aws / amazon-sagemaker-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 3,295 units with 48,263 lines of code in units (7.4% of code).

11 very complex units (3,050 lines of code)
14 complex units (1,410 lines of code)
91 medium complex units (5,174 lines of code)
264 simple units (8,042 lines of code)
2,915 very simple units (30,587 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 archived/falcon/train.py	289	92	0
def main() in archived/smp-train-t5-sharded-data-parallel/train.py	286	91	0
def main() in archived/smp-train-gpt-neox-sharded-data-parallel/train.py	280	89	0
def main() in archived/smp-gpt-sharded-data-parallel/train.py	276	86	0
def main() in archived/smp-train-gptj-sharded-data-parallel-tp/train.py	271	83	0
def main() in build_and_train_models/sm-training_compiler_language_modeling_multi_gpu_multi_node/scripts/run_mlm.py	277	74	0
def main() in build_and_train_models/sm-distributed_model_parallel_v2/shared-scripts/train_lib.py	302	72	1
def main() in build_and_train_models/sm-training_compiler_language_modeling_multi_gpu_multi_node/scripts/run_clm.py	268	70	0
def main() in archived/pytorch_multiple_gpu_single_node/scripts/run_clm.py	258	70	0
def main() in archived/language-modeling/scripts/run_mlm.py	278	69	0
def main() in archived/language-modeling/scripts/run_clm.py	265	65	0
def gen_fraud_data() in archived/fraud_detection_using_graph_neural_networks/data-generation/generate_data.py	61	40	3
def _transform() in archived/bert_attention_head_view/entry_point/data.py	120	33	2
def delete_project_resources() in archived/end_to_end_music_recommendation/code/demo_helpers.py	119	32	9
def __update_driver_parameters() in archived/rl_traveling_salesman_vehicle_routing_coach/src/VRP_abstract_env.py	34	32	2
def deploy_model() in archived/rl_gamerserver_ray/common/sagemaker_rl/orchestrator/workflow/manager/experiment_manager.py	96	32	4
def __update_driver_parameters() in archived/rl_traveling_salesman_vehicle_routing_coach/src/VRP_env.py	36	31	2
def prune() in archived/sagemaker-debugger/pytorch_iterative_model_pruning/model_resnet.py	98	31	4
def train() in archived/gluoncv_yolo_neo/train_yolo.py	182	30	6
def training_function() in build_and_train_models/sm-model_trainer/distributed-training/scripts/run_clm_no_trainer.py	130	28	1
performTermsSearch : function() in _static/kendrasearchtools.js	77	28	4
def train() in archived/distributed_tensorflow_mask_rcnn/container-optimized-script-mode/resources/train.py	131	27	0
def evaluate_model() in archived/rl_gamerserver_ray/common/sagemaker_rl/orchestrator/workflow/manager/experiment_manager.py	103	27	4
def training_function() in archived/smddp_deepspeed_example/code/train.py	95	27	1
def train() in archived/distributed_tensorflow_mask_rcnn/container-script-mode/resources/train.py	128	26	0
def train_next_model() in archived/rl_gamerserver_ray/common/sagemaker_rl/orchestrator/workflow/manager/experiment_manager.py	87	25	4
def training_function() in archived/fully_sharded_data_parallel-falcon/scripts/train.py	117	25	1
def validate_hyperparameters() in build_and_train_models/sm-introduction_to_blazingtext_word2vec_text8/validator.py	57	24	1
def train() in archived/distributed_tensorflow_mask_rcnn/aws-mask-rcnn.py	103	24	0
def train() in archived/distributed_tensorflow_mask_rcnn/tensorpack-mask-rcnn.py	100	23	0
def main() in build_and_train_models/sm-distributed_model_parallel_v2/shared-scripts/data/prep/_prepare_nemo_megatron_dataset.py	72	21	0
def decide_action() in archived/rl_traveling_salesman_vehicle_routing_coach/src/VRP_baseline_utils.py	42	21	3
def initialize_first_model() in archived/rl_gamerserver_ray/common/sagemaker_rl/orchestrator/workflow/manager/experiment_manager.py	83	21	3
def compute_iou_bb() in prepare_data/sm-ground_truth_object_detection_example/ground_truth_od.py	50	21	1
def sync_experiment_state_with_ddb() in archived/rl_gamerserver_ray/common/sagemaker_rl/orchestrator/workflow/manager/experiment_manager.py	67	20	1
def greengrass_infinite_infer_run() in build_and_train_models/sm-object_detection_birds/tools/birdsOnEdge.py	56	19	0
def _update_experiment_db_hosting_workflow_metadata() in archived/rl_gamerserver_ray/common/sagemaker_rl/orchestrator/workflow/manager/experiment_manager.py	79	19	2
def _evaluate_relevance_and_accuracy() in deploy_and_monitor/sm-model_monitor_byoc_llm_monitor/src/components/evaluator.py	53	18	2
def XML2JSON() in archived/visual_object_detection/src/xml2json.py	83	18	3
def train() in build_and_train_models/sm-hyperparameter_tuning_pytorch/mnist.py	66	17	1
def train() in deploy_and_monitor/sm-batch_transform_pytorch/model-script/mnist.py	67	17	1
def main() in archived/nas_for_llm_with_amt/training.py	158	17	0
def tsp_dp_approx_sol() in archived/rl_traveling_salesman_vehicle_routing_coach/src/TSP_baseline_utils.py	32	17	2
def save_checkpoint() in archived/fairseq_sagemaker_translate_en2fr/fairseq/train_driver.py	35	17	4
def train() in archived/sm-train_a_pytorch_model/mnist.py	67	17	1
def train() in archived/training_pipeline_pytorch_mnist/code/mnist.py	67	17	1
def get_param_groups_by_weight_decay() in build_and_train_models/sm-distributed_model_parallel_v2/shared-scripts/train_utils.py	26	16	1
def join() in archived/rl_gamerserver_ray/common/sagemaker_rl/orchestrator/workflow/manager/experiment_manager.py	72	16	5
def main() in archived/fairseq_sagemaker_translate_en2fr/fairseq/train_driver.py	58	16	1
def train() in archived/fairseq_sagemaker_translate_en2fr/fairseq/train_driver.py	59	16	4