aws / sagemaker-xgboost-container - 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 323 units with 3,084 lines of code in units (73.7% of code).

0 very complex units (0 lines of code)
1 complex units (310 lines of code)
11 medium complex units (529 lines of code)
32 simple units (663 lines of code)
279 very simple units (1,582 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 initialize() in src/sagemaker_xgboost_container/algorithm_mode/hyperparameter_validation.py	310	30	1
def train_job() in src/sagemaker_xgboost_container/algorithm_mode/train.py	137	24	7
def accept_slaves() in src/sagemaker_xgboost_container/dmlc_patch/tracker.py	67	20	2
def start() in src/sagemaker_xgboost_container/distributed.py	39	17	1
def validate() in src/sagemaker_algorithm_toolkit/hyperparameter_validation.py	41	16	2
def assign_rank() in src/sagemaker_xgboost_container/dmlc_patch/tracker.py	58	16	6
def start() in src/sagemaker_xgboost_container/checkpointing.py	38	14	1
def validate_data_file_path() in src/sagemaker_xgboost_container/data_utils.py	26	13	2
def predict() in src/sagemaker_xgboost_container/algorithm_mode/serve_utils.py	36	13	5
def get_selected_predictions() in src/sagemaker_xgboost_container/algorithm_mode/serve_utils.py	34	13	4
def after_iteration() in src/sagemaker_xgboost_container/checkpointing.py	18	11	4
def transform() in src/sagemaker_xgboost_container/mms_patch/mms_transformer.py	35	11	3
def get_content_type() in src/sagemaker_xgboost_container/data_utils.py	21	10	1
def _get_csv_dmatrix_pipe_mode() in src/sagemaker_xgboost_container/data_utils.py	28	10	2
def get_recordio_protobuf_dmatrix() in src/sagemaker_xgboost_container/data_utils.py	26	10	2
def get_dmatrix() in src/sagemaker_xgboost_container/data_utils.py	22	10	4
def validate() in src/sagemaker_algorithm_toolkit/channel_validation.py	20	9	2
def _user_module_transformer() in src/sagemaker_xgboost_container/serving.py	17	9	1
def _set_mms_configs() in src/sagemaker_xgboost_container/serving_mms.py	41	9	2
def _make_symlinks_from_a_folder_with_warning() in src/sagemaker_xgboost_container/data_utils.py	14	9	2
def check_data_redundancy() in src/sagemaker_xgboost_container/data_utils.py	21	9	2
def invocations() in src/sagemaker_xgboost_container/algorithm_mode/serve.py	35	9	0
def default_output_fn() in src/sagemaker_xgboost_container/algorithm_mode/handler_service.py	21	9	3
def _sort_dependencies() in src/sagemaker_algorithm_toolkit/hyperparameter_validation.py	14	8	2
def __contains__() in src/sagemaker_algorithm_toolkit/hyperparameter_validation.py	7	8	2
def load_checkpoint() in src/sagemaker_xgboost_container/checkpointing.py	19	8	2
def get_size() in src/sagemaker_xgboost_container/data_utils.py	19	8	2
def after_iteration() in src/sagemaker_xgboost_container/checkpointing.py	17	7	4
def get_link_map() in src/sagemaker_xgboost_container/dmlc_patch/tracker.py	21	7	2
def get_host_ip() in src/sagemaker_xgboost_container/dmlc_patch/tracker.py	17	7	1
def _is_data_file() in src/sagemaker_xgboost_container/data_utils.py	9	7	2
def _get_parquet_dmatrix_pipe_mode() in src/sagemaker_xgboost_container/data_utils.py	23	7	1
def _get_file_mode_files_path() in src/sagemaker_xgboost_container/data_utils.py	17	7	2
def parse_content_data() in src/sagemaker_xgboost_container/algorithm_mode/serve_utils.py	34	7	2
def get_loaded_booster() in src/sagemaker_xgboost_container/algorithm_mode/serve_utils.py	25	7	2
def __init__() in src/sagemaker_xgboost_container/dmlc_patch/tracker.py	26	6	6
def submit() in src/sagemaker_xgboost_container/dmlc_patch/tracker.py	20	6	5
def _get_num_valid_libsvm_features() in src/sagemaker_xgboost_container/data_utils.py	19	6	1
def _get_csv_dmatrix_file_mode() in src/sagemaker_xgboost_container/data_utils.py	19	6	2
def _make_symlinks_from_a_folder() in src/sagemaker_xgboost_container/data_utils.py	13	6	3
def record() in src/sagemaker_xgboost_container/prediction_utils.py	25	6	3
def _get_sparse_matrix_from_libsvm() in src/sagemaker_xgboost_container/algorithm_mode/serve_utils.py	20	6	1
def encode_selected_predictions() in src/sagemaker_xgboost_container/algorithm_mode/serve_utils.py	13	6	3
def initialize() in src/sagemaker_xgboost_container/algorithm_mode/channel_validation.py	20	6	0
def __init__() in src/sagemaker_algorithm_toolkit/hyperparameter_validation.py	10	5	6
def __str__() in src/sagemaker_algorithm_toolkit/hyperparameter_validation.py	15	5	1
def recordio_protobuf_to_dmatrix() in src/sagemaker_xgboost_container/encoder.py	13	5	1
def json_to_jsonlines() in src/sagemaker_xgboost_container/encoder.py	9	5	1
def decode() in src/sagemaker_xgboost_container/encoder.py	7	5	2
def _retrieve_mms_server_process() in src/sagemaker_xgboost_container/mms_patch/model_server.py	10	5	0