pub struct DriftDetector { /* private fields */ }Expand description
Multivariate drift detector that compares a reference distribution against a current (test) distribution feature by feature.
Implementations§
Source§impl DriftDetector
impl DriftDetector
Sourcepub fn fit(reference: &Array2<f64>, config: DriftDetectorConfig) -> Self
pub fn fit(reference: &Array2<f64>, config: DriftDetectorConfig) -> Self
Fit the detector by storing the reference distribution.
§Arguments
reference– Reference dataset with shape (n_samples × n_features).config– Detection configuration.
Sourcepub fn detect(&self, current: &Array2<f64>) -> Result<DriftReport>
pub fn detect(&self, current: &Array2<f64>) -> Result<DriftReport>
Detect drift between the stored reference and a new current dataset.
§Arguments
current– Current dataset with shape (n_samples × n_features).
§Errors
Returns TransformError::InvalidInput if the number of features differs
or if either dataset is empty.
Sourcepub fn update_reference(&mut self, new_reference: &Array2<f64>)
pub fn update_reference(&mut self, new_reference: &Array2<f64>)
Replace the reference distribution (e.g. for sliding window monitoring).
Auto Trait Implementations§
impl Freeze for DriftDetector
impl RefUnwindSafe for DriftDetector
impl Send for DriftDetector
impl Sync for DriftDetector
impl Unpin for DriftDetector
impl UnsafeUnpin for DriftDetector
impl UnwindSafe for DriftDetector
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