huggingface / candle-extensions 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 298 units with 3,698 lines of code in units (49.0% of code).

1 very complex units (230 lines of code)
0 complex units (0 lines of code)
9 medium complex units (573 lines of code)
21 simple units (785 lines of code)
267 very simple units (2,110 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
inline __device__ void device_1xN_() in candle-flash-attn-v1/kernels/fmha_fprop_kernel_1xN.h	230	55	6
inline __device__ void load() in candle-flash-attn-v1/kernels/fmha/smem_tile.h	44	21	1
fn cuda_fwd_t<() in candle-flash-attn-v1/src/lib.rs	153	19	8
fn fwd<() in candle-layer-norm/src/lib.rs	123	15	5
inline __device__ void gemm_cl() in candle-flash-attn-v1/kernels/fmha/gemm.h	67	15	1
inline __device__ void reverse_smem_read_offset() in candle-flash-attn-v1/kernels/fmha/smem_tile.h	20	14	1
inline __device__ Smem_tile_mma() in candle-flash-attn-v1/kernels/fmha/smem_tile.h	15	12	2
fn apply_rotary_<() in candle-rotary/src/lib.rs	103	12	5
inline __device__ void load() in candle-flash-attn-v1/kernels/fmha/smem_tile.h	24	11	1
inline __device__ void load() in candle-flash-attn-v1/kernels/fmha/smem_tile.h	24	11	1
inline __device__ Smem_tile_o() in candle-flash-attn-v1/kernels/fmha/smem_tile.h	19	10	2
inline __device__ void load() in candle-flash-attn-v1/kernels/fmha/smem_tile.h	22	10	1
inline __device__ void store() in candle-flash-attn-v1/kernels/fmha/gmem_tile.h	24	10	1
fn compute_cap() in candle-layer-norm/build.rs	61	9	0
inline __device__ void load() in candle-flash-attn-v1/kernels/fmha/smem_tile.h	22	9	1
inline __device__ void store() in candle-flash-attn-v1/kernels/fmha/smem_tile.h	42	9	1
inline __device__ Smem_tile_transpose() in candle-flash-attn-v1/kernels/fmha/smem_tile.h	19	9	2
inline __device__ void apply_dropout_16bits() in candle-flash-attn-v1/kernels/fmha/softmax.h	31	9	3
inline __device__ void load_() in candle-flash-attn-v1/kernels/fmha/utils.h	38	9	2
fn main() in candle-flash-attn-v1/build.rs	144	9	0
fn compute_cap() in candle-flash-attn-v1/build.rs	61	9	0
fn main() in candle-layer-norm/build.rs	134	8	0
inline __device__ Smem_tile_mma_epilogue() in candle-flash-attn-v1/kernels/fmha/smem_tile.h	8	7	2
inline __device__ void apply_mask() in candle-flash-attn-v1/kernels/fmha/softmax.h	17	7	1
inline __device__ void apply_dropout_16bits() in candle-flash-attn-v1/kernels/fmha/softmax.h	22	7	2
inline __device__ void apply_dropout_16bits() in candle-flash-attn-v1/kernels/fmha/softmax.h	23	7	3
inline __device__ void atomic_add() in candle-flash-attn-v1/kernels/fmha/gmem_tile.h	18	7	1
void run_fmha_fwd_loop() in candle-flash-attn-v1/kernels/fmha_fwd_launch_template.h	35	7	1
static inline size_t get_size_in_bytes() in candle-flash-attn-v1/kernels/fmha_utils.h	17	6	2
inline __device__ void scale() in candle-flash-attn-v1/kernels/fmha/softmax.h	14	6	1
inline __device__ void load() in candle-flash-attn-v1/kernels/fmha/gmem_tile.h	14	6	1
static inline void set_alpha() in candle-flash-attn-v1/kernels/fmha_utils.h	20	5	3
inline __device__ void debug_reset() in candle-flash-attn-v1/kernels/fmha/smem_tile.h	12	5	0
inline __device__ void debug_print() in candle-flash-attn-v1/kernels/fmha/smem_tile.h	21	5	0
inline __device__ void apply_exp() in candle-flash-attn-v1/kernels/fmha/softmax.h	12	5	1
struct alignas() in candle-flash-attn-v1/kernels/fmha/gemm.h	49	5	1
inline int num_splits_heuristic_fwd() in candle-flash-attn-v1/kernels/fmha_fwd_launch_template.h	17	5	4
inline __device__ void compute_store_pointers() in candle-flash-attn-v1/kernels/fmha/smem_tile.h	16	4	1
inline __device__ void move_to_next_read_buffer() in candle-flash-attn-v1/kernels/fmha/smem_tile.h	7	4	0
inline __device__ void move_to_next_write_buffer() in candle-flash-attn-v1/kernels/fmha/smem_tile.h	7	4	0
inline __device__ Smem_tile_row_a() in candle-flash-attn-v1/kernels/fmha/smem_tile.h	14	4	2
inline __device__ Smem_tile_col_b() in candle-flash-attn-v1/kernels/fmha/smem_tile.h	18	4	2
inline __device__ Smem_tile_row_b() in candle-flash-attn-v1/kernels/fmha/smem_tile.h	20	4	2
inline __device__ Smem_tile_v() in candle-flash-attn-v1/kernels/fmha/smem_tile.h	9	4	2
inline __device__ void move_to_next_read_buffer() in candle-flash-attn-v1/kernels/fmha/smem_tile.h	7	4	0
inline __device__ void move_to_next_write_buffer() in candle-flash-attn-v1/kernels/fmha/smem_tile.h	7	4	0
inline __device__ void store() in candle-flash-attn-v1/kernels/fmha/smem_tile.h	11	4	1
inline __device__ void store() in candle-flash-attn-v1/kernels/fmha/smem_tile.h	12	4	1
inline __device__ void scale_apply_exp() in candle-flash-attn-v1/kernels/fmha/softmax.h	12	4	1
inline __device__ void apply_exp_col() in candle-flash-attn-v1/kernels/fmha/softmax.h	11	4	1