Day 25 - Hybrid Robustness & Coalescing¶
Summary¶
Enhanced the hybrid sensor driver with:
- Global cooldown mechanism
- Update coalescing
- Detailed runtime metrics
What I Learned¶
- Difference between event, update, and skip
- How to implement global rate limiting
- How to design trigger-aware update policies
- Importance of observability in driver behavior
Key Improvements¶
- Added min_update_interval_ms
- Introduced skip counters
- Refined update decision logic
- Improved debug visibility
Observations¶
- IRQ can generate many events but few updates
- Polling provides stable fallback updates
- Cooldown significantly reduces redundant work
Challenges¶
- Designing clean separation between policy layers
- Avoiding race conditions while adding logic
- Making debug output meaningful
Takeaways¶
- Not all triggers should result in updates
- Rate limiting is essential in real systems
- Debug metrics are critical for validation
- Hybrid systems require careful tuning
Next Steps¶
- Improve IRQ priority over polling
- Introduce adaptive policies
- Explore bus abstraction (I2C + SPI)