pub struct GpuKMeans { /* private fields */ }Expand description
GPU-accelerated K-means clustering
Implementations§
Source§impl GpuKMeans
impl GpuKMeans
Sourcepub fn new(k: usize) -> SpatialResult<Self>
pub fn new(k: usize) -> SpatialResult<Self>
Create a new GPU K-means clusterer
Sourcepub fn with_max_iterations(self, maxiterations: usize) -> Self
pub fn with_max_iterations(self, maxiterations: usize) -> Self
Configure maximum iterations
Sourcepub fn with_tolerance(self, tolerance: f64) -> Self
pub fn with_tolerance(self, tolerance: f64) -> Self
Configure convergence tolerance
Sourcepub fn with_batch_size(self, batchsize: usize) -> Self
pub fn with_batch_size(self, batchsize: usize) -> Self
Configure batch size for GPU processing
Sourcepub async fn fit(
&self,
points: &ArrayView2<'_, f64>,
) -> SpatialResult<(Array2<f64>, Array1<usize>)>
pub async fn fit( &self, points: &ArrayView2<'_, f64>, ) -> SpatialResult<(Array2<f64>, Array1<usize>)>
Perform K-means clustering on GPU (async)
Auto Trait Implementations§
impl Freeze for GpuKMeans
impl RefUnwindSafe for GpuKMeans
impl Send for GpuKMeans
impl Sync for GpuKMeans
impl Unpin for GpuKMeans
impl UnwindSafe for GpuKMeans
Blanket Implementations§
Source§impl<T> BorrowMut<T> for Twhere
T: ?Sized,
impl<T> BorrowMut<T> for Twhere
T: ?Sized,
Source§fn borrow_mut(&mut self) -> &mut T
fn borrow_mut(&mut self) -> &mut T
Mutably borrows from an owned value. Read more
Source§impl<T> IntoEither for T
impl<T> IntoEither for T
Source§fn into_either(self, into_left: bool) -> Either<Self, Self>
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 moreSource§fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
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 moreSource§impl<T> Pointable for T
impl<T> Pointable for T
Source§impl<SS, SP> SupersetOf<SS> for SPwhere
SS: SubsetOf<SP>,
impl<SS, SP> SupersetOf<SS> for SPwhere
SS: SubsetOf<SP>,
Source§fn to_subset(&self) -> Option<SS>
fn to_subset(&self) -> Option<SS>
The inverse inclusion map: attempts to construct
self from the equivalent element of its
superset. Read moreSource§fn is_in_subset(&self) -> bool
fn is_in_subset(&self) -> bool
Checks if
self is actually part of its subset T (and can be converted to it).Source§fn to_subset_unchecked(&self) -> SS
fn to_subset_unchecked(&self) -> SS
Use with care! Same as
self.to_subset but without any property checks. Always succeeds.Source§fn from_subset(element: &SS) -> SP
fn from_subset(element: &SS) -> SP
The inclusion map: converts
self to the equivalent element of its superset.