Struct GradientAnomalyDetector 

pub struct GradientAnomalyDetector {
    pub enabled: bool,
    pub sensitivity: f64,
    pub detection_window: usize,
    pub anomaly_history: VecDeque<GradientAnomaly>,
    pub baseline_statistics: HashMap<String, BaselineGradientStats>,
}

Advanced gradient anomaly detection

Fields

enabled: bool

sensitivity: f64

detection_window: usize

anomaly_history: VecDeque<GradientAnomaly>

baseline_statistics: HashMap<String, BaselineGradientStats>

Implementations

impl GradientAnomalyDetector

pub fn new(sensitivity: f64, window_size: usize) -> Self

pub fn establish_baseline(&mut self, layer_name: &str, gradient_history: &[f64])

pub fn detect_anomalies( &mut self, layer_name: &str, gradient_norm: f64, step: usize, ) -> Vec<GradientAnomaly>

pub fn get_anomaly_summary(&self, layer_name: Option<&str>) -> AnomalySummary

Trait Implementations

impl Clone for GradientAnomalyDetector

fn clone(&self) -> GradientAnomalyDetector

Returns a duplicate of the value.

fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source.

impl Debug for GradientAnomalyDetector

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

Formats the value using the given formatter.

impl Default for GradientAnomalyDetector

fn default() -> Self

Returns the “default value” for a type.

impl<'de> Deserialize<'de> for GradientAnomalyDetector

fn deserialize<__D>(__deserializer: __D) -> Result<Self, __D::Error>

where __D: Deserializer<'de>,

Deserialize this value from the given Serde deserializer.

impl Serialize for GradientAnomalyDetector

fn serialize<__S>(&self, __serializer: __S) -> Result<__S::Ok, __S::Error>

where __S: Serializer,

Serialize this value into the given Serde serializer.