openai / jukebox - 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 866 units with 9,545 lines of code in units (55.1% of code).

0 very complex units (0 lines of code)
2 complex units (159 lines of code)
41 medium complex units (1,809 lines of code)
88 simple units (1,993 lines of code)
735 very simple units (5,584 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 train() in jukebox/train.py	68	33	10
def _initialize() in apex/apex/amp/_initialize.py	91	31	5
def step() in apex/apex/optimizers/fused_adam.py	64	24	6
def forward() in apex/apex/RNN/RNNBackend.py	52	24	4
def __setattr__() in apex/apex/amp/frontend.py	46	23	3
def create_hooks() in apex/apex/parallel/distributed.py	53	23	1
def post_backward_with_master_weights() in apex/apex/amp/_process_optimizer.py	57	22	2
def primed_sample() in jukebox/prior/autoregressive.py	92	21	13
def __init__() in apex/apex/fp16_utils/fp16_optimizer.py	68	18	6
def forward() in apex/apex/parallel/distributed.py	28	17	3
def lazy_init_with_master_weights() in apex/apex/amp/_process_optimizer.py	44	16	1
def cached_cast() in apex/apex/amp/utils.py	16	16	3
def rnn_cast() in apex/apex/amp/wrap.py	45	15	4
def scale_loss() in apex/apex/amp/handle.py	64	14	6
def init() in apex/apex/amp/amp.py	75	14	5
def initialize() in apex/apex/amp/frontend.py	58	14	14
def update_master_grads() in apex/apex/fp16_utils/fp16_optimizer.py	29	14	1
def load_audio() in jukebox/utils/io.py	36	14	8
def __init__() in jukebox/prior/prior.py	86	14	17
def post_backward_no_master_weights() in apex/apex/amp/_process_optimizer.py	31	13	2
def check_params_fp32() in apex/apex/amp/_initialize.py	36	13	1
def forward() in apex/apex/parallel/sync_batchnorm.py	56	13	2
def __init__() in apex/apex/parallel/distributed.py	53	13	10
def make_prior() in jukebox/make_models.py	67	13	3
def evaluate() in jukebox/train.py	36	13	6
def forward() in jukebox/prior/autoregressive.py	48	13	11
def sample() in jukebox/prior/prior.py	35	13	11
def remove_reparameterization() in apex/apex/reparameterization/__init__.py	20	12	4
def forward() in apex/apex/parallel/optimized_sync_batchnorm.py	13	12	2
def forward() in apex/apex/parallel/optimized_sync_batchnorm_kernel.py	50	12	11
def _save_item_html() in jukebox/save_html.py	54	12	4
def grad_norm() in jukebox/utils/fp16.py	15	12	3
def run() in jukebox/train.py	39	12	3
def get_alignment() in jukebox/align.py	57	12	6
def sample() in jukebox/prior/autoregressive.py	45	12	11
def populate_namespace_from_OP_to_IO() in tensorboardX/tensorboardX/pytorch_graph.py	18	12	1
def _set_tf_attr() in tensorboardX/tensorboardX/caffe2_graph.py	38	12	2
def applier() in apex/apex/amp/_initialize.py	15	11	2
def sync_bucket_structure() in apex/apex/parallel/distributed.py	25	11	1
def step() in apex/apex/optimizers/fp16_optimizer.py	22	11	2
def __init__() in jukebox/transformer/transformer.py	48	11	23
def _operator_to_node_simp() in tensorboardX/tensorboardX/caffe2_graph.py	50	11	3
def run() in tensorboardX/tensorboardX/event_file_writer.py	25	11	1
def update_scale() in apex/apex/amp/scaler.py	17	10	1
def _has_inf_or_nan() in apex/apex/fp16_utils/loss_scaler.py	11	10	1
def step() in apex/apex/parallel/LARC.py	21	10	1
def __init__() in apex/apex/optimizers/fp16_optimizer.py	35	10	6
def __init__() in jukebox/utils/ema.py	10	10	3
def _sample() in jukebox/sample.py	25	10	6
def _process_optimizer() in apex/apex/amp/_process_optimizer.py	117	9	2