pub struct AutoTuner<F: Float> { /* private fields */ }Expand description
Main hyperparameter tuning engine for clustering algorithms
Implementations§
Source§impl<F: Float + FromPrimitive + Debug + 'static + Sum + Display + Send + Sync + ScalarOperand + AddAssign + SubAssign + MulAssign + DivAssign + RemAssign + PartialOrd> AutoTuner<F>
impl<F: Float + FromPrimitive + Debug + 'static + Sum + Display + Send + Sync + ScalarOperand + AddAssign + SubAssign + MulAssign + DivAssign + RemAssign + PartialOrd> AutoTuner<F>
Sourcepub fn new(config: TuningConfig) -> Self
pub fn new(config: TuningConfig) -> Self
Create a new auto tuner with specified configuration
Sourcepub fn tune_kmeans(
&self,
data: ArrayView2<'_, F>,
search_space: SearchSpace,
) -> Result<TuningResult>
pub fn tune_kmeans( &self, data: ArrayView2<'_, F>, search_space: SearchSpace, ) -> Result<TuningResult>
Tune K-means hyperparameters
Sourcepub fn tune_dbscan(
&self,
data: ArrayView2<'_, F>,
search_space: SearchSpace,
) -> Result<TuningResult>
pub fn tune_dbscan( &self, data: ArrayView2<'_, F>, search_space: SearchSpace, ) -> Result<TuningResult>
Tune DBSCAN hyperparameters
Sourcepub fn tune_optics(
&self,
data: ArrayView2<'_, F>,
search_space: SearchSpace,
) -> Result<TuningResult>
pub fn tune_optics( &self, data: ArrayView2<'_, F>, search_space: SearchSpace, ) -> Result<TuningResult>
Tune OPTICS hyperparameters
Sourcepub fn tune_spectral(
&self,
data: ArrayView2<'_, F>,
search_space: SearchSpace,
) -> Result<TuningResult>
pub fn tune_spectral( &self, data: ArrayView2<'_, F>, search_space: SearchSpace, ) -> Result<TuningResult>
Tune Spectral clustering hyperparameters
Sourcepub fn tune_affinity_propagation(
&self,
data: ArrayView2<'_, F>,
search_space: SearchSpace,
) -> Result<TuningResult>
pub fn tune_affinity_propagation( &self, data: ArrayView2<'_, F>, search_space: SearchSpace, ) -> Result<TuningResult>
Tune Affinity Propagation hyperparameters
Sourcepub fn tune_birch(
&self,
data: ArrayView2<'_, F>,
search_space: SearchSpace,
) -> Result<TuningResult>
pub fn tune_birch( &self, data: ArrayView2<'_, F>, search_space: SearchSpace, ) -> Result<TuningResult>
Tune BIRCH hyperparameters
Sourcepub fn tune_gmm(
&self,
data: ArrayView2<'_, F>,
search_space: SearchSpace,
) -> Result<TuningResult>
pub fn tune_gmm( &self, data: ArrayView2<'_, F>, search_space: SearchSpace, ) -> Result<TuningResult>
Tune GMM hyperparameters
Auto Trait Implementations§
impl<F> Freeze for AutoTuner<F>
impl<F> RefUnwindSafe for AutoTuner<F>where
F: RefUnwindSafe,
impl<F> Send for AutoTuner<F>where
F: Send,
impl<F> Sync for AutoTuner<F>where
F: Sync,
impl<F> Unpin for AutoTuner<F>where
F: Unpin,
impl<F> UnwindSafe for AutoTuner<F>where
F: UnwindSafe,
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.