deepseek-ai / DualPipe - 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 46 units with 480 lines of code in units (64.3% of code).

0 very complex units (0 lines of code)
0 complex units (0 lines of code)
5 medium complex units (180 lines of code)
11 simple units (108 lines of code)
30 very simple units (192 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 46 most complex units

Unit	# lines	McCabe index	# params
def _forward_backward_compute_chunk() in dualpipe/dualpipev.py	53	21	3
def _forward_backward_compute_chunk() in dualpipe/dualpipe.py	50	20	3
def _backward_compute_chunk() in dualpipe/dualpipe.py	29	12	3
def _backward_compute_chunk() in dualpipe/dualpipev.py	31	12	3
def _forward_compute_chunk() in dualpipe/dualpipev.py	17	11	2
def _forward_compute_chunk() in dualpipe/dualpipe.py	16	10	2
def scatter() in dualpipe/utils.py	10	8	3
def _send_forward() in dualpipe/dualpipe.py	11	7	2
def _recv_backward() in dualpipe/dualpipe.py	10	7	2
def _send_backward() in dualpipe/dualpipe.py	12	7	2
def _send_forward() in dualpipe/dualpipev.py	9	7	2
def _recv_backward() in dualpipe/dualpipev.py	8	7	2
def _send_backward() in dualpipe/dualpipev.py	10	7	2
def _recv_forward() in dualpipe/dualpipe.py	8	6	2
def _recv_forward() in dualpipe/dualpipev.py	6	6	2
def cat_tensor() in dualpipe/utils.py	8	6	2
def gather() in dualpipe/utils.py	7	5	2
def _forward_chunk() in dualpipe/dualpipe.py	7	3	4
def _backward_chunk() in dualpipe/dualpipe.py	7	3	5
def _commit_and_wait_comm() in dualpipe/dualpipe.py	8	3	1
def append_irecv() in dualpipe/comm.py	7	3	3
def append_isend() in dualpipe/comm.py	5	3	4
def _forward_chunk() in dualpipe/dualpipev.py	7	3	4
def _backward_chunk() in dualpipe/dualpipev.py	7	3	5
def _commit_and_wait_comm() in dualpipe/dualpipev.py	8	3	1
def chunk_tensor() in dualpipe/utils.py	4	3	3
def _forward_backward_chunk() in dualpipe/dualpipe.py	8	2	4
def _weight_chunk() in dualpipe/dualpipe.py	5	2	1
def _free_tensors() in dualpipe/dualpipe.py	5	2	1
def build_from_tensor_shapes() in dualpipe/comm.py	2	2	0
def _forward_backward_chunk() in dualpipe/dualpipev.py	8	2	4
def _weight_chunk() in dualpipe/dualpipev.py	5	2	1
def _free_tensors() in dualpipe/dualpipev.py	5	2	1
def pop() in dualpipe/utils.py	5	2	1
def __init__() in dualpipe/dualpipe.py	6	1	0
def _reset_states() in dualpipe/dualpipe.py	17	1	1
def step() in dualpipe/dualpipe.py	7	1	0
def set_p2p_tensor_shapes() in dualpipe/comm.py	3	1	1
def set_p2p_tensor_dtype() in dualpipe/comm.py	3	1	1
def __init__() in dualpipe/dualpipev.py	6	1	0
def _reset_states() in dualpipe/dualpipev.py	17	1	1
def step() in dualpipe/dualpipev.py	7	1	0
def put() in dualpipe/utils.py	2	1	2
def flush() in dualpipe/utils.py	3	1	1
def clear() in dualpipe/utils.py	3	1	1
def run_backward() in dualpipe/utils.py	8	1	2