Commit graph

3 commits

Author SHA1 Message Date
zjs81
fffcff3b74 fix: cancel persist timer on dispose to prevent post-dispose writes 2026-03-14 17:39:01 -07:00
zjs81
b336aedbc5 fix: address PR #296 code review feedback
- Clamp ML predictions between physics floor (raw airtime) and ceiling
  (worst-case formula) so model can never produce unsafe timeouts
- Replace hourOfDay feature with secondsSinceLastRx for network activity
- Remove unused _ContactStats.stdDev and dead model persistence code
- Debounce observation writes (2s) instead of writing on every delivery
- Skip recording observations when pathLength is null to avoid corrupting
  training data
- Add comment explaining global (not per-contact) RX time tracking
- Remove notifyListeners from retrain to avoid unnecessary widget rebuilds
- Run dart format
2026-03-14 17:32:08 -07:00
zjs81
2ee2358ecc feat: add ML-based adaptive timeout prediction using LinearRegressor
Train a linear regression model on actual message delivery times to
predict tighter timeouts, replacing worst-case physics estimates.
Features: path length, message bytes, seconds since last RX, flood mode.
Global model with per-contact blending after 10+ observations per contact.
Falls back to existing physics formula when model has insufficient data.
2026-03-14 16:56:11 -07:00