twitter / the-algorithm-mlConditional 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 284 units with 2,232 lines of code in units (42.4% of code).

0 very complex units (0 lines of code)
0 complex units (0 lines of code)
4 medium complex units (197 lines of code)
13 simple units (330 lines of code)
267 very simple units (1,705 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 progress() in core/train_pipeline.py	59	20	2
def _create_base_tf_dataset() in projects/home/recap/data/dataset.py	75	15	2
def main() in machines/get_env.py	25	14	1
def to_batch() in projects/home/recap/data/dataset.py	38	13	2
def _create_tf_dataset() in projects/home/recap/data/dataset.py	48	10	1
def build_preprocess() in projects/home/recap/data/preprocessors.py	31	10	2
def call() in projects/home/recap/data/preprocessors.py	25	9	4
def __call__() in core/train_pipeline.py	25	7	3
def get_explicit_datetime_inputs_files() in projects/home/recap/data/dataset.py	22	7	1
def forward() in projects/twhin/models/models.py	35	7	2
def compute_lr() in optimizers/optimizer.py	29	7	2
def checkpoints_iterator() in common/checkpointing/snapshot.py	23	7	3
def rank_specific() in ml_logging/torch_logging.py	27	7	1
def roundrobin() in reader/utils.py	15	6	1
def speed_check() in reader/utils.py	20	6	4
def _validate_mtl() in projects/home/recap/model/config.py	12	6	2
def forward() in projects/home/recap/model/mask_net.py	18	6	2
def maybe_start_dataset_service() in reader/dds.py	31	5	0
def compute() in metrics/auroc.py	47	5	1
def progress() in core/train_pipeline.py	25	5	2
def update() in core/metric_mixin.py	6	5	3
def __init__() in projects/home/recap/model/mask_net.py	23	5	3
def __init__() in projects/home/recap/model/mlp.py	23	5	3
def __post_init__() in projects/home/recap/data/dataset.py	6	5	1
def call() in projects/home/recap/data/preprocessors.py	17	5	4
def to_batches() in reader/dataset.py	9	4	1
def __iter__() in tools/pq.py	8	4	1
def _wait_for_batch() in core/train_pipeline.py	9	4	2
def _one_of_check() in core/config/base_config.py	6	4	2
def _at_most_one_of_check() in core/config/base_config.py	6	4	2
def get_global_loss_detached() in core/losses.py	14	4	2
def forward() in projects/home/recap/model/model_and_loss.py	32	4	2
def forward() in projects/home/recap/model/mlp.py	7	4	2
def _validate_evaluation_tasks() in projects/home/recap/data/config.py	6	4	2
def _init_tensor_spec() in projects/home/recap/data/dataset.py	9	4	1
def apply_optimizers() in projects/twhin/models/models.py	15	4	2
def get_optimizer_algorithm_config() in optimizers/config.py	9	4	1
def get_optimizer_class() in optimizers/optimizer.py	7	4	1
def setup_and_get_device() in common/device.py	13	4	1
def batch_size() in common/batch.py	8	4	1
def get_checkpoints() in common/checkpointing/snapshot.py	14	4	1
def get_num_readers() in machines/environment.py	7	4	0
def create_default_pa_to_batch() in reader/utils.py	20	3	1
def bytes_per_row() in tools/pq.py	8	3	1
def _get_step_fn() in core/custom_training_loop.py	9	3	3
def is_leaf_module() in core/train_pipeline.py	4	3	3
def _field_data_map() in core/config/base_config.py	7	3	2
def loss_fn() in core/losses.py	19	3	3
def _get_closed_form_lr() in projects/home/recap/optimizer/optimizer.py	7	3	1
def __init__() in projects/home/recap/model/feature_transform.py	11	3	4