13 3 2