Struct KMeansParams

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pub struct KMeansParams<F: Float, R: Rng, D: Distance<F>>(/* private fields */);
Expand description

An helper struct used to construct a set of valid hyperparameters for the K-means algorithm (using the builder pattern).

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impl<F: Float, R: Rng, D: Distance<F>> KMeansParams<F, R, D>

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pub fn new(n_clusters: usize, rng: R, dist_fn: D) -> Self

new lets us configure our training algorithm parameters:

  • we will be looking for n_clusters in the training dataset;
  • the training is considered complete if the euclidean distance between the old set of centroids and the new set of centroids after a training iteration is lower or equal than tolerance;
  • we exit the training loop when the number of training iterations exceeds max_n_iterations even if the tolerance convergence condition has not been met.
  • As KMeans convergence depends on centroids initialization we run the algorithm n_runs times and we keep the best outputs in terms of inertia that the ones which minimizes the sum of squared euclidean distances to the closest centroid for all observations.

Defaults are provided if optional parameters are not specified:

  • tolerance = 1e-4
  • max_n_iterations = 300
  • n_runs = 10
  • init = KMeansPlusPlus
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pub fn n_runs(self, n_runs: usize) -> Self

Change the value of n_runs

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pub fn tolerance(self, tolerance: F) -> Self

Change the value of tolerance

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pub fn max_n_iterations(self, max_n_iterations: u64) -> Self

Change the value of max_n_iterations

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pub fn init_method(self, init: KMeansInit<F>) -> Self

Change the value of init

Trait Implementations§

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impl<F: Clone + Float, R: Clone + Rng, D: Clone + Distance<F>> Clone for KMeansParams<F, R, D>

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fn clone(&self) -> KMeansParams<F, R, D>

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<F: Debug + Float, R: Debug + Rng, D: Debug + Distance<F>> Debug for KMeansParams<F, R, D>

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

Formats the value using the given formatter. Read more
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impl<F: Float, R: Rng, D: Distance<F>> ParamGuard for KMeansParams<F, R, D>

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type Checked = KMeansValidParams<F, R, D>

The checked hyperparameters
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type Error = KMeansParamsError

Error type resulting from failed hyperparameter checking
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fn check_ref(&self) -> Result<&Self::Checked, Self::Error>

Checks the hyperparameters and returns a reference to the checked hyperparameters if successful
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fn check(self) -> Result<Self::Checked, Self::Error>

Checks the hyperparameters and returns the checked hyperparameters if successful
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fn check_unwrap(self) -> Self::Checked
where Self: Sized,

Calls check() and unwraps the result
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impl<F: PartialEq + Float, R: PartialEq + Rng, D: PartialEq + Distance<F>> PartialEq for KMeansParams<F, R, D>

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fn eq(&self, other: &KMeansParams<F, R, D>) -> bool

Tests for self and other values to be equal, and is used by ==.
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fn ne(&self, other: &Rhs) -> bool

Tests for !=. The default implementation is almost always sufficient, and should not be overridden without very good reason.
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impl<F: Float, R: Rng, D: Distance<F>> StructuralPartialEq for KMeansParams<F, R, D>

Auto Trait Implementations§

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impl<F, R, D> Freeze for KMeansParams<F, R, D>
where F: Freeze, R: Freeze, D: Freeze,

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impl<F, R, D> RefUnwindSafe for KMeansParams<F, R, D>

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impl<F, R, D> Send for KMeansParams<F, R, D>
where R: Send,

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impl<F, R, D> Sync for KMeansParams<F, R, D>
where R: Sync,

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impl<F, R, D> Unpin for KMeansParams<F, R, D>
where R: Unpin,

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impl<F, R, D> UnwindSafe for KMeansParams<F, R, D>

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<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> 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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impl<T> Pointable for T

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const ALIGN: usize

The alignment of pointer.
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type Init = T

The type for initializers.
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unsafe fn init(init: <T as Pointable>::Init) -> usize

Initializes a with the given initializer. Read more
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unsafe fn deref<'a>(ptr: usize) -> &'a T

Dereferences the given pointer. Read more
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unsafe fn deref_mut<'a>(ptr: usize) -> &'a mut T

Mutably dereferences the given pointer. Read more
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unsafe fn drop(ptr: usize)

Drops the object pointed to by the given pointer. Read more
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impl<T> ToOwned for T
where T: Clone,

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type Owned = T

The resulting type after obtaining ownership.
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fn to_owned(&self) -> T

Creates owned data from borrowed data, usually by cloning. Read more
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fn clone_into(&self, target: &mut T)

Uses borrowed data to replace owned data, usually by cloning. Read more
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impl<T, U> TryFrom<U> for T
where U: Into<T>,

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type Error = Infallible

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

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

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fn vzip(self) -> V