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A newer version of the Gradio SDK is available: 6.14.0
Complexity Metrics Guide
Cyclomatic Complexity
Measures the number of linearly independent paths through code.
Rankings
- A (1-5): Simple, easy to maintain
- B (6-10): Moderate complexity
- C (11-20): High complexity, consider refactoring
- D (21-30): Very high, definitely refactor
- F (31+): Extremely complex, needs immediate attention
Maintainability Index
Score from 0-100 indicating how maintainable code is.
Thresholds
- 85-100: Highly maintainable ✅
- 65-84: Moderately maintainable ⚠️
- < 65: Difficult to maintain ❌
Reducing Complexity
1. Extract Methods
Break large functions into smaller, focused ones.
2. Eliminate Nested Logic
Replace nested if-else with early returns.
# Bad: Nested
def process(data):
if data:
if data.valid:
if data.ready:
return data.process()
return None
# Good: Early returns
def process(data):
if not data:
return None
if not data.valid:
return None
if not data.ready:
return None
return data.process()
3. Use Design Patterns
Apply appropriate patterns to simplify logic.
4. Reduce Dependencies
Minimize coupling between modules.