pub struct BayesianHyperoptimizer {
pub config: BayesianOptConfig,
pub parameter_space: ParameterSpace,
pub history: OptimizationHistory,
pub gp_model: Option<GaussianProcessSurrogate>,
pub current_best_value: f64,
pub metrics: BayesianOptMetrics,
}Expand description
Main Bayesian hyperoptimizer
Fields§
§config: BayesianOptConfig§parameter_space: ParameterSpace§history: OptimizationHistory§gp_model: Option<GaussianProcessSurrogate>§current_best_value: f64§metrics: BayesianOptMetricsImplementations§
Source§impl BayesianHyperoptimizer
impl BayesianHyperoptimizer
Sourcepub fn new(config: BayesianOptConfig, parameter_space: ParameterSpace) -> Self
pub fn new(config: BayesianOptConfig, parameter_space: ParameterSpace) -> Self
Create new Bayesian hyperoptimizer with configuration
Sourcepub fn optimize<F>(
&mut self,
objective_function: F,
) -> BayesianOptResult<Vec<f64>>
pub fn optimize<F>( &mut self, objective_function: F, ) -> BayesianOptResult<Vec<f64>>
Run Bayesian optimization
Sourcepub const fn get_metrics(&self) -> &BayesianOptMetrics
pub const fn get_metrics(&self) -> &BayesianOptMetrics
Get optimization metrics
Sourcepub const fn get_history(&self) -> &OptimizationHistory
pub const fn get_history(&self) -> &OptimizationHistory
Get optimization history
Trait Implementations§
Source§impl Debug for BayesianHyperoptimizer
impl Debug for BayesianHyperoptimizer
Auto Trait Implementations§
impl Freeze for BayesianHyperoptimizer
impl RefUnwindSafe for BayesianHyperoptimizer
impl Send for BayesianHyperoptimizer
impl Sync for BayesianHyperoptimizer
impl Unpin for BayesianHyperoptimizer
impl UnwindSafe for BayesianHyperoptimizer
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fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
Converts
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fn from_subset(element: &SS) -> SP
The inclusion map: converts
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