Struct AutoMLDatasetCharacteristics

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pub struct AutoMLDatasetCharacteristics {
    pub n_samples: usize,
    pub n_features: usize,
    pub n_classes: Option<usize>,
    pub class_distribution: Option<Vec<f64>>,
    pub target_stats: Option<TargetStatistics>,
    pub missing_ratio: f64,
    pub categorical_ratio: f64,
    pub correlation_condition_number: f64,
    pub sparsity: f64,
    pub effective_dimensionality: Option<usize>,
    pub noise_level: f64,
    pub linearity_score: f64,
}

Expand description

Dataset characteristics for algorithm selection

Fields§

§n_samples: usize

Number of samples

§n_features: usize

Number of features

§n_classes: Option<usize>

Number of classes (for classification)

§class_distribution: Option<Vec<f64>>

Class distribution (for classification)

§target_stats: Option<TargetStatistics>

Target distribution (for regression)

§missing_ratio: f64

Missing value ratio

§categorical_ratio: f64

Categorical feature ratio

§correlation_condition_number: f64

Feature correlation matrix condition number

§sparsity: f64

Dataset sparsity

§effective_dimensionality: Option<usize>

Effective dimensionality (based on PCA)

§noise_level: f64

Estimated noise level

§linearity_score: f64

Linearity score (0-1, higher means more linear)

Trait Implementations§

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impl Clone for DatasetCharacteristics

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fn clone(&self) -> DatasetCharacteristics

Returns a duplicate of the value. Read more

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

Performs copy-assignment from source. Read more

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impl Debug for DatasetCharacteristics

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

Formats the value using the given formatter. Read more

Auto Trait Implementations§

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impl UnwindSafe for DatasetCharacteristics

Blanket Implementations§

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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> CloneToUninit for T
where T: Clone,

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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

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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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