Struct HyperparameterSensitivityMetrics 

pub struct HyperparameterSensitivityMetrics {
    pub name: String,
    pub current_sensitivity: f32,
    pub sensitivity_history: VecDeque<f32>,
    pub mean_sensitivity: f32,
    pub std_sensitivity: f32,
    pub normalized_sensitivity: f32,
    pub importance_score: f32,
}

Sensitivity metrics for a specific hyperparameter.

Fields

name: String

Hyperparameter name

current_sensitivity: f32

Current sensitivity estimate (∂loss/∂hyperparameter)

sensitivity_history: VecDeque<f32>

Historical sensitivity values

mean_sensitivity: f32

Mean sensitivity over history

std_sensitivity: f32

Standard deviation of sensitivity

normalized_sensitivity: f32

Normalized sensitivity (sensitivity / hyperparameter_value)

importance_score: f32

Relative importance score (0-1)

Implementations

impl HyperparameterSensitivityMetrics

pub fn new(name: String, window_size: usize) -> Self

pub fn update( &mut self, sensitivity: f32, hyperparameter_value: f32, window_size: usize, )

Update sensitivity with a new measurement.

pub fn is_highly_sensitive(&self, threshold: f32) -> bool

Check if this hyperparameter is highly sensitive.

pub fn is_stable(&self, variance_threshold: f32) -> bool

Check if sensitivity is stable (low variance).

Trait Implementations

impl Clone for HyperparameterSensitivityMetrics

fn clone(&self) -> HyperparameterSensitivityMetrics

Returns a duplicate of the value.

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

Performs copy-assignment from source.

impl Debug for HyperparameterSensitivityMetrics

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

Formats the value using the given formatter.

impl<'de> Deserialize<'de> for HyperparameterSensitivityMetrics

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

where __D: Deserializer<'de>,

Deserialize this value from the given Serde deserializer.

impl Serialize for HyperparameterSensitivityMetrics

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

where __S: Serializer,

Serialize this value into the given Serde serializer.