model-equivariance-auditor
Model Equivariance Auditor
Even with equivariant libraries, implementation bugs can break equivariance. A model that claims equivariance but lacks it will train poorly and give inconsistent predictions. Catching these bugs early saves significant debugging time.
Workflow
Copy this checklist and track your progress:
Equivariance Audit Progress:
- [ ] Step 1: Gather model and symmetry specification
- [ ] Step 2: Run numerical equivariance tests
- [ ] Step 3: Test individual layers
- [ ] Step 4: Check gradient equivariance
- [ ] Step 5: Identify and diagnose failures
- [ ] Step 6: Document audit results
Step 1: Gather model and symmetry specification
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