pub struct HyperparameterImportanceAnalyzer { /* private fields */ }Expand description
Comprehensive hyperparameter importance analyzer
Implementations§
Source§impl HyperparameterImportanceAnalyzer
impl HyperparameterImportanceAnalyzer
pub fn new( shap_config: SHAPConfig, fanova_config: FANOVAConfig, sensitivity_config: SensitivityConfig, ablation_config: AblationConfig, ) -> Self
Sourcepub fn analyze_comprehensive(
&mut self,
evaluation_fn: &dyn Fn(&HashMap<String, Float>) -> Float,
parameter_space: &HashMap<String, (Float, Float)>,
base_config: &HashMap<String, Float>,
evaluation_data: &[(HashMap<String, Float>, Float)],
) -> Result<ComprehensiveImportanceResult, Box<dyn Error>>
pub fn analyze_comprehensive( &mut self, evaluation_fn: &dyn Fn(&HashMap<String, Float>) -> Float, parameter_space: &HashMap<String, (Float, Float)>, base_config: &HashMap<String, Float>, evaluation_data: &[(HashMap<String, Float>, Float)], ) -> Result<ComprehensiveImportanceResult, Box<dyn Error>>
Perform comprehensive importance analysis
Auto Trait Implementations§
impl Freeze for HyperparameterImportanceAnalyzer
impl RefUnwindSafe for HyperparameterImportanceAnalyzer
impl Send for HyperparameterImportanceAnalyzer
impl Sync for HyperparameterImportanceAnalyzer
impl Unpin for HyperparameterImportanceAnalyzer
impl UnwindSafe for HyperparameterImportanceAnalyzer
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> 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