huggingface / optimum-nvidia 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 134 units with 1,158 lines of code in units (44.4% of code).

0 very complex units (0 lines of code)
0 complex units (0 lines of code)
0 medium complex units (0 lines of code)
13 simple units (353 lines of code)
121 very simple units (805 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 _forward() in src/optimum/nvidia/pipelines/text_generation.py	32	10	3
def get_user_agent() in src/optimum/nvidia/utils/hub.py	40	10	0
def from_torch() in src/optimum/nvidia/lang/__init__.py	21	10	1
def to_trt() in src/optimum/nvidia/lang/__init__.py	22	10	1
def to_torch() in src/optimum/nvidia/lang/__init__.py	22	10	1
def _save_pretrained() in src/optimum/nvidia/hub.py	29	9	2
def run() in src/optimum/nvidia/subpackage/commands/export.py	39	9	1
def convert_generation_config() in src/optimum/nvidia/runtime.py	23	8	1
def trt_dtype_to_onnx() in src/optimum/nvidia/utils/onnx.py	15	7	1
def to_onnx() in src/optimum/nvidia/utils/onnx.py	44	7	2
def maybe_offload_weights_to_cpu() in src/optimum/nvidia/utils/offload.py	14	7	1
def _to_word_list_format() in templates/inference-endpoints/preprocessing/1/model.py	32	7	2
def model_type_from_known_config() in src/optimum/nvidia/utils/hub.py	20	6	2
def _process_model_after_weight_loading() in src/optimum/nvidia/compression/modelopt.py	30	5	3
def __enter__() in src/optimum/nvidia/utils/patching.py	14	5	1
def validate() in src/optimum/nvidia/export/config.py	15	5	1
def parse_flag_from_env() in src/optimum/nvidia/utils/env.py	8	4	2
def folder_list_checkpoints() in src/optimum/nvidia/hub.py	14	4	1
def setup_logging() in src/optimum/nvidia/logging.py	5	4	2
def initialize() in templates/inference-endpoints/preprocessing/1/model.py	19	4	2
def execute() in templates/inference-endpoints/preprocessing/1/model.py	6	4	2
def execute() in templates/inference-endpoints/postprocessing/1/model.py	9	4	2
def get_target_class_for_model_and_task() in src/optimum/nvidia/pipelines/__init__.py	11	3	2
def __init__() in src/optimum/nvidia/pipelines/text_generation.py	6	3	3
def postprocess_quantization_parameters() in src/optimum/nvidia/utils/cli.py	18	3	1
def __exit__() in src/optimum/nvidia/utils/patching.py	12	3	4
def __post_init__() in src/optimum/nvidia/export/workspace.py	5	3	1
def plugin_config() in src/optimum/nvidia/export/config.py	12	3	1
def sharded() in src/optimum/nvidia/export/config.py	8	3	3
def infer_plugin_from_build_config() in src/optimum/nvidia/export/converter.py	6	3	1
def save_license() in src/optimum/nvidia/export/converter.py	8	3	2
def _postprocessing() in templates/inference-endpoints/postprocessing/1/model.py	7	3	2
def get_transformers_pipeline() in scripts/benchmark_pipelines.py	11	2	1
def create_prompt_for_length() in scripts/benchmark_pipelines.py	6	2	2
def print_apt_pkgs() in src/optimum/commands/env.py	8	2	0
def run() in src/optimum/commands/env.py	24	2	1
def _looper() in src/optimum/nvidia/compression/modelopt.py	3	2	2
def __init__() in src/optimum/nvidia/errors.py	5	2	3
def nvml_guard() in src/optimum/nvidia/utils/nvml.py	9	2	1
def get_device_name() in src/optimum/nvidia/utils/nvml.py	7	2	1
def has_float8_support() in src/optimum/nvidia/utils/nvml.py	10	2	0
def get_max_memory() in src/optimum/nvidia/utils/nvml.py	7	2	0
def folder_list_engines() in src/optimum/nvidia/hub.py	4	2	1
def get_rank_from_filename() in src/optimum/nvidia/hub.py	6	2	1
def get_trtllm_checkpoints() in src/optimum/nvidia/hub.py	6	2	3
def get_trtllm_engines() in src/optimum/nvidia/hub.py	6	2	3
def values() in src/optimum/nvidia/lang/__init__.py	2	2	0
def __post_init__() in src/optimum/nvidia/export/config.py	3	2	1
def get_trtllm_pipeline() in scripts/benchmark_pipelines.py	14	1	1
def config() in src/optimum/nvidia/compression/__init__.py	1	1	1