spotify / basic-pitch - 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 153 units with 1,852 lines of code in units (51.8% of code).

0 very complex units (0 lines of code)
0 complex units (0 lines of code)
2 medium complex units (131 lines of code)
7 simple units (431 lines of code)
144 very simple units (1,290 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 build() in basic_pitch/layers/nnaudio.py	58	18	2
def __init__() in basic_pitch/inference.py	73	16	3
def call() in basic_pitch/layers/nnaudio.py	30	10	2
def process() in basic_pitch/data/datasets/slakh.py	38	9	3
def main() in basic_pitch/predict.py	152	7	0
def _validation_file_generator() in basic_pitch/data/tf_example_deserialization.py	6	7	2
def predict() in basic_pitch/inference.py	27	7	2
def process() in basic_pitch/data/datasets/medleydb_pitch.py	68	6	6
def console_entry_point() in basic_pitch/train.py	110	6	0
def process() in basic_pitch/data/datasets/ikala.py	69	5	6
def _train_file_generator() in basic_pitch/data/tf_example_deserialization.py	8	5	3
def get_window_dispatch() in basic_pitch/layers/nnaudio.py	14	5	5
def call() in basic_pitch/nn.py	18	5	2
def create_input_data() in basic_pitch/data/datasets/ikala.py	10	4	2
def process() in basic_pitch/data/datasets/maestro.py	19	4	7
def process() in basic_pitch/data/datasets/maestro.py	59	4	6
def create_input_data() in basic_pitch/data/datasets/medleydb_pitch.py	10	4	2
def build() in basic_pitch/layers/signal.py	17	4	2
def process() in basic_pitch/data/pipeline.py	7	3	6
def bytes_feature() in basic_pitch/data/tf_example_serialization.py	6	3	3
def process() in basic_pitch/data/datasets/guitarset.py	61	3	6
def determine_split() in basic_pitch/data/datasets/guitarset.py	7	3	1
def process() in basic_pitch/data/datasets/slakh.py	59	3	2
def read_in_chunks() in basic_pitch/data/datasets/maestro.py	6	3	2
def main() in basic_pitch/data/datasets/maestro.py	26	3	2
def sparse2dense() in basic_pitch/data/tf_example_deserialization.py	8	3	3
def verify_input_path() in basic_pitch/inference.py	5	3	2
def verify_output_dir() in basic_pitch/inference.py	5	3	2
def _array_to_sonification() in basic_pitch/visualize.py	15	3	3
def get_infered_onsets() in basic_pitch/note_creation.py	11	3	3
def on_epoch_end() in basic_pitch/callbacks.py	19	3	4
def process() in basic_pitch/data/pipeline.py	3	2	6
def int64_feature() in basic_pitch/data/tf_example_serialization.py	4	2	2
def float_feature() in basic_pitch/data/tf_example_serialization.py	4	2	2
def resolve_destination() in basic_pitch/data/commandline.py	2	2	2
def setup() in basic_pitch/data/datasets/ikala.py	8	2	1
def setup() in basic_pitch/data/datasets/guitarset.py	7	2	1
def setup() in basic_pitch/data/datasets/slakh.py	7	2	1
def create_input_data() in basic_pitch/data/datasets/slakh.py	3	2	0
def setup() in basic_pitch/data/datasets/maestro.py	7	2	1
def create_input_data() in basic_pitch/data/datasets/maestro.py	11	2	1
def setup() in basic_pitch/data/datasets/medleydb_pitch.py	7	2	1
def main() in basic_pitch/data/download.py	18	2	0
def build() in basic_pitch/layers/signal.py	8	2	2
def downsampling_by_n() in basic_pitch/layers/nnaudio.py	15	2	4
def compute_output_shape() in basic_pitch/layers/nnaudio.py	2	2	2
def compute_output_shape() in basic_pitch/layers/nnaudio.py	2	2	2
def pad_center() in basic_pitch/layers/nnaudio.py	9	2	4
def model_frames_to_time() in basic_pitch/note_creation.py	12	2	1
def get_cqt() in basic_pitch/models.py	20	2	3