Struct BenchmarkDatasetGenerator

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pub struct BenchmarkDatasetGenerator { /* private fields */ }

Expand description

Dataset generator for benchmarking

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impl BenchmarkDatasetGenerator

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pub fn new(n_samples: usize, n_features: usize) -> Self

Create a new dataset generator

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pub fn noise_level(self, noise_level: f64) -> Self

Set noise level

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pub fn correlation_strength(self, correlation_strength: f64) -> Self

Set correlation strength between features

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

Set random state

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pub fn generate_correlated_data(&self) -> SklResult<Array2<f64>>

Generate a correlated multivariate dataset

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pub fn generate_linear_data(&self) -> SklResult<Array2<f64>>

Generate linear relationship dataset

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pub fn generate_nonlinear_data(&self) -> SklResult<Array2<f64>>

Generate non-linear relationship dataset

Auto Trait Implementations§

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impl UnwindSafe for BenchmarkDatasetGenerator

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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

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

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

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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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