huggingface / candle 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 3,381 units with 51,266 lines of code in units (40.5% of code).

1 very complex units (1,811 lines of code)
2 complex units (173 lines of code)
40 medium complex units (3,035 lines of code)
98 simple units (4,618 lines of code)
3,240 very simple units (41,629 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
fn simple_eval_() in candle-onnx/src/eval.rs	1811	168	2
__forceinline__ __device__ void apply_mask() in candle-flash-attn/kernels/mask.h	75	31	4
inline __device__ void combine_attn_seqk_parallel() in candle-flash-attn/kernels/flash_fwd_kernel.h	98	26	1
fn erf_impl() in candle-core/src/cpu/erf.rs	110	23	2
fn cuda_fwd_t<() in candle-flash-attn/src/lib.rs	198	23	8
fn cuda_fwd_t<() in candle-flash-attn/src/lib.rs	166	21	8
void run_flash_splitkv_fwd() in candle-flash-attn/kernels/flash_fwd_launch_template.h	52	19	2
def pyi_file() in candle-pyo3/stub.py	65	18	2
inline __device__ void compute_attn_1rowblock() in candle-flash-attn/kernels/flash_fwd_kernel.h	55	18	4
fn from_float() in candle-core/src/quantized/k_quants.rs	72	17	2
fn parse() in candle-core/src/npy.rs	83	17	1
fn f() in candle-core/src/cpu_backend/mod.rs	110	16	5
fn __getitem__() in candle-pyo3/src/lib.rs	123	16	3
fn book_training_1() in candle-book/src/lib.rs	75	15	0
fn f() in candle-core/src/cpu_backend/mod.rs	84	15	5
fn vec_dot_unopt() in candle-core/src/quantized/k_quants.rs	104	15	3
inline __device__ void compute_attn_1rowblock_splitkv() in candle-flash-attn/kernels/flash_fwd_kernel.h	60	15	6
fn f() in candle-core/src/cpu_backend/mod.rs	76	14	5
fn vec_dot_unopt() in candle-core/src/quantized/k_quants.rs	74	14	3
fn from_float() in candle-core/src/quantized/k_quants.rs	68	14	2
def to() in candle-pyo3/py_src/candle/nn/module.py	34	14	3
fn new() in candle-pyo3/src/lib.rs	39	14	2
fn to() in candle-pyo3/src/lib.rs	93	14	3
fn save_gguf() in candle-pyo3/src/lib.rs	75	14	4
__forceinline__ __device__ void copy_rotary_contiguous() in candle-flash-attn/kernels/rotary.h	60	14	9
__device__ BlockInfo() in candle-flash-attn/kernels/block_info.h	9	14	2
fn from_float() in candle-core/src/quantized/k_quants.rs	55	13	2
fn run_print() in tensor-tools/src/main.rs	127	13	6
__forceinline__ __device__ void apply_dropout() in candle-flash-attn/kernels/dropout.h	46	13	4
fn f() in candle-core/src/cpu_backend/mod.rs	73	12	5
fn cat0>() in candle-core/src/tensor_cat.rs	74	12	1
fn cat_contiguous>() in candle-core/src/tensor_cat.rs	87	12	2
fn reduce_op() in candle-core/src/metal_backend/mod.rs	129	12	4
fn vec_dot_unopt() in candle-core/src/quantized/k_quants.rs	68	12	3
fn from_float() in candle-core/src/quantized/k_quants.rs	51	12	2
def state_dict() in candle-pyo3/py_src/candle/nn/module.py	24	12	5
fn log_mel_spectrogram_w() in candle-transformers/src/models/whisper/audio.rs	63	12	10
fn fold_impl() in candle-core/src/cpu_backend/mod.rs	72	11	5
fn f() in candle-core/src/cpu_backend/mod.rs	60	11	5
fn f() in candle-core/src/cpu_backend/mod.rs	51	11	3
fn vec_dot_unopt() in candle-core/src/quantized/k_quants.rs	52	11	3
fn from_float() in candle-core/src/quantized/k_quants.rs	65	11	2
fn log_mel_spectrogram_w() in candle-wasm-examples/whisper/src/audio.rs	53	11	10
fn f) -> S>() in candle-core/src/cuda_backend/mod.rs	78	10	5
def main() in candle-pyo3/quant-llama.py	40	10	0
fn run_ls() in tensor-tools/src/main.rs	98	10	4
__forceinline__ __device__ void copy_rotary_interleaved() in candle-flash-attn/kernels/rotary.h	56	10	9
__forceinline__ __device__ void copy() in candle-flash-attn/kernels/utils.h	25	10	6
fn f() in candle-core/src/cpu_backend/mod.rs	55	9	5
fn from_float() in candle-core/src/quantized/k_quants.rs	36	9	2