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> UnsafeUnpin for AutoTuner<F>
impl<F> UnwindSafe for AutoTuner<F>where
F: UnwindSafe,
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T: ?Sized,
impl<T> BorrowMut<T> for Twhere
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