pub struct AdvancedHyperparameterOptimizer { /* private fields */ }Expand description
Advanced hyperparameter optimizer with sophisticated strategies
Implementations§
Source§impl AdvancedHyperparameterOptimizer
impl AdvancedHyperparameterOptimizer
pub fn new() -> Self
pub fn with_strategy(self, strategy: OptimizationStrategy) -> Self
pub fn with_max_iterations(self, max_iterations: usize) -> Self
pub fn with_time_budget(self, time_budget: Duration) -> Self
pub fn with_parallel_workers(self, workers: usize) -> Self
pub fn with_early_stopping(self, config: EarlyStoppingConfig) -> Self
Sourcepub fn optimize_advanced(
&self,
method: &AutoMLMethod,
X: ArrayView2<'_, f64>,
y: ArrayView1<'_, f64>,
characteristics: &DataCharacteristics,
) -> Result<OptimizedMethod>
pub fn optimize_advanced( &self, method: &AutoMLMethod, X: ArrayView2<'_, f64>, y: ArrayView1<'_, f64>, characteristics: &DataCharacteristics, ) -> Result<OptimizedMethod>
Optimize hyperparameters for a given method using advanced strategies
Trait Implementations§
Source§impl Clone for AdvancedHyperparameterOptimizer
impl Clone for AdvancedHyperparameterOptimizer
Source§fn clone(&self) -> AdvancedHyperparameterOptimizer
fn clone(&self) -> AdvancedHyperparameterOptimizer
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 AdvancedHyperparameterOptimizer
impl RefUnwindSafe for AdvancedHyperparameterOptimizer
impl Send for AdvancedHyperparameterOptimizer
impl Sync for AdvancedHyperparameterOptimizer
impl Unpin for AdvancedHyperparameterOptimizer
impl UnwindSafe for AdvancedHyperparameterOptimizer
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.