huggingface / ultravox 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 292 units with 2,474 lines of code in units (37.6% of code).

1 very complex units (199 lines of code)
0 complex units (0 lines of code)
5 medium complex units (195 lines of code)
18 simple units (376 lines of code)
268 very simple units (1,704 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 train() in ultravox/training/train.py	199	56	1
def _process() in ultravox/model/ultravox_data_proc.py	63	20	2
def __post_init__() in ultravox/training/config_base.py	38	18	1
def __call__() in ultravox/model/ultravox_processing.py	42	17	4
def wer() in ultravox/evaluation/string_metrics.py	19	14	3
def preprocess() in ultravox/model/ultravox_pipeline.py	33	13	3
def _dataproc() in ultravox/inference/infer.py	30	10	2
def main() in ultravox/evaluation/eval.py	43	10	1
def __iter__() in ultravox/data/datasets.py	32	9	1
def apply_lora() in ultravox/model/ultravox_model.py	14	9	2
def __iter__() in ultravox/data/datasets.py	22	8	1
def to_diff_dict() in ultravox/model/ultravox_config.py	11	8	1
def download_model_from_wandb() in ultravox/model/wandb_utils.py	14	8	1
def __post_init__() in ultravox/evaluation/eval.py	11	8	1
def merge_and_unload() in ultravox/model/ultravox_model.py	26	7	1
def main() in ultravox/tools/data_tool.py	27	7	1
def _map_sample() in ultravox/tools/ds_tool/ds_tool.py	22	7	3
def get_id() in ultravox/tools/ds_tool/ds_tool.py	8	7	1
def __post_init__() in ultravox/tools/ds_tool/ds_tool.py	11	7	1
def main() in ultravox/tools/ds_tool/ds_tool.py	27	7	1
def __init__() in ultravox/model/ultravox_model.py	18	6	2
def __init__() in ultravox/training/model_types.py	39	6	2
def _map_columns() in ultravox/tools/mds_tool.py	13	6	2
def _map_sample() in ultravox/tools/ds_tool/ds_tool.py	8	6	3
def __post_init__() in ultravox/data/data_sample.py	12	5	1
def format_asr_text() in ultravox/data/text_proc.py	14	5	1
def _merge_configs() in ultravox/data/registry.py	10	5	1
def run_on_master_first() in ultravox/training/ddp_utils.py	9	5	1
def convert() in ultravox/tools/mds_tool.py	18	5	2
def _retrieve_timestamps() in ultravox/tools/ds_tool/ds_tool.py	13	5	3
def main() in ultravox/inference/run_vllm_inference.py	37	4	0
def wait_for_vllm_to_start() in ultravox/inference/run_vllm_inference.py	12	4	1
def __post_init__() in ultravox/data/types.py	16	4	1
def download_dir_if_needed() in ultravox/model/file_utils.py	6	4	1
def get_dtype() in ultravox/utils/device_helpers.py	9	4	1
def modify_and_reupload_model() in ultravox/tools/add_finetune.py	32	4	1
def run() in ultravox/tools/mds_tool.py	9	4	1
def _convert_worker() in ultravox/tools/mds_tool.py	11	4	2
def main() in ultravox/tools/push_to_hub.py	26	4	1
def __post_init__() in ultravox/tools/ds_tool/ds_tool.py	12	4	1
def resolve_voice() in ultravox/tools/ds_tool/tts.py	6	4	2
def match_last_word() in ultravox/evaluation/string_metrics.py	15	4	1
def __post_init__() in ultravox/inference/run_vllm_inference.py	11	3	1
def __post_init__() in ultravox/data/types.py	8	3	1
def _get_sample() in ultravox/data/datasets.py	35	3	2
def __iter__() in ultravox/data/datasets.py	5	3	1
def download_file_if_needed() in ultravox/model/file_utils.py	6	3	2
def __init__() in ultravox/model/ultravox_config.py	16	3	0
def from_pretrained() in ultravox/model/ultravox_processing.py	19	3	3
def _sanitize_parameters() in ultravox/model/ultravox_pipeline.py	4	3	2