azure / azureml-examples - Conditional Complexity

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 1,473 units with 21,920 lines of code in units (7.5% of code).

0 very complex units (0 lines of code)
7 complex units (773 lines of code)
41 medium complex units (1,989 lines of code)
124 simple units (4,466 lines of code)
1,301 very simple units (14,692 lines of code)

Legend:

51+

26-50

11-25

6-10

1-5

Alternative Visuals

3D view of all units

Conditional Complexity per Extension

51+

26-50

11-25

6-10

1-5

Conditional Complexity per Logical Component

primary logical decomposition

51+

26-50

11-25

6-10

1-5

Most Complex Units

Top 50 most complex units

Unit	# lines	McCabe index	# params
def main() in sdk/python/jobs/pipelines/2d_image_classification_with_densenet/imagecnn_train/main.py	192	33	2
def main() in cli/jobs/pipelines-with-components/image_classification_with_densenet/image_cnn_train/main.py	192	33	2
def getParameters() in cli/endpoints/online/triton/single-model/olive_model_analyzer/Plot_Performance_Results.py	70	31	1
def parse_model_input_from_input_data_transformers() in sdk/python/foundation-models/system/inference/text-generation/llama-files/score/default/score.py	52	30	1
def parse_model_input_from_input_data_transformers() in sdk/python/foundation-models/system/inference/text-to-image/scoring-files/score_online.py	52	30	1
def main() in sdk/python/foundation-models/system/finetune/video-multi-object-tracking/mot2coco.py	108	27	0
def main() in cli/foundation-models/system/finetune/video-multi-object-tracking/mot2coco.py	107	27	1
def main() in cli/readme.py	92	25	1
def extract_pdf_content() in sdk/python/generative-ai/rag/notebooks/custom_crack_and_chunk_parallel/crack_and_chunk_with_doc_intel/document_intelligence_loader.py	50	22	3
def extract_pdf_content() in sdk/python/generative-ai/rag/notebooks/custom_crack_and_chunk/crack_and_chunk_with_doc_intel/document_intelligence_loader.py	50	22	3
def get_parameter_type() in sdk/python/foundation-models/system/inference/text-generation/llama-files/score/default/score.py	38	22	2
def get_parameter_type() in sdk/python/foundation-models/system/inference/text-to-image/scoring-files/score_online.py	38	22	2
def write_readme() in cli/readme.py	102	22	6
def run_from_endpoint() in sdk/python/foundation-models/healthcare-ai/medimageinsight/classification_demo/MedImageInsight.py	65	21	4
def setup_config() in cli/jobs/pipelines/tensorflow-image-segmentation/src/tf_helper/training.py	68	19	2
def run_from_mlflow() in sdk/python/foundation-models/healthcare-ai/medimageinsight/classification_demo/MedImageInsight.py	47	18	4
def prepare_data_for_batch_inference() in cli/foundation-models/system/inference/image-text-embeddings/prepare_data.py	48	17	1
def main() in sdk/python/jobs/pipelines/2d_image_classification_with_densenet/imagecnn_train/multiproc.py	48	16	0
def input_filelist_decorator() in sdk/python/foundation-models/system/inference/text-to-image/scoring-files/score/score_batch.py	54	16	1
def main() in cli/jobs/pipelines-with-components/image_classification_with_densenet/image_cnn_train/multiproc.py	48	16	0
def input_filelist_decorator() in cli/foundation-models/system/inference/text-to-image/scoring-files/score/score_batch.py	54	16	1
def run() in sdk/python/foundation-models/system/inference/text-generation/llama-files/score/default/score.py	44	15	1
def run() in sdk/python/foundation-models/system/inference/text-to-image/scoring-files/score_online.py	44	15	1
def main() in cli/jobs/pipelines/cifar-10/src/train-model/main.py	57	15	1
def _validate_input_dictionary_contains_only_strings_and_lists_of_strings() in sdk/python/foundation-models/system/inference/text-generation/llama-files/score/default/score.py	33	14	1
def _validate_input_dictionary_contains_only_strings_and_lists_of_strings() in sdk/python/foundation-models/system/inference/text-to-image/scoring-files/score_online.py	33	14	1
def write_readme() in sdk/python/readme.py	57	13	2
def parse_model_input_from_input_data_traditional() in sdk/python/foundation-models/system/inference/text-generation/llama-files/score/default/score.py	22	13	1
def parse_model_input_from_input_data_traditional() in sdk/python/foundation-models/system/inference/text-to-image/scoring-files/score_online.py	22	13	1
def run() in cli/jobs/pipelines/tensorflow-image-segmentation/src/run.py	69	13	1
def main() in cli/jobs/single-step/pytorch/cifar-distributed/src/train.py	68	13	1
def write_readme() in tutorials/readme.py	57	13	2
def __init__() in sdk/python/generative-ai/rag/code_first/flows/chat-with-index/src/utils/oai.py	24	12	1
def main() in sdk/python/jobs/pipelines/2b_train_cifar_10_with_pytorch/train-model/main.py	55	12	1
def train_model() in sdk/python/jobs/single-step/pytorch/train-hyperparameter-tune-deploy-with-pytorch/src/pytorch_train.py	47	12	6
def main() in sdk/python/jobs/single-step/pytorch/distributed-training/src/train.py	57	12	1
def iterate() in sdk/python/foundation-models/system/inference/text-to-image/scoring-files/score_online.py	34	12	2
def generate_embeddings() in sdk/python/foundation-models/healthcare-ai/medimageinsight/classification_demo/MedImageInsight.py	40	12	2
def _setup_distribution_strategy() in cli/jobs/pipelines/tensorflow-image-segmentation/src/tf_helper/training.py	68	12	1
def create_jsonl_and_mltable_files() in cli/foundation-models/system/finetune/image-classification/multilabel-classification/prepare_data.py	45	12	2
def format_test_output() in sdk/python/jobs/automl-standalone-jobs/automl-forecasting-recipes-univariate/helper_functions.py	39	11	3
def create_tensor_spec_sample_io() in sdk/python/foundation-models/system/inference/text-generation/llama-files/score/default/score.py	17	11	1
def iterate() in sdk/python/foundation-models/system/inference/text-generation/llama-files/score/default/score.py	28	11	1
def create_tensor_spec_sample_io() in sdk/python/foundation-models/system/inference/text-to-image/scoring-files/score_online.py	17	11	1
def create_jsonl_and_mltable_files() in cli/jobs/pipelines/automl/image-multilabel-classification-fridge-items-pipeline/prepare_data.py	45	11	2
def create_jsonl_and_mltable_files() in cli/jobs/automl-standalone-jobs/cli-automl-image-classification-multilabel-task-fridge-items/prepare_data.py	45	11	2
def create_jsonl_and_mltable_files() in cli/foundation-models/system/finetune/image-classification/multiclass-classification/prepare_data.py	43	11	2
def setup_config() in tutorials/e2e-distributed-pytorch-image/src/pytorch_dl_train/train.py	77	11	2
def table_to_html() in sdk/python/generative-ai/rag/notebooks/custom_crack_and_chunk_parallel/crack_and_chunk_with_doc_intel/document_intelligence_loader.py	27	10	1
def table_to_html() in sdk/python/generative-ai/rag/notebooks/custom_crack_and_chunk/crack_and_chunk_with_doc_intel/document_intelligence_loader.py	27	10	1