pub struct BayesianOptimization {
pub n_iterations: usize,
pub n_initial_points: usize,
pub acquisition_function: AcquisitionFunction,
pub xi: f32,
pub kappa: f32,
/* private fields */
}Expand description
Bayesian Optimization using Gaussian Process
Efficiently searches hyperparameter space by building a probabilistic model of the objective function.
Fields§
§n_iterations: usize§n_initial_points: usize§acquisition_function: AcquisitionFunction§xi: f32§kappa: f32Implementations§
Source§impl BayesianOptimization
impl BayesianOptimization
pub fn new(parameter_space: HashMap<String, ParameterSpace>) -> Self
pub fn n_iterations(self, n: usize) -> Self
pub fn n_initial_points(self, n: usize) -> Self
Sourcepub fn optimize<F>(&mut self, objective: F) -> (Configuration, f32)
pub fn optimize<F>(&mut self, objective: F) -> (Configuration, f32)
Optimize a black-box function
Auto Trait Implementations§
impl Freeze for BayesianOptimization
impl RefUnwindSafe for BayesianOptimization
impl Send for BayesianOptimization
impl Sync for BayesianOptimization
impl Unpin for BayesianOptimization
impl UnwindSafe for BayesianOptimization
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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> 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 more