huggingface / optimum-onnx 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 544 units with 5,419 lines of code in units (38.7% of code).

1 very complex units (418 lines of code)
1 complex units (85 lines of code)
12 medium complex units (488 lines of code)
39 simple units (724 lines of code)
491 very simple units (3,704 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 __post_init__() in optimum/onnxruntime/training_args.py	418	67	1
def _unify_onnx_outputs() in optimum/onnx/transformations_utils.py	85	33	3
def patched_forward() in optimum/exporters/onnx/model_patcher.py	64	25	2
def _wrap_model() in optimum/onnxruntime/trainer.py	91	23	4
def patched_forward() in optimum/exporters/onnx/model_patcher.py	26	17	2
def validate_provider_availability() in optimum/onnxruntime/utils.py	40	17	1
def generate_dummy_inputs() in optimum/exporters/onnx/base.py	44	16	3
def create_optimizer() in optimum/onnxruntime/trainer.py	36	15	1
def patched_build_delay_pattern_mask() in optimum/exporters/onnx/model_patcher.py	29	13	4
def to() in optimum/onnxruntime/base.py	37	13	3
def outputs() in optimum/exporters/onnx/model_configs.py	25	12	1
def check_and_save_model() in optimum/onnx/graph_transformations.py	35	12	3
def fit() in optimum/onnxruntime/runs/calibrator.py	44	11	1
def _get_external_data_paths() in optimum/onnx/utils.py	17	11	2
def outputs() in optimum/exporters/onnx/base.py	20	10	1
def cast_slice_nodes_inputs_to_int32() in optimum/onnx/graph_transformations.py	20	10	1
def run() in optimum/commands/onnxruntime/quantize.py	32	9	1
def add_past_key_values() in optimum/exporters/onnx/base.py	19	9	5
def inputs() in optimum/exporters/onnx/model_configs.py	13	9	1
def add_past_key_values() in optimum/exporters/onnx/model_configs.py	25	9	5
def initialize_ort_attributes() in optimum/onnxruntime/base.py	23	9	3
def _save() in optimum/onnxruntime/trainer.py	27	9	3
def np_to_pt_generators() in optimum/onnxruntime/utils.py	13	9	2
def run() in optimum/commands/onnxruntime/optimize.py	21	8	1
def inputs() in optimum/exporters/onnx/model_configs.py	35	8	1
def outputs() in optimum/exporters/onnx/model_configs.py	19	8	1
def add_past_key_values() in optimum/exporters/onnx/model_configs.py	19	8	5
def onnx_compatible_repeat_interleave() in optimum/exporters/onnx/model_patcher.py	16	8	4
def get_next() in optimum/onnxruntime/quantization.py	16	8	1
def dataclass_to_dict() in optimum/onnxruntime/configuration.py	13	8	1
def outputs() in optimum/exporters/onnx/model_configs.py	18	7	1
def inputs() in optimum/exporters/onnx/model_configs.py	16	7	1
def inputs() in optimum/exporters/onnx/config.py	16	7	1
def patched_forward() in optimum/exporters/onnx/model_patcher.py	16	7	2
def _prepare_output_buffer() in optimum/onnxruntime/base.py	13	7	3
def __init__() in optimum/onnxruntime/runs/__init__.py	72	7	2
def _get_task_ort_class() in optimum/onnxruntime/modeling_diffusion.py	15	7	2
def ordered_inputs() in optimum/exporters/onnx/base.py	18	6	3
def flatten_output_collection_property() in optimum/exporters/onnx/base.py	12	6	3
def outputs() in optimum/exporters/onnx/model_configs.py	17	6	1
def inputs() in optimum/exporters/onnx/model_configs.py	18	6	1
def inputs() in optimum/exporters/onnx/model_configs.py	18	6	1
def inputs() in optimum/exporters/onnx/model_configs.py	14	6	1
def inputs() in optimum/exporters/onnx/config.py	14	6	1
def recursive_to_device() in optimum/exporters/onnx/utils.py	12	6	4
def patch_everywhere() in optimum/exporters/onnx/model_patcher.py	7	6	3
def onnx_compatible_unfold() in optimum/exporters/onnx/model_patcher.py	16	6	4
def __call__() in optimum/onnxruntime/preprocessors/passes/excluders.py	14	6	3
def __call__() in optimum/onnxruntime/preprocessors/passes/excluders.py	14	6	3
def __post_init__() in optimum/onnxruntime/configuration.py	16	6	1