aws / amazon-sagemaker-clarify
Conditional Complexity

The distribution of complexity of units (measured with McCabe index).

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 96 units with 623 lines of code in units (49.2% of code).
    • 0 very complex units (0 lines of code)
    • 0 complex units (0 lines of code)
    • 2 medium complex units (63 lines of code)
    • 2 simple units (25 lines of code)
    • 92 very simple units (535 lines of code)
0% | 0% | 10% | 4% | 85%
Legend:
51+
26-50
11-25
6-10
1-5
Alternative Visuals
Conditional Complexity per Extension
51+
26-50
11-25
6-10
1-5
py0% | 0% | 10% | 4% | 85%
Conditional Complexity per Logical Component
primary logical decomposition
51+
26-50
11-25
6-10
1-5
src/smclarify/bias/metrics0% | 0% | 24% | 0% | 75%
src/smclarify/util0% | 0% | 0% | 11% | 88%
src/smclarify/bias0% | 0% | 0% | 0% | 100%
scripts0% | 0% | 0% | 0% | 100%
Most Complex Units
Top 20 most complex units
Unit# linesMcCabe index# params
def FT()
in src/smclarify/bias/metrics/posttraining.py
 40 20 3
def series_datatype()
in src/smclarify/bias/metrics/common.py
 23 18 2
def collapse_to_binary()
in src/smclarify/util/__init__.py
 6 10 2
def pdfs_aligned_nonzero()
in src/smclarify/util/__init__.py
 19 8 1
def fetch_metrics_to_run()
in src/smclarify/bias/report.py
 6 5 3
def divide()
in src/smclarify/bias/metrics/common.py
 8 5 2
def _interval_index()
in src/smclarify/bias/report.py
 9 4 2
def __register()
in src/smclarify/bias/metrics/registry.py
 7 4 2
def JS()
in src/smclarify/bias/metrics/pretraining.py
 10 4 2
def url_is_remote()
in src/smclarify/util/dataset.py
 5 3 1
def ensure_local()
in src/smclarify/util/dataset.py
 7 3 1
def changed()
in src/smclarify/util/dataset.py
 7 3 3
def inf_as_str()
in src/smclarify/bias/report.py
 4 3 1
def FlipSet_pos()
in src/smclarify/bias/metrics/posttraining.py
 2 3 3
def FlipSet_neg()
in src/smclarify/bias/metrics/posttraining.py
 2 3 3
def FlipSet()
in src/smclarify/bias/metrics/posttraining.py
 2 3 3
def all_metrics()
in src/smclarify/bias/metrics/registry.py
 4 3 0
def CI()
in src/smclarify/bias/metrics/pretraining.py
 13 3 2
def KL()
in src/smclarify/bias/metrics/pretraining.py
 10 3 2
def LP_norm()
in src/smclarify/bias/metrics/pretraining.py
 9 3 3