huggingface / optimum-amd 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 154 units with 1,669 lines of code in units (41.5% of code).

0 very complex units (0 lines of code)
0 complex units (0 lines of code)
4 medium complex units (143 lines of code)
15 simple units (387 lines of code)
135 very simple units (1,139 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/amd/brevitas/configuration.py	39	22	1
def offload_call_function() in optimum/amd/brevitas/accelerate_utils.py	33	21	2
def get_bandwidth_matrix() in optimum/amd/topology_utils.py	34	20	0
def compute_perplexity() in optimum/amd/brevitas/data_utils.py	37	14	5
def remove_hooks() in optimum/amd/brevitas/accelerate_utils.py	17	9	1
def extract_operator_values() in utils/ryzenai/notification_service.py	20	8	5
def find_all_devices() in optimum/amd/brevitas/accelerate_utils.py	17	8	1
def get_next() in optimum/amd/ryzenai/quantization.py	16	8	1
def dataclass_to_dict() in optimum/amd/ryzenai/configuration.py	13	8	1
def time() in utils/ryzenai/notification_service.py	12	7	1
def error_out() in utils/ryzenai/notification_service.py	52	7	5
def prepare_reports() in utils/ryzenai/notification_service.py	17	7	4
def extract_max_avg_bandwidth_cluster() in optimum/amd/topology_utils.py	15	7	2
def model_failures() in utils/ryzenai/notification_service.py	38	6	1
def create_nodes() in optimum/amd/brevitas/export.py	17	6	6
def replace_matmul_to_matmulinteger() in optimum/amd/brevitas/export.py	49	6	3
def replace_gemm_to_matmulinteger() in optimum/amd/brevitas/export.py	54	6	3
def find_and_insert_matmulinteger() in optimum/amd/brevitas/export.py	36	6	1
def recursive_to_device() in optimum/amd/brevitas/data_utils.py	14	6	3
def infer_model_id() in utils/ryzenai/notification_service.py	18	5	1
def handle_test_results() in utils/ryzenai/notification_service.py	11	5	1
def extract_model_id() in utils/ryzenai/notification_service.py	10	5	2
def prepare_model_failure_sections() in utils/ryzenai/notification_service.py	32	5	5
def align_input() in optimum/amd/brevitas/accelerate_utils.py	8	5	2
def update_internal_dict() in optimum/amd/brevitas/accelerate_utils.py	8	5	1
def allocate_params() in optimum/amd/brevitas/accelerate_utils.py	6	5	1
def _sanitize_parameters() in optimum/amd/ryzenai/pipelines/object_detection.py	13	5	2
def postprocess() in optimum/amd/ryzenai/models/yolox/image_processing_yolox.py	25	5	3
def _check_uses_static_shape() in optimum/amd/ryzenai/modeling.py	9	5	2
def get_jobs() in utils/ryzenai/notification_service.py	17	4	2
def payload() in utils/ryzenai/notification_service.py	12	4	1
def post_reply() in utils/ryzenai/notification_service.py	15	4	1
def retrieve_artifact() in utils/ryzenai/notification_service.py	11	4	1
def retrieve_available_artifacts() in utils/ryzenai/notification_service.py	16	4	0
def process_folder() in utils/ryzenai/generate_operators_baseline.py	10	4	1
def offload_params() in optimum/amd/brevitas/accelerate_utils.py	7	4	1
def postprocess() in optimum/amd/ryzenai/pipelines/object_detection.py	19	4	5
def _prepare_onnx_inputs() in optimum/amd/ryzenai/modeling.py	7	4	3
def _prepare_onnx_outputs() in optimum/amd/ryzenai/modeling.py	7	4	3
def get_amd_zentorch_env() in optimum/amd/cli.py	31	4	0
def get_amd_rocm_env() in optimum/amd/cli.py	16	4	0
def handle_stacktraces() in utils/ryzenai/notification_service.py	11	3	1
def get_reply_blocks() in utils/ryzenai/notification_service.py	13	3	4
def __getitem__() in optimum/amd/brevitas/data_utils.py	5	3	2
def postprocess() in optimum/amd/ryzenai/pipelines/image_classification.py	9	3	3
def postprocess() in optimum/amd/ryzenai/models/yolov8/image_processing_yolov8.py	22	3	6
def __init__() in optimum/amd/ryzenai/quantization.py	8	3	3
def __init__() in optimum/amd/ryzenai/quantization.py	13	3	3
def _save_pretrained() in optimum/amd/ryzenai/modeling.py	9	3	3
def forward() in optimum/amd/ryzenai/modeling.py	6	3	2