huggingface / optimum-furiosa 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 50 units with 355 lines of code in units (38.6% of code).

0 very complex units (0 lines of code)
0 complex units (0 lines of code)
1 medium complex units (29 lines of code)
2 simple units (32 lines of code)
47 very simple units (294 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 evaluation_loop() in optimum/furiosa/modeling.py	29	14	2
def dataclass_to_dict() in optimum/furiosa/configuration.py	13	8	1
def __next__() in optimum/furiosa/quantization.py	19	7	1
def __init__() in optimum/furiosa/quantization.py	11	4	4
def partial_fit() in optimum/furiosa/quantization.py	19	4	4
def _check_is_dynamic() in optimum/furiosa/modeling_base.py	6	4	2
def maybe_load_preprocessors() in optimum/furiosa/utils.py	15	4	3
def __init__() in optimum/furiosa/quantization.py	15	3	3
def maybe_save_preprocessors() in optimum/furiosa/utils.py	6	3	5
def compute_ranges() in optimum/furiosa/quantization.py	7	2	1
def clean_calibration_dataset() in optimum/furiosa/quantization.py	5	2	2
def _save_pretrained() in optimum/furiosa/modeling_base.py	7	2	5
def create_session() in optimum/furiosa/modeling_base.py	6	2	1
def __len__() in optimum/furiosa/quantization.py	2	1	1
def __iter__() in optimum/furiosa/quantization.py	2	1	1
def from_pretrained() in optimum/furiosa/quantization.py	4	1	0
def fit() in optimum/furiosa/quantization.py	5	1	0
def _load_model_and_optimize() in optimum/furiosa/quantization.py	3	1	1
def quantize() in optimum/furiosa/quantization.py	6	1	0
def get_calibration_dataset() in optimum/furiosa/quantization.py	10	1	0
def __init__() in optimum/furiosa/modeling_base.py	10	1	0
def _from_pretrained() in optimum/furiosa/modeling_base.py	16	1	0
def _from_transformers() in optimum/furiosa/modeling_base.py	12	1	0
def load_model() in optimum/furiosa/modeling_base.py	5	1	0
def compile() in optimum/furiosa/modeling_base.py	5	1	0
def optimize_model() in optimum/furiosa/modeling_base.py	2	1	1
def _update_inputs_outputs_dims() in optimum/furiosa/modeling_base.py	4	1	0
def _reshape() in optimum/furiosa/modeling_base.py	5	1	0
def forward() in optimum/furiosa/modeling_base.py	2	1	3
def export_model_to_onnx() in optimum/furiosa/utils.py	12	1	5
def __init__() in optimum/furiosa/modeling.py	7	1	0
def to() in optimum/furiosa/modeling.py	4	1	2
def forward() in optimum/furiosa/modeling.py	2	1	3
def __init__() in optimum/furiosa/modeling.py	3	1	4
def forward() in optimum/furiosa/modeling.py	4	1	0
def create_calibrator() in optimum/furiosa/configuration.py	3	1	0
def create_calibration_config() in optimum/furiosa/configuration.py	9	1	3
def minmax_asym() in optimum/furiosa/configuration.py	5	1	1
def minmax_sym() in optimum/furiosa/configuration.py	5	1	1
def entropy_asym() in optimum/furiosa/configuration.py	2	1	0
def entropy_sym() in optimum/furiosa/configuration.py	2	1	0
def percentiles_asym() in optimum/furiosa/configuration.py	6	1	2
def percentiles_sym() in optimum/furiosa/configuration.py	6	1	2
def mse_asym() in optimum/furiosa/configuration.py	5	1	1
def mse_sym() in optimum/furiosa/configuration.py	5	1	1
def sqnr_asym() in optimum/furiosa/configuration.py	5	1	1
def sqnr_sym() in optimum/furiosa/configuration.py	5	1	1
def __init__() in optimum/furiosa/configuration.py	6	1	0
def from_pretrained() in optimum/furiosa/quantization_base.py	4	1	0
def quantize() in optimum/furiosa/quantization_base.py	4	1	5