Struct OODValidator 

pub struct OODValidator { /* private fields */ }

Out-of-Distribution Validator

Implementations

impl OODValidator

pub fn new() -> Self

Create a new OOD validator with default configuration

pub fn with_config(config: OODValidationConfig) -> Self

Create a new OOD validator with custom configuration

pub fn detection_method(self, method: OODDetectionMethod) -> Self

Set the detection method

pub fn validation_split(self, split: Float) -> Self

Set the validation split ratio

pub fn random_state(self, seed: u64) -> Self

Set the random state for reproducibility

pub fn min_ood_samples(self, min_samples: usize) -> Self

Set the minimum number of OOD samples required

pub fn confidence_level(self, level: Float) -> Self

Set the confidence level for statistical tests

pub fn validate<E, P>( &self, estimator: &E, x_train: &Array2<Float>, y_train: &Array1<Float>, x_ood: &Array2<Float>, y_ood: &Array1<Float>, ) -> Result<OODValidationResult, Box<dyn Error>>

where E: Clone, P: Clone,

Validate a model’s performance on out-of-distribution data

Trait Implementations

impl Default for OODValidator

fn default() -> Self

Returns the “default value” for a type.