mirror of
https://github.com/zjs81/meshcore-open.git
synced 2026-06-20 09:25:34 +10:00
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.
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@@ -19,6 +19,7 @@ import 'services/app_debug_log_service.dart';
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import 'services/background_service.dart';
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import 'services/map_tile_cache_service.dart';
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import 'services/chat_text_scale_service.dart';
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import 'services/timeout_prediction_service.dart';
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import 'storage/prefs_manager.dart';
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import 'utils/app_logger.dart';
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@@ -39,6 +40,7 @@ void main() async {
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final backgroundService = BackgroundService();
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final mapTileCacheService = MapTileCacheService();
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final chatTextScaleService = ChatTextScaleService();
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final timeoutPredictionService = TimeoutPredictionService(storage);
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// Load settings
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await appSettingsService.loadSettings();
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@@ -56,6 +58,7 @@ void main() async {
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_registerThirdPartyLicenses();
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await chatTextScaleService.initialize();
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await timeoutPredictionService.initialize();
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// Wire up connector with services
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connector.initialize(
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@@ -65,6 +68,7 @@ void main() async {
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bleDebugLogService: bleDebugLogService,
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appDebugLogService: appDebugLogService,
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backgroundService: backgroundService,
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timeoutPredictionService: timeoutPredictionService,
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);
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await connector.loadContactCache();
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@@ -86,6 +90,7 @@ void main() async {
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appDebugLogService: appDebugLogService,
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mapTileCacheService: mapTileCacheService,
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chatTextScaleService: chatTextScaleService,
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timeoutPredictionService: timeoutPredictionService,
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),
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);
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}
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@@ -121,6 +126,7 @@ class MeshCoreApp extends StatelessWidget {
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final AppDebugLogService appDebugLogService;
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final MapTileCacheService mapTileCacheService;
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final ChatTextScaleService chatTextScaleService;
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final TimeoutPredictionService timeoutPredictionService;
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const MeshCoreApp({
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super.key,
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@@ -133,6 +139,7 @@ class MeshCoreApp extends StatelessWidget {
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required this.appDebugLogService,
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required this.mapTileCacheService,
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required this.chatTextScaleService,
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required this.timeoutPredictionService,
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});
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@override
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@@ -148,6 +155,7 @@ class MeshCoreApp extends StatelessWidget {
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ChangeNotifierProvider.value(value: chatTextScaleService),
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Provider.value(value: storage),
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Provider.value(value: mapTileCacheService),
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ChangeNotifierProvider.value(value: timeoutPredictionService),
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],
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child: Consumer<AppSettingsService>(
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builder: (context, settingsService, child) {
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