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Beschreibung
Description
Add comprehensive model validation during server startup to catch issues early.
🔄 Status Update
This issue has become less relevant due to architectural changes. The application now uses built-in models instead of external model files, which significantly reduces the need for file-based validation.
✅ Current Implementation
- ✅ Built-in model validation (ResNet18 compiled into binary)
- ✅ Model loading error handling with fallback to dummy models
- ✅ Input/output dimension validation during inference
- ✅ Clear error messages for model loading failures
- ✅ Automatic model availability checking
🔄 Remaining Relevant Items
- Add
--skip-validationflag for advanced users - Enhanced startup validation for built-in models
- Test inference validation during startup
Implementation Notes
Since models are now built-in:
- No file existence/readability checks needed
- Model format validation happens at compile time
- Input/output dimensions are statically defined
- Test inference could still be valuable for startup validation
Estimated Difficulty
Beginner - 1-2 hours (reduced scope due to built-in models)