deepseek-ai / Janus - 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 193 units with 1,827 lines of code in units (46.5% of code).

0 very complex units (0 lines of code)
0 complex units (0 lines of code)
1 medium complex units (62 lines of code)
11 simple units (218 lines of code)
181 very simple units (1,547 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 get_prompt() in janus/utils/conversation.py	62	22	1
def _pos_embed() in janus/models/siglip_vit.py	25	10	2
def _pos_embed() in janus/janusflow/models/siglip_vit.py	25	10	2
def interactive_image_generator() in interactivechat.py	25	8	0
def reset_classifier() in janus/models/siglip_vit.py	14	7	3
def __init__() in janus/models/projector.py	26	7	2
def reset_classifier() in janus/janusflow/models/siglip_vit.py	14	7	3
def load_pil_images() in janus/utils/io.py	15	6	2
def preprocess() in janus/models/image_processing_vlm.py	22	6	4
def forward() in janus/models/vq_model.py	15	6	2
def forward() in janus/models/vq_model.py	15	6	2
def preprocess() in janus/janusflow/models/image_processing_vlm.py	22	6	4
def forward_head() in janus/models/siglip_vit.py	10	5	3
def resize() in janus/models/image_processing_vlm.py	20	5	2
def model_name_to_cls() in janus/models/modeling_vlm.py	13	5	1
def forward() in janus/models/vq_model.py	35	5	2
def get_codebook_entry() in janus/models/vq_model.py	13	5	4
def forward_head() in janus/janusflow/models/siglip_vit.py	10	5	3
def resize() in janus/janusflow/models/image_processing_vlm.py	20	5	2
def to_openai_api_messages() in janus/utils/conversation.py	10	4	1
def init_weights_vit_timm() in janus/models/siglip_vit.py	7	4	2
def init_weights_vit_timm() in janus/janusflow/models/siglip_vit.py	7	4	2
def __init__() in janus/janusflow/models/uvit.py	64	4	4
def forward() in janus/janusflow/models/uvit.py	12	4	4
def forward() in janus/janusflow/models/uvit.py	8	4	4
def model_name_to_cls() in janus/janusflow/models/modeling_vlm.py	10	4	1
def get_prompt_for_current_round() in janus/utils/conversation.py	10	3	2
def to_gradio_chatbot() in janus/utils/conversation.py	8	3	1
def forward() in janus/models/siglip_vit.py	26	3	2
def init_weights() in janus/models/siglip_vit.py	6	3	5
def forward_features() in janus/models/siglip_vit.py	11	3	2
def build_vision_tower() in janus/models/clip_encoder.py	13	3	2
def expand2square() in janus/models/image_processing_vlm.py	12	3	2
def __init__() in janus/models/vq_model.py	16	3	7
def forward() in janus/models/vq_model.py	15	3	2
def Normalize() in janus/models/vq_model.py	8	3	2
def forward() in janus/models/vq_model.py	10	3	2
def forward() in janus/janusflow/models/siglip_vit.py	26	3	2
def init_weights() in janus/janusflow/models/siglip_vit.py	6	3	5
def forward_features() in janus/janusflow/models/siglip_vit.py	11	3	2
def build_vision_tower() in janus/janusflow/models/clip_encoder.py	13	3	2
def forward() in janus/janusflow/models/uvit.py	11	3	4
def expand2square() in janus/janusflow/models/image_processing_vlm.py	12	3	2
def copy() in janus/utils/conversation.py	14	2	1
def register_conv_template() in janus/utils/conversation.py	6	2	2
def init_weights() in janus/models/siglip_vit.py	4	2	1
def forward() in janus/models/siglip_vit.py	2	2	2
def group_matcher() in janus/models/siglip_vit.py	5	2	2
def forward() in janus/models/siglip_vit.py	5	2	2
def feature_select() in janus/models/clip_encoder.py	14	2	2