Struct ModelComplexityAnalyzer

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pub struct ModelComplexityAnalyzer { /* private fields */ }

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Model complexity analyzer

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impl ModelComplexityAnalyzer

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pub fn new() -> Self

Create a new complexity analyzer with default configuration

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pub fn with_config(config: ComplexityAnalysisConfig) -> Self

Create a new complexity analyzer with custom configuration

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pub fn overfitting_threshold(self, threshold: f64) -> Self

Set overfitting threshold

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pub fn underfitting_threshold(self, threshold: f64) -> Self

Set underfitting threshold

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pub fn use_cross_validation(self, use_cv: bool) -> Self

Enable or disable cross-validation

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pub fn cv_folds(self, folds: usize) -> Self

Set number of CV folds

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pub fn analyze<E, X, Y>( &self, estimator: &E, x_train: &[X], y_train: &[Y], x_val: &[X], y_val: &[Y], ) -> Result<ComplexityAnalysisResult>
where E: Estimator + Fit<Vec<X>, Vec<Y>> + Clone, E::Fitted: Predict<Vec<X>, Vec<f64>>, X: Clone, Y: Clone + Into<f64>,

Analyze model complexity

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impl Default for ModelComplexityAnalyzer

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fn default() -> Self

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

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impl UnwindSafe for ModelComplexityAnalyzer

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

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fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more

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

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fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more

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

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

Mutably borrows from an owned value. Read more

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impl<T> From<T> for T

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fn from(t: T) -> T

Returns the argument unchanged.

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

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fn into(self) -> U

Calls U::from(self).

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

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impl<T> IntoEither for T

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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

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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

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