aws / sagemaker-python-sdk - 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 4,238 units with 41,004 lines of code in units (48.3% of code).

0 very complex units (0 lines of code)
6 complex units (565 lines of code)
92 medium complex units (4,885 lines of code)
297 simple units (6,779 lines of code)
3,843 very simple units (28,775 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 from_json() in src/sagemaker/jumpstart/types.py	129	29	3
def _tgi_model_builder_deploy_wrapper() in src/sagemaker/serve/builder/tgi_builder.py	93	27	3
def _distribution_configuration() in src/sagemaker/estimator.py	78	27	2
def _setup_for_training_recipe() in src/sagemaker/pytorch/estimator.py	136	27	5
def _get_train_args() in src/sagemaker/estimator.py	80	26	4
def validate_mp_config() in src/sagemaker/fw_utils.py	49	26	1
def _tei_model_builder_deploy_wrapper() in src/sagemaker/serve/builder/tei_builder.py	79	25	3
def _prepare_init_params_from_job_description() in src/sagemaker/estimator.py	87	24	3
def _capture_telemetry() in src/sagemaker/serve/utils/telemetry_logger.py	84	23	1
def _djl_model_builder_deploy_wrapper() in src/sagemaker/serve/builder/djl_builder.py	84	23	3
def _remote() in src/sagemaker/remote_function/client.py	100	22	1
def _prepare_for_training() in src/sagemaker/estimator.py	48	21	2
def _telemetry_emitter() in src/sagemaker/telemetry/telemetry_logging.py	88	21	2
def s3_path_join() in src/sagemaker/s3_utils.py	31	21	2
def _js_builder_deploy_wrapper() in src/sagemaker/serve/builder/jumpstart_builder.py	89	20	3
def _stage_submit_deps() in src/sagemaker/spark/processing.py	84	20	3
def _validate_source_code() in src/sagemaker/modules/train/model_trainer.py	50	19	2
def model_post_init() in src/sagemaker/modules/train/model_trainer.py	69	19	2
def _load_config() in src/sagemaker/automl/automlv2.py	50	19	4
def from_json() in src/sagemaker/jumpstart/types.py	165	19	3
def _log_sagemaker_config_single_substitution() in src/sagemaker/config/config_utils.py	51	19	3
def _processor() in src/sagemaker/image_uris.py	39	19	3
def pull_logs() in src/sagemaker/serve/utils/logging_agent.py	50	18	4
def _transformers_model_builder_deploy_wrapper() in src/sagemaker/serve/builder/transformers_builder.py	72	18	3
def _walk_and_apply_json() in src/sagemaker/jumpstart/hub/parser_utils.py	25	18	2
def from_json() in src/sagemaker/jumpstart/hub/interfaces.py	183	18	3
def validate() in src/sagemaker/huggingface/training_compiler/config.py	63	18	2
def _validate_inputs() in src/sagemaker/workflow/notebook_job_step.py	40	18	1
def _tune_for_hf_tgi() in src/sagemaker/serve/builder/tgi_builder.py	174	17	2
def _construct_query_string() in src/sagemaker/feature_store/dataset_builder.py	67	17	2
def _validate_submit_args() in src/sagemaker/remote_function/client.py	49	17	3
def _load_config() in src/sagemaker/automl/automl.py	65	16	5
def _tune_for_js() in src/sagemaker/serve/builder/jumpstart_builder.py	142	16	3
def _prepare_profiler_for_training() in src/sagemaker/estimator.py	26	16	1
def start() in src/sagemaker/local/entities.py	55	16	5
def evaluate_model() in src/sagemaker/jumpstart/notebook_utils.py	66	16	1
def _deployment_config_lru_cache() in src/sagemaker/jumpstart/utils.py	35	16	4
def result() in src/sagemaker/remote_function/client.py	63	16	2
def training_base_config() in src/sagemaker/workflow/airflow.py	56	16	4
def retrieve_artifacts() in src/sagemaker/local/image.py	45	15	4
def _generate_compose_file() in src/sagemaker/local/image.py	49	15	4
def download_data() in src/sagemaker/session.py	43	15	5
def submit() in src/sagemaker/session.py	69	15	1
def _live_logging_deploy_done() in src/sagemaker/session.py	38	15	5
def _get_tuner_args() in src/sagemaker/tuner.py	68	15	3
def from_describe_response() in src/sagemaker/remote_function/client.py	62	15	2
def _append_repack_model_step() in src/sagemaker/workflow/model_step.py	62	15	1
def to_boto() in src/sagemaker/apiutils/_boto_functions.py	16	15	3
def _populate_intelligent_defaults_from_training_job_space() in src/sagemaker/modules/train/model_trainer.py	50	14	1
def _build_for_model_server() in src/sagemaker/serve/builder/model_builder.py	27	14	1