huggingface / accelerate 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 950 units with 14,810 lines of code in units (70.3% of code).

6 very complex units (1,676 lines of code)
14 complex units (1,186 lines of code)
63 medium complex units (3,238 lines of code)
128 simple units (3,361 lines of code)
739 very simple units (5,349 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 get_cluster_input() in src/accelerate/commands/config/cluster.py	772	100	0
def _prepare_deepspeed() in src/accelerate/accelerator.py	241	86	2
def _validate_launch_command() in src/accelerate/commands/launch.py	170	86	1
def __post_init__() in src/accelerate/utils/dataclasses.py	160	78	1
def prepare_model() in src/accelerate/accelerator.py	193	65	4
def prepare_deepspeed_cmd_env() in src/accelerate/utils/launch.py	140	51	1
def get_max_memory() in src/accelerate/utils/modeling.py	95	46	4
def prepare() in src/accelerate/accelerator.py	97	46	3
def __init__() in src/accelerate/state.py	119	46	3
def prepare_multi_gpu_env() in src/accelerate/utils/launch.py	127	44	1
def __post_init__() in src/accelerate/utils/dataclasses.py	101	39	1
def _prepare_megatron_lm() in src/accelerate/accelerator.py	92	35	2
def prepare_simple_launcher_cmd_env() in src/accelerate/utils/launch.py	91	34	1
def __post_init__() in src/accelerate/utils/dataclasses.py	55	33	1
def load_state_dict() in src/accelerate/utils/modeling.py	71	30	2
def synchronize_rng_state() in src/accelerate/utils/random.py	69	30	2
def load_state() in src/accelerate/accelerator.py	94	29	4
def _prepare_fsdp2() in src/accelerate/accelerator.py	37	28	2
def fsdp2_prepare_model() in src/accelerate/utils/fsdp_utils.py	57	27	2
def save_state() in src/accelerate/accelerator.py	81	26	4
def _prepare_ipex() in src/accelerate/accelerator.py	40	25	2
def tpu_command_launcher() in src/accelerate/commands/tpu.py	51	24	1
def map_pytorch_optim_to_deepspeed() in src/accelerate/utils/deepspeed.py	41	23	1
def convert_model() in src/accelerate/utils/transformer_engine.py	52	23	4
def env_command() in src/accelerate/commands/env.py	65	23	1
def set_mixed_precision() in src/accelerate/utils/dataclasses.py	46	21	4
def construct() in manim_animations/dataloaders/stage_6.py	162	20	1
def construct() in manim_animations/dataloaders/stage_5.py	171	20	1
def clip_grad_norm_() in src/accelerate/accelerator.py	33	19	4
def init_hook() in src/accelerate/hooks.py	37	19	2
def _iter_with_no_split() in src/accelerate/data_loader.py	34	19	1
def __iter__() in src/accelerate/data_loader.py	56	19	1
def split_between_processes() in src/accelerate/state.py	46	19	3
def _convert_nargs_to_dict() in src/accelerate/utils/launch.py	33	18	1
def _prepare_msamp() in src/accelerate/accelerator.py	43	18	3
def _fetch_batches() in src/accelerate/data_loader.py	47	18	2
def __post_init__() in src/accelerate/utils/dataclasses.py	53	17	1
def clean_device_map() in src/accelerate/utils/modeling.py	13	17	5
def write_basic_config() in src/accelerate/commands/config/default.py	83	17	2
def launch_command() in src/accelerate/commands/launch.py	23	16	1
def __iter__() in src/accelerate/data_loader.py	27	16	1
def set_state_dict_type() in src/accelerate/utils/dataclasses.py	34	15	2
def load_fsdp_model() in src/accelerate/utils/fsdp_utils.py	59	15	6
def forward() in src/accelerate/utils/megatron_lm.py	45	15	2
def _prepare_te() in src/accelerate/accelerator.py	33	15	2
def skip_first_batches() in src/accelerate/data_loader.py	61	15	2
def construct() in manim_animations/dataloaders/stage_7.py	152	15	1
def main() in utils/stale.py	30	14	0
def set_mixed_precision() in src/accelerate/utils/dataclasses.py	26	14	2
def ensure_weights_retied() in src/accelerate/utils/fsdp_utils.py	26	14	3