aws / amazon-sagemaker-examples-community

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 2,708 lines of code in units (4.9% of code).

0 very complex units (0 lines of code)
3 complex units (373 lines of code)
9 medium complex units (495 lines of code)
13 simple units (437 lines of code)
101 very simple units (1,403 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 train() in miscellaneous/distributed_tensorflow_mask_rcnn/container-optimized-script-mode/resources/train.py	131	27	0
def train() in miscellaneous/distributed_tensorflow_mask_rcnn/container-script-mode/resources/train.py	128	26	0
def train() in miscellaneous/distributed_tensorflow_mask_rcnn/aws-mask-rcnn.py	114	26	0
def train() in miscellaneous/distributed_tensorflow_mask_rcnn/tensorpack-mask-rcnn.py	107	24	0
def preprocess() in autopilot/mlops/timeseries/aws-automl-ts-cdk/glue/preprocess.py	25	21	1
def save_checkpoint() in bring-your-own-container/fairseq_translation/fairseq/train_driver.py	35	17	4
def main() in bring-your-own-container/fairseq_translation/fairseq/train_driver.py	58	16	1
def train() in bring-your-own-container/fairseq_translation/fairseq/train_driver.py	59	16	4
def get_predictor() in miscellaneous/distributed_tensorflow_mask_rcnn/container-serving-optimized/resources/predict.py	62	15	1
def model_fn() in bring-your-own-container/fairseq_translation/fairseq/sagemaker_translate.py	61	15	1
def get_predictor() in miscellaneous/distributed_tensorflow_mask_rcnn/container-serving/resources/predict.py	55	12	1
def compute_metrics() in jamba1.5-retriever/scripts/train.py	33	11	2
def handler() in autopilot/mlops/timeseries/aws-automl-ts-cdk/lambda/check-config/index.py	34	10	2
def __call__() in jamba1.5-retriever/scripts/train.py	13	9	2
def main() in jamba1.5-retriever/scripts/train.py	97	9	0
def _train() in bring-your-own-container/pytorch_extending_our_containers/container/cifar10/cifar10.py	58	8	1
def validate() in bring-your-own-container/fairseq_translation/fairseq/train_driver.py	41	8	5
def download_and_extract() in autopilot/mlops/timeseries/aws-automl-ts-cdk/glue/preprocess.py	32	8	3
def load_dataset_splits() in bring-your-own-container/fairseq_translation/fairseq/train_driver.py	13	7	2
def preprocess_function() in jamba1.5-retriever/scripts/train.py	13	7	3
def wait_for_training_processes_to_appear_and_finish() in miscellaneous/distributed_tensorflow_mask_rcnn/container-script-mode/resources/train.py	26	6	2
def inference() in miscellaneous/distributed_tensorflow_mask_rcnn/container-serving-optimized/resources/predict.py	42	6	0
def wait_for_training_processes_to_appear_and_finish() in miscellaneous/distributed_tensorflow_mask_rcnn/container-optimized-script-mode/resources/train.py	26	6	2
def compute_loss() in jamba1.5-retriever/scripts/train.py	27	6	4
def prediction_step() in jamba1.5-retriever/scripts/train.py	15	6	5
def initialize() in torchserve/inf2/llama2/workspace/inf2_handler.py	60	5	2
def preprocess() in torchserve/inf2/llama2/workspace/inf2_handler.py	14	5	2
def predict_fn() in bring-your-own-container/fairseq_translation/fairseq/sagemaker_translate.py	22	5	2
def make_batches() in bring-your-own-container/fairseq_translation/fairseq/sagemaker_translate.py	18	5	4
def handler() in autopilot/mlops/timeseries/aws-automl-ts-cdk/lambda/check-transform-job/index.py	15	5	2
def binary_mask_to_rle() in miscellaneous/distributed_tensorflow_mask_rcnn/container-serving/resources/predict.py	8	4	2
def _wait_for_worker_nodes_to_start_sshd() in miscellaneous/distributed_tensorflow_mask_rcnn/container-script-mode/resources/train.py	9	4	3
def predict() in miscellaneous/distributed_tensorflow_mask_rcnn/container-serving-optimized/resources/predict.py	30	4	6
def binary_mask_to_rle() in miscellaneous/distributed_tensorflow_mask_rcnn/container-serving-optimized/resources/predict.py	8	4	2
def _wait_for_worker_nodes_to_start_sshd() in miscellaneous/distributed_tensorflow_mask_rcnn/container-optimized-script-mode/resources/train.py	9	4	3
def make_result() in bring-your-own-container/fairseq_translation/fairseq/sagemaker_translate.py	33	4	5
def load_checkpoint() in bring-your-own-container/fairseq_translation/fairseq/train_driver.py	23	4	3
def main() in bring-your-own-container/fairseq_translation/fairseq/distributed_train.py	32	4	1
def handler() in autopilot/mlops/timeseries/aws-automl-ts-cdk/lambda/check-autopilot-job/index.py	27	4	2
def initialize() in deploy-models/real-time-inference/multi_model_catboost/container/model_handler.py	20	4	2
def inference() in miscellaneous/distributed_tensorflow_mask_rcnn/container-serving/resources/predict.py	21	3	0
def sigterm_handler() in miscellaneous/distributed_tensorflow_mask_rcnn/container-serving/resources/serve.py	10	3	2
def start_server() in miscellaneous/distributed_tensorflow_mask_rcnn/container-serving/resources/serve.py	27	3	0
def build_host_arg() in miscellaneous/distributed_tensorflow_mask_rcnn/container-script-mode/resources/train.py	7	3	2
def copy_files() in miscellaneous/distributed_tensorflow_mask_rcnn/container-script-mode/resources/train.py	6	3	2
def copy_files() in miscellaneous/distributed_tensorflow_mask_rcnn/tensorpack-mask-rcnn.py	6	3	2
def copy_files() in miscellaneous/distributed_tensorflow_mask_rcnn/aws-mask-rcnn.py	6	3	2
def sigterm_handler() in miscellaneous/distributed_tensorflow_mask_rcnn/container-serving-optimized/resources/serve.py	10	3	2
def start_server() in miscellaneous/distributed_tensorflow_mask_rcnn/container-serving-optimized/resources/serve.py	27	3	0
def build_host_arg() in miscellaneous/distributed_tensorflow_mask_rcnn/container-optimized-script-mode/resources/train.py	7	3	2