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KMeansModel

Struct KMeansModel 

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pub struct KMeansModel<T: KMeansElement> { /* private fields */ }

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impl<T: KMeansElement> KMeansModel<T>

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pub fn fit( resources: &CuvsResources, data: &ValidatedDeviceTensor<'_, T>, params: KMeansParams, initial_centroids: Option<DeviceBuffer<T>>, ) -> Result<Self>

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pub fn fit_with_initial_centroids( resources: &CuvsResources, data: &ValidatedDeviceTensor<'_, T>, params: KMeansParams, initial_centroids: Option<OwnedMatrix<T>>, ) -> Result<Self>

Fit KMeans with an optional owned row-major centroid relation.

Consumed centroids satisfy the exclusive mutable ownership required by KMeansInit::Array.

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pub fn predict_into( &self, data: &ValidatedDeviceTensor<'_, T>, labels: &mut DeviceBuffer<i32>, ) -> Result<KMeansPrediction>

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pub fn params(&self) -> &KMeansParams

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pub fn fit_result(&self) -> KMeansFit

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pub fn centroids(&self) -> &OwnedMatrix<T>

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pub fn n_features(&self) -> usize

Trait Implementations§

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impl<T: Debug + KMeansElement> Debug for KMeansModel<T>

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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<T> !RefUnwindSafe for KMeansModel<T>

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impl<T> !Send for KMeansModel<T>

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impl<T> !Sync for KMeansModel<T>

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impl<T> !UnwindSafe for KMeansModel<T>

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impl<T> Freeze for KMeansModel<T>
where OwnedMatrix<T>: Freeze,

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impl<T> Unpin for KMeansModel<T>
where OwnedMatrix<T>: Unpin,

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impl<T> UnsafeUnpin for KMeansModel<T>

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

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type Error = !

The type returned in the event of a conversion error.
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fn try_from(value: U) -> Result<T, !>

Performs the conversion.
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impl<T, U> TryInto<U> for T
where U: TryFrom<T>,

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

The type returned in the event of a conversion error.
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fn try_into(self) -> Result<U, <U as TryFrom<T>>::Error>

Performs the conversion.