aws / sagemaker-hyperpod-recipes - 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 111 units with 1,177 lines of code in units (10.3% of code).

0 very complex units (0 lines of code)
0 complex units (0 lines of code)
10 medium complex units (498 lines of code)
4 simple units (80 lines of code)
97 very simple units (599 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 _make_train_script_text() in launcher/nemo/stages.py	86	25	3
def generate_default_k8s_value_template() in launcher/nemo/stages.py	54	24	4
def main() in template/sm_jobs.py	80	22	0
def _make_launch_docker_container_text() in launcher/nemo/stages.py	89	17	1
def preprocess_config() in main.py	53	17	1
def _check_types() in launcher/config_validator/type_validator.py	17	16	3
def run() in launcher/nemo/stages.py	51	14	1
def validate() in launcher/config_validator/value_validator.py	11	13	1
def _validate_volume_arguments() in launcher/config_validator/value_validator.py	26	12	1
def main() in main.py	31	11	1
def _make_container_mounts_string() in launcher/nemo/stages.py	23	10	1
def _validate_pv_arguments() in launcher/config_validator/value_validator.py	16	9	1
def get_training_stage() in main.py	21	9	1
def __init__() in launcher/nemo/slurm_launcher.py	20	7	5
def launch() in launcher/nemo/slurm_launcher.py	14	5	2
def update_stage_specific_k8s_values() in launcher/nemo/stages.py	18	5	2
def get_script_args_str() in launcher/nemo/stages.py	7	5	2
def _is_list_of_dicts() in launcher/config_validator/type_validator.py	5	5	1
def _is_list_of_strings() in launcher/config_validator/type_validator.py	5	5	1
def _is_list_of_paths() in launcher/config_validator/type_validator.py	5	5	1
def _make_submission_file_text() in launcher/nemo/slurm_launcher.py	21	4	2
def _make_submission_file_text() in launcher/nemo/launchers.py	8	4	2
def _use_local_repo() in launcher/nemo/stages.py	7	4	1
def make_sm_jobs_command() in launcher/nemo/stages.py	12	4	1
def _make_cluster_parameters() in launcher/nemo/stages.py	12	4	2
def _validate_k8_custom_script_workflow_mandatory_argument() in launcher/config_validator/value_validator.py	20	4	1
def __init__() in launcher/nemo/recipe_stages.py	7	3	2
def _make_train_script_file() in launcher/nemo/slurm_launcher.py	15	3	1
def get_instance_type() in launcher/nemo/stages.py	10	3	1
def get_num_efa_devices() in launcher/nemo/stages.py	6	3	1
def get_container_type() in launcher/nemo/stages.py	6	3	1
def __init__() in launcher/nemo/stages.py	6	3	2
def make_stage_command_groups() in launcher/nemo/stages.py	14	3	2
def get_cluster_type() in launcher/nemo/stages.py	10	3	1
def _cuda_visible_devices() in launcher/nemo/stages.py	9	3	1
def get_argument() in launcher/config_validator/value_validator.py	10	3	2
def _validate_pull_policy_argument() in launcher/config_validator/value_validator.py	7	3	1
def _validate_restart_policy_argument() in launcher/config_validator/value_validator.py	7	3	1
def _validate_clean_pod_policy_argument() in launcher/config_validator/value_validator.py	7	3	1
def _validate_cluster_type_argument() in launcher/config_validator/value_validator.py	6	3	1
def _validate_namespace_argument() in launcher/config_validator/value_validator.py	10	3	1
def _validate_git_url() in launcher/config_validator/value_validator.py	5	3	1
def _is_valid_path() in launcher/config_validator/type_validator.py	8	3	1
def _is_positive_integer() in launcher/config_validator/type_validator.py	8	3	1
def _entry_script_path() in launcher/nemo/recipe_stages.py	6	2	1
def get_stage_config_choice() in launcher/nemo/recipe_stages.py	2	2	1
def _entry_script_path() in launcher/nemo/recipe_stages.py	4	2	1
def get_env_vars() in launcher/nemo/recipe_stages.py	7	2	1
def _make_submission_file_text() in launcher/nemo/launchers.py	6	2	2
def set_multinode_envs() in launcher/nemo/stages.py	9	2	2