pub struct CalibrationAwareSelector { /* private fields */ }Expand description
Calibration-aware model selection Selects the best calibration method for a given model based on validation performance
Implementations§
Source§impl CalibrationAwareSelector
impl CalibrationAwareSelector
Sourcepub fn with_strategy(self, strategy: SelectionStrategy) -> Self
pub fn with_strategy(self, strategy: SelectionStrategy) -> Self
Set selection strategy
Sourcepub fn select_binary(
&self,
probabilities: &Array1<f64>,
labels: &Array1<usize>,
) -> Result<EnsembleSelectionResult>
pub fn select_binary( &self, probabilities: &Array1<f64>, labels: &Array1<usize>, ) -> Result<EnsembleSelectionResult>
Select best calibration method for binary classification
Sourcepub fn generate_selection_report(
&self,
result: &EnsembleSelectionResult,
) -> String
pub fn generate_selection_report( &self, result: &EnsembleSelectionResult, ) -> String
Generate a detailed report of calibration method comparison
Trait Implementations§
Source§impl Clone for CalibrationAwareSelector
impl Clone for CalibrationAwareSelector
Source§fn clone(&self) -> CalibrationAwareSelector
fn clone(&self) -> CalibrationAwareSelector
Returns a duplicate of the value. Read more
1.0.0 · Source§fn clone_from(&mut self, source: &Self)
fn clone_from(&mut self, source: &Self)
Performs copy-assignment from
source. Read moreAuto Trait Implementations§
impl Freeze for CalibrationAwareSelector
impl RefUnwindSafe for CalibrationAwareSelector
impl Send for CalibrationAwareSelector
impl Sync for CalibrationAwareSelector
impl Unpin for CalibrationAwareSelector
impl UnsafeUnpin for CalibrationAwareSelector
impl UnwindSafe for CalibrationAwareSelector
Blanket Implementations§
Source§impl<T> BorrowMut<T> for Twhere
T: ?Sized,
impl<T> BorrowMut<T> for Twhere
T: ?Sized,
Source§fn borrow_mut(&mut self) -> &mut T
fn borrow_mut(&mut self) -> &mut T
Mutably borrows from an owned value. Read more
Source§impl<T> CloneToUninit for Twhere
T: Clone,
impl<T> CloneToUninit for Twhere
T: Clone,
Source§impl<T> IntoEither for T
impl<T> IntoEither for T
Source§fn into_either(self, into_left: bool) -> Either<Self, Self>
fn into_either(self, into_left: bool) -> Either<Self, Self>
Converts
self into a Left variant of Either<Self, Self>
if into_left is true.
Converts self into a Right variant of Either<Self, Self>
otherwise. Read moreSource§fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
Converts
self into a Left variant of Either<Self, Self>
if into_left(&self) returns true.
Converts self into a Right variant of Either<Self, Self>
otherwise. Read moreSource§impl<T> Pointable for T
impl<T> Pointable for T
Source§impl<SS, SP> SupersetOf<SS> for SPwhere
SS: SubsetOf<SP>,
impl<SS, SP> SupersetOf<SS> for SPwhere
SS: SubsetOf<SP>,
Source§fn to_subset(&self) -> Option<SS>
fn to_subset(&self) -> Option<SS>
The inverse inclusion map: attempts to construct
self from the equivalent element of its
superset. Read moreSource§fn is_in_subset(&self) -> bool
fn is_in_subset(&self) -> bool
Checks if
self is actually part of its subset T (and can be converted to it).Source§fn to_subset_unchecked(&self) -> SS
fn to_subset_unchecked(&self) -> SS
Use with care! Same as
self.to_subset but without any property checks. Always succeeds.Source§fn from_subset(element: &SS) -> SP
fn from_subset(element: &SS) -> SP
The inclusion map: converts
self to the equivalent element of its superset.