pub struct ModelManager { /* private fields */ }Expand description
Model manager for ML predictor lifecycle
Implementations§
Source§impl ModelManager
impl ModelManager
Sourcepub fn new(predictor: MLPredictor, config: ManagerConfig) -> Self
pub fn new(predictor: MLPredictor, config: ManagerConfig) -> Self
Create a new model manager
Sourcepub fn with_training_collector(
self,
collector: Arc<RwLock<TrainingCollector>>,
) -> Self
pub fn with_training_collector( self, collector: Arc<RwLock<TrainingCollector>>, ) -> Self
Create model manager with training collector
Sourcepub fn get_predictor(&self) -> Arc<RwLock<MLPredictor>> ⓘ
pub fn get_predictor(&self) -> Arc<RwLock<MLPredictor>> ⓘ
Get the active model
Sourcepub fn record_prediction(&self, predicted: f64, actual: f64) -> Result<()>
pub fn record_prediction(&self, predicted: f64, actual: f64) -> Result<()>
Record a prediction result
Sourcepub fn evaluate_model_quality(&self) -> Result<ModelQuality>
pub fn evaluate_model_quality(&self) -> Result<ModelQuality>
Evaluate current model quality
Sourcepub fn should_use_ml(&self) -> bool
pub fn should_use_ml(&self) -> bool
Check if ML model should be used
Sourcepub fn should_retrain(&self) -> bool
pub fn should_retrain(&self) -> bool
Check if model should be retrained
Sourcepub fn trigger_retraining(&mut self) -> Result<()>
pub fn trigger_retraining(&mut self) -> Result<()>
Trigger model retraining
Sourcepub fn rollback_to_previous(&mut self) -> Result<()>
pub fn rollback_to_previous(&mut self) -> Result<()>
Rollback to previous model
Sourcepub fn save_checkpoint(&self, path: &Path) -> Result<()>
pub fn save_checkpoint(&self, path: &Path) -> Result<()>
Save model checkpoint
Sourcepub fn load_checkpoint(path: &Path, config: ManagerConfig) -> Result<Self>
pub fn load_checkpoint(path: &Path, config: ManagerConfig) -> Result<Self>
Load model from checkpoint
Sourcepub fn get_performance_metrics(&self) -> Result<PerformanceMetrics>
pub fn get_performance_metrics(&self) -> Result<PerformanceMetrics>
Get performance metrics
Auto Trait Implementations§
impl Freeze for ModelManager
impl RefUnwindSafe for ModelManager
impl Send for ModelManager
impl Sync for ModelManager
impl Unpin for ModelManager
impl UnsafeUnpin for ModelManager
impl UnwindSafe for ModelManager
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