Struct AnomalyDetector 

pub struct AnomalyDetector { /* private fields */ }

Anomaly detector for model execution

Implementations

impl AnomalyDetector

pub fn new(_config: &DebugConfig) -> Self

Create a new anomaly detector

pub async fn start(&mut self) -> Result<()>

Start the anomaly detector

pub fn check_nan(&mut self, values: &[f32], location: &str) -> Result<()>

Check for NaN values in tensors

pub fn check_inf(&mut self, values: &[f32], location: &str) -> Result<()>

Check for infinite values in tensors

pub fn check_gradient_explosion( &mut self, gradient_norm: f64, location: &str, ) -> Result<()>

Check for gradient explosion

pub fn check_gradient_vanishing( &mut self, gradient_norm: f64, location: &str, ) -> Result<()>

Check for vanishing gradients

pub fn check_numerical_instability( &mut self, values: &[f32], location: &str, ) -> Result<()>

Check for numerical instability

pub fn check_activation_saturation( &mut self, activations: &[f32], activation_type: &str, location: &str, ) -> Result<()>

Check for activation saturation

pub fn check_memory_leak( &mut self, current_memory_mb: usize, expected_memory_mb: Option<usize>, location: &str, ) -> Result<()>

Check for memory leaks by tracking memory usage patterns

pub fn check_weight_explosion( &mut self, weights: &[f32], layer_name: &str, ) -> Result<()>

Check for weight explosion in model parameters

pub fn get_anomalies(&self) -> &[Anomaly]

Get all detected anomalies

pub fn clear_anomalies(&mut self)

Clear all detected anomalies

pub fn check_gradient_conflict( &mut self, layer_gradients: &HashMap<String, Vec<f32>>, ) -> Result<()>

Check for gradient conflicts between layers

pub fn check_weight_divergence( &mut self, layer_name: &str, current_weights: &[f32], ) -> Result<()>

Check for weight divergence from baseline

pub fn check_performance_degradation( &mut self, current_performance: f64, location: &str, ) -> Result<()>

Check for performance degradation

pub fn check_loss_anomaly( &mut self, current_loss: f64, location: &str, ) -> Result<()>

Check for loss anomalies

pub async fn attempt_recovery( &mut self, anomaly: &Anomaly, ) -> Result<RecoveryAction>

Attempt automatic recovery from an anomaly

pub fn get_monitoring_stats(&self) -> &MonitoringStats

Get monitoring statistics

pub fn get_recovery_attempts(&self) -> &[RecoveryAttempt]

Get recovery attempts history

pub fn update_monitoring_window(&mut self) -> Result<()>

Update monitoring window with current state

pub async fn quick_check(&self) -> Result<QuickAnomalySummary>

Quick anomaly check for simplified interface

pub async fn generate_report(&self) -> Result<AnomalyDetectorReport>

Generate anomaly detection report

Trait Implementations

impl Debug for AnomalyDetector

fn fmt(&self, f: &mut Formatter<'_>) -> Result

Formats the value using the given formatter.