pub struct CalibratedDefectPredictor { /* private fields */ }Expand description
Calibrated Defect Predictor using Bayesian inference + Isotonic calibration
Phase 7: Provides calibrated probabilities with confidence intervals
Implementations§
Source§impl CalibratedDefectPredictor
impl CalibratedDefectPredictor
Sourcepub fn with_prior_variance(self, variance: f32) -> Self
pub fn with_prior_variance(self, variance: f32) -> Self
Set prior variance for uncertainty estimation
Sourcepub fn fit(&mut self, files: &[FileFeatures], labels: &[bool]) -> Result<()>
pub fn fit(&mut self, files: &[FileFeatures], labels: &[bool]) -> Result<()>
Fit the predictor on labeled data
Splits data into training (for ensemble) and calibration sets.
Sourcepub fn predict(&self, features: &FileFeatures) -> CalibratedPrediction
pub fn predict(&self, features: &FileFeatures) -> CalibratedPrediction
Predict with uncertainty quantification
Sourcepub fn evaluate(
&self,
test_files: &[FileFeatures],
test_labels: &[bool],
) -> CalibrationMetrics
pub fn evaluate( &self, test_files: &[FileFeatures], test_labels: &[bool], ) -> CalibrationMetrics
Evaluate calibration quality on test set
Trait Implementations§
Auto Trait Implementations§
impl Freeze for CalibratedDefectPredictor
impl !RefUnwindSafe for CalibratedDefectPredictor
impl Send for CalibratedDefectPredictor
impl Sync for CalibratedDefectPredictor
impl Unpin for CalibratedDefectPredictor
impl !UnwindSafe for CalibratedDefectPredictor
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