MultiLayerStackingConfig

Struct MultiLayerStackingConfig 

Source
pub struct MultiLayerStackingConfig {
    pub layers: Vec<StackingLayerConfig>,
    pub random_state: Option<u64>,
    pub final_meta_strategy: MetaLearningStrategy,
    pub enable_pruning: bool,
    pub diversity_threshold: Float,
    pub confidence_weighting: bool,
}
Expand description

Multi-layer stacking configuration

Fields§

§layers: Vec<StackingLayerConfig>

Configuration for each stacking layer

§random_state: Option<u64>

Random seed for reproducibility

§final_meta_strategy: MetaLearningStrategy

Final meta-learner strategy

§enable_pruning: bool

Whether to use ensemble pruning

§diversity_threshold: Float

Diversity threshold for ensemble pruning

§confidence_weighting: bool

Confidence-based weighting

Implementations§

Source§

impl MultiLayerStackingConfig

Source

pub fn new() -> Self

Source

pub fn add_layer(self, layer_config: StackingLayerConfig) -> Self

Add a layer to the configuration

Source

pub fn final_meta_strategy(self, strategy: MetaLearningStrategy) -> Self

Set the final meta-learning strategy

Source

pub fn enable_pruning(self, enable: bool) -> Self

Enable ensemble pruning

Source

pub fn diversity_threshold(self, threshold: Float) -> Self

Set diversity threshold for pruning

Source

pub fn confidence_weighting(self, enable: bool) -> Self

Enable confidence-based weighting

Source

pub fn random_state(self, seed: u64) -> Self

Set random state for reproducibility

Source

pub fn deep_stacking(n_layers: usize, estimators_per_layer: usize) -> Self

Create a deep stacking configuration with multiple layers

Source

pub fn with_meta_feature_engineering() -> Self

Create a configuration with advanced meta-feature engineering

Source

pub fn with_statistical_features() -> Self

Create a configuration optimized for statistical meta-features

Source

pub fn with_interaction_features() -> Self

Create a configuration with interaction-based meta-features

Source

pub fn with_diversity_features() -> Self

Create a configuration with diversity-based meta-features

Trait Implementations§

Source§

impl Clone for MultiLayerStackingConfig

Source§

fn clone(&self) -> MultiLayerStackingConfig

Returns a duplicate of the value. Read more
1.0.0 · Source§

fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source. Read more
Source§

impl Debug for MultiLayerStackingConfig

Source§

fn fmt(&self, f: &mut Formatter<'_>) -> Result

Formats the value using the given formatter. Read more
Source§

impl Default for MultiLayerStackingConfig

Source§

fn default() -> Self

Returns the “default value” for a type. Read more

Auto Trait Implementations§

Blanket Implementations§

Source§

impl<T> Any for T
where T: 'static + ?Sized,

Source§

fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more
Source§

impl<T> Borrow<T> for T
where T: ?Sized,

Source§

fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more
Source§

impl<T> BorrowMut<T> for T
where T: ?Sized,

Source§

fn borrow_mut(&mut self) -> &mut T

Mutably borrows from an owned value. Read more
Source§

impl<T> CloneToUninit for T
where T: Clone,

Source§

unsafe fn clone_to_uninit(&self, dest: *mut u8)

🔬This is a nightly-only experimental API. (clone_to_uninit)
Performs copy-assignment from self to dest. Read more
Source§

impl<T> From<T> for T

Source§

fn from(t: T) -> T

Returns the argument unchanged.

Source§

impl<T, U> Into<U> for T
where U: From<T>,

Source§

fn into(self) -> U

Calls U::from(self).

That is, this conversion is whatever the implementation of From<T> for U chooses to do.

Source§

impl<T> IntoEither for T

Source§

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 more
Source§

fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
where F: FnOnce(&Self) -> bool,

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
Source§

impl<T> Pointable for T

Source§

const ALIGN: usize

The alignment of pointer.
Source§

type Init = T

The type for initializers.
Source§

unsafe fn init(init: <T as Pointable>::Init) -> usize

Initializes a with the given initializer. Read more
Source§

unsafe fn deref<'a>(ptr: usize) -> &'a T

Dereferences the given pointer. Read more
Source§

unsafe fn deref_mut<'a>(ptr: usize) -> &'a mut T

Mutably dereferences the given pointer. Read more
Source§

unsafe fn drop(ptr: usize)

Drops the object pointed to by the given pointer. Read more
Source§

impl<T> ToOwned for T
where T: Clone,

Source§

type Owned = T

The resulting type after obtaining ownership.
Source§

fn to_owned(&self) -> T

Creates owned data from borrowed data, usually by cloning. Read more
Source§

fn clone_into(&self, target: &mut T)

Uses borrowed data to replace owned data, usually by cloning. Read more
Source§

impl<T, U> TryFrom<U> for T
where U: Into<T>,

Source§

type Error = Infallible

The type returned in the event of a conversion error.
Source§

fn try_from(value: U) -> Result<T, <T as TryFrom<U>>::Error>

Performs the conversion.
Source§

impl<T, U> TryInto<U> for T
where U: TryFrom<T>,

Source§

type Error = <U as TryFrom<T>>::Error

The type returned in the event of a conversion error.
Source§

fn try_into(self) -> Result<U, <U as TryFrom<T>>::Error>

Performs the conversion.
Source§

impl<V, T> VZip<V> for T
where V: MultiLane<T>,

Source§

fn vzip(self) -> V