Struct linfa_svm::hyperparams::SvmValidParams
source · pub struct SvmValidParams<F: Float, T> { /* private fields */ }
Expand description
SVM Hyperparameters
The SVM fitting process can be controlled in different ways. For classification the C and Nu
parameters control the ratio of support vectors and accuracy, eps controls the required
precision. After setting the desired parameters a model can be fitted by calling fit
.
You can specify the expected return type with the turbofish syntax. If you want to enable Platt-Scaling for proper probability values, then use:
use linfa_svm::Svm;
use linfa::dataset::Pr;
let model = Svm::<f64, Pr>::params();
or bool
if you only wants to know the binary decision:
use linfa_svm::Svm;
let model = Svm::<f64, bool>::params();
Example
ⓘ
use linfa_svm::Svm;
let model = Svm::<_, bool>::params()
.eps(0.1f64)
.shrinking(true)
.nu_weight(0.1)
.fit(&dataset);
Implementations§
source§impl<F: Float, T> SvmValidParams<F, T>
impl<F: Float, T> SvmValidParams<F, T>
pub fn c(&self) -> Option<(F, F)>
pub fn nu(&self) -> Option<(F, F)>
pub fn solver_params(&self) -> &SolverParams<F>
pub fn kernel_params(&self) -> &KernelParams<F>
pub fn platt_params(&self) -> &PlattParams<F, ()>
Trait Implementations§
source§impl<F: Clone + Float, T: Clone> Clone for SvmValidParams<F, T>
impl<F: Clone + Float, T: Clone> Clone for SvmValidParams<F, T>
source§fn clone(&self) -> SvmValidParams<F, T>
fn clone(&self) -> SvmValidParams<F, T>
Returns a copy of the value. Read more
1.0.0 · source§fn clone_from(&mut self, source: &Self)
fn clone_from(&mut self, source: &Self)
Performs copy-assignment from
source
. Read moresource§impl<F: Float> Fit<ArrayBase<OwnedRepr<F>, Dim<[usize; 2]>>, ArrayBase<OwnedRepr<()>, Dim<[usize; 1]>>, SvmError> for SvmValidParams<F, Pr>
impl<F: Float> Fit<ArrayBase<OwnedRepr<F>, Dim<[usize; 2]>>, ArrayBase<OwnedRepr<()>, Dim<[usize; 1]>>, SvmError> for SvmValidParams<F, Pr>
source§impl<F: Float> Fit<ArrayBase<OwnedRepr<F>, Dim<[usize; 2]>>, ArrayBase<OwnedRepr<()>, Dim<[usize; 2]>>, SvmError> for SvmValidParams<F, Pr>
impl<F: Float> Fit<ArrayBase<OwnedRepr<F>, Dim<[usize; 2]>>, ArrayBase<OwnedRepr<()>, Dim<[usize; 2]>>, SvmError> for SvmValidParams<F, Pr>
source§impl<F: Float> Fit<ArrayBase<OwnedRepr<F>, Dim<[usize; 2]>>, ArrayBase<OwnedRepr<bool>, Dim<[usize; 1]>>, SvmError> for SvmValidParams<F, Pr>
impl<F: Float> Fit<ArrayBase<OwnedRepr<F>, Dim<[usize; 2]>>, ArrayBase<OwnedRepr<bool>, Dim<[usize; 1]>>, SvmError> for SvmValidParams<F, Pr>
source§impl<F: Float> Fit<ArrayBase<OwnedRepr<F>, Dim<[usize; 2]>>, ArrayBase<OwnedRepr<bool>, Dim<[usize; 1]>>, SvmError> for SvmValidParams<F, bool>
impl<F: Float> Fit<ArrayBase<OwnedRepr<F>, Dim<[usize; 2]>>, ArrayBase<OwnedRepr<bool>, Dim<[usize; 1]>>, SvmError> for SvmValidParams<F, bool>
source§impl<F: Float> Fit<ArrayBase<OwnedRepr<F>, Dim<[usize; 2]>>, CountedTargets<(), ArrayBase<OwnedRepr<()>, Dim<[usize; 1]>>>, SvmError> for SvmValidParams<F, Pr>
impl<F: Float> Fit<ArrayBase<OwnedRepr<F>, Dim<[usize; 2]>>, CountedTargets<(), ArrayBase<OwnedRepr<()>, Dim<[usize; 1]>>>, SvmError> for SvmValidParams<F, Pr>
source§impl<F: Float> Fit<ArrayBase<OwnedRepr<F>, Dim<[usize; 2]>>, CountedTargets<(), ArrayBase<OwnedRepr<()>, Dim<[usize; 2]>>>, SvmError> for SvmValidParams<F, Pr>
impl<F: Float> Fit<ArrayBase<OwnedRepr<F>, Dim<[usize; 2]>>, CountedTargets<(), ArrayBase<OwnedRepr<()>, Dim<[usize; 2]>>>, SvmError> for SvmValidParams<F, Pr>
source§impl<F: Float> Fit<ArrayBase<OwnedRepr<F>, Dim<[usize; 2]>>, CountedTargets<(), ArrayBase<ViewRepr<&()>, Dim<[usize; 1]>>>, SvmError> for SvmValidParams<F, Pr>
impl<F: Float> Fit<ArrayBase<OwnedRepr<F>, Dim<[usize; 2]>>, CountedTargets<(), ArrayBase<ViewRepr<&()>, Dim<[usize; 1]>>>, SvmError> for SvmValidParams<F, Pr>
type Object = Svm<F, bool>
fn fit( &self, dataset: &DatasetBase<Array2<F>, CountedTargets<(), ArrayView1<'_, ()>>> ) -> Result<Self::Object>
source§impl<F: Float> Fit<ArrayBase<OwnedRepr<F>, Dim<[usize; 2]>>, CountedTargets<(), ArrayBase<ViewRepr<&()>, Dim<[usize; 2]>>>, SvmError> for SvmValidParams<F, Pr>
impl<F: Float> Fit<ArrayBase<OwnedRepr<F>, Dim<[usize; 2]>>, CountedTargets<(), ArrayBase<ViewRepr<&()>, Dim<[usize; 2]>>>, SvmError> for SvmValidParams<F, Pr>
type Object = Svm<F, bool>
fn fit( &self, dataset: &DatasetBase<Array2<F>, CountedTargets<(), ArrayView2<'_, ()>>> ) -> Result<Self::Object>
source§impl<F: Float> Fit<ArrayBase<OwnedRepr<F>, Dim<[usize; 2]>>, CountedTargets<bool, ArrayBase<OwnedRepr<bool>, Dim<[usize; 1]>>>, SvmError> for SvmValidParams<F, Pr>
impl<F: Float> Fit<ArrayBase<OwnedRepr<F>, Dim<[usize; 2]>>, CountedTargets<bool, ArrayBase<OwnedRepr<bool>, Dim<[usize; 1]>>>, SvmError> for SvmValidParams<F, Pr>
source§impl<F: Float> Fit<ArrayBase<OwnedRepr<F>, Dim<[usize; 2]>>, CountedTargets<bool, ArrayBase<OwnedRepr<bool>, Dim<[usize; 1]>>>, SvmError> for SvmValidParams<F, bool>
impl<F: Float> Fit<ArrayBase<OwnedRepr<F>, Dim<[usize; 2]>>, CountedTargets<bool, ArrayBase<OwnedRepr<bool>, Dim<[usize; 1]>>>, SvmError> for SvmValidParams<F, bool>
source§impl Fit<ArrayBase<OwnedRepr<f32>, Dim<[usize; 2]>>, ArrayBase<OwnedRepr<f32>, Dim<[usize; 1]>>, SvmError> for SvmValidParams<f32, f32>
impl Fit<ArrayBase<OwnedRepr<f32>, Dim<[usize; 2]>>, ArrayBase<OwnedRepr<f32>, Dim<[usize; 1]>>, SvmError> for SvmValidParams<f32, f32>
source§impl Fit<ArrayBase<OwnedRepr<f64>, Dim<[usize; 2]>>, ArrayBase<OwnedRepr<f64>, Dim<[usize; 1]>>, SvmError> for SvmValidParams<f64, f64>
impl Fit<ArrayBase<OwnedRepr<f64>, Dim<[usize; 2]>>, ArrayBase<OwnedRepr<f64>, Dim<[usize; 1]>>, SvmError> for SvmValidParams<f64, f64>
source§impl<F: Float> Fit<ArrayBase<ViewRepr<&F>, Dim<[usize; 2]>>, ArrayBase<ViewRepr<&()>, Dim<[usize; 1]>>, SvmError> for SvmValidParams<F, Pr>
impl<F: Float> Fit<ArrayBase<ViewRepr<&F>, Dim<[usize; 2]>>, ArrayBase<ViewRepr<&()>, Dim<[usize; 1]>>, SvmError> for SvmValidParams<F, Pr>
type Object = Svm<F, bool>
fn fit( &self, dataset: &DatasetBase<ArrayView2<'_, F>, ArrayView1<'_, ()>> ) -> Result<Self::Object>
source§impl<F: Float> Fit<ArrayBase<ViewRepr<&F>, Dim<[usize; 2]>>, ArrayBase<ViewRepr<&()>, Dim<[usize; 2]>>, SvmError> for SvmValidParams<F, Pr>
impl<F: Float> Fit<ArrayBase<ViewRepr<&F>, Dim<[usize; 2]>>, ArrayBase<ViewRepr<&()>, Dim<[usize; 2]>>, SvmError> for SvmValidParams<F, Pr>
type Object = Svm<F, bool>
fn fit( &self, dataset: &DatasetBase<ArrayView2<'_, F>, ArrayView2<'_, ()>> ) -> Result<Self::Object>
source§impl<F: Float> Fit<ArrayBase<ViewRepr<&F>, Dim<[usize; 2]>>, ArrayBase<ViewRepr<&bool>, Dim<[usize; 1]>>, SvmError> for SvmValidParams<F, Pr>
impl<F: Float> Fit<ArrayBase<ViewRepr<&F>, Dim<[usize; 2]>>, ArrayBase<ViewRepr<&bool>, Dim<[usize; 1]>>, SvmError> for SvmValidParams<F, Pr>
type Object = Svm<F, Pr>
fn fit( &self, dataset: &DatasetBase<ArrayView2<'_, F>, ArrayView1<'_, bool>> ) -> Result<Self::Object>
source§impl<F: Float> Fit<ArrayBase<ViewRepr<&F>, Dim<[usize; 2]>>, ArrayBase<ViewRepr<&bool>, Dim<[usize; 1]>>, SvmError> for SvmValidParams<F, bool>
impl<F: Float> Fit<ArrayBase<ViewRepr<&F>, Dim<[usize; 2]>>, ArrayBase<ViewRepr<&bool>, Dim<[usize; 1]>>, SvmError> for SvmValidParams<F, bool>
type Object = Svm<F, bool>
fn fit( &self, dataset: &DatasetBase<ArrayView2<'_, F>, ArrayView1<'_, bool>> ) -> Result<Self::Object>
source§impl<F: Float> Fit<ArrayBase<ViewRepr<&F>, Dim<[usize; 2]>>, CountedTargets<bool, ArrayBase<OwnedRepr<bool>, Dim<[usize; 1]>>>, SvmError> for SvmValidParams<F, Pr>
impl<F: Float> Fit<ArrayBase<ViewRepr<&F>, Dim<[usize; 2]>>, CountedTargets<bool, ArrayBase<OwnedRepr<bool>, Dim<[usize; 1]>>>, SvmError> for SvmValidParams<F, Pr>
type Object = Svm<F, Pr>
fn fit( &self, dataset: &DatasetBase<ArrayView2<'_, F>, CountedTargets<bool, Array1<bool>>> ) -> Result<Self::Object>
source§impl<F: Float> Fit<ArrayBase<ViewRepr<&F>, Dim<[usize; 2]>>, CountedTargets<bool, ArrayBase<OwnedRepr<bool>, Dim<[usize; 1]>>>, SvmError> for SvmValidParams<F, bool>
impl<F: Float> Fit<ArrayBase<ViewRepr<&F>, Dim<[usize; 2]>>, CountedTargets<bool, ArrayBase<OwnedRepr<bool>, Dim<[usize; 1]>>>, SvmError> for SvmValidParams<F, bool>
type Object = Svm<F, bool>
fn fit( &self, dataset: &DatasetBase<ArrayView2<'_, F>, CountedTargets<bool, Array1<bool>>> ) -> Result<Self::Object>
source§impl<F: Float> Fit<ArrayBase<ViewRepr<&F>, Dim<[usize; 2]>>, CountedTargets<bool, ArrayBase<ViewRepr<&bool>, Dim<[usize; 1]>>>, SvmError> for SvmValidParams<F, Pr>
impl<F: Float> Fit<ArrayBase<ViewRepr<&F>, Dim<[usize; 2]>>, CountedTargets<bool, ArrayBase<ViewRepr<&bool>, Dim<[usize; 1]>>>, SvmError> for SvmValidParams<F, Pr>
type Object = Svm<F, Pr>
fn fit( &self, dataset: &DatasetBase<ArrayView2<'_, F>, CountedTargets<bool, ArrayView1<'_, bool>>> ) -> Result<Self::Object>
source§impl<F: Float> Fit<ArrayBase<ViewRepr<&F>, Dim<[usize; 2]>>, CountedTargets<bool, ArrayBase<ViewRepr<&bool>, Dim<[usize; 1]>>>, SvmError> for SvmValidParams<F, bool>
impl<F: Float> Fit<ArrayBase<ViewRepr<&F>, Dim<[usize; 2]>>, CountedTargets<bool, ArrayBase<ViewRepr<&bool>, Dim<[usize; 1]>>>, SvmError> for SvmValidParams<F, bool>
type Object = Svm<F, bool>
fn fit( &self, dataset: &DatasetBase<ArrayView2<'_, F>, CountedTargets<bool, ArrayView1<'_, bool>>> ) -> Result<Self::Object>
source§impl Fit<ArrayBase<ViewRepr<&f32>, Dim<[usize; 2]>>, ArrayBase<ViewRepr<&f32>, Dim<[usize; 1]>>, SvmError> for SvmValidParams<f32, f32>
impl Fit<ArrayBase<ViewRepr<&f32>, Dim<[usize; 2]>>, ArrayBase<ViewRepr<&f32>, Dim<[usize; 1]>>, SvmError> for SvmValidParams<f32, f32>
type Object = Svm<f32, f32>
fn fit( &self, dataset: &DatasetBase<ArrayView2<'_, f32>, ArrayView1<'_, f32>> ) -> Result<Self::Object>
source§impl Fit<ArrayBase<ViewRepr<&f64>, Dim<[usize; 2]>>, ArrayBase<ViewRepr<&f64>, Dim<[usize; 1]>>, SvmError> for SvmValidParams<f64, f64>
impl Fit<ArrayBase<ViewRepr<&f64>, Dim<[usize; 2]>>, ArrayBase<ViewRepr<&f64>, Dim<[usize; 1]>>, SvmError> for SvmValidParams<f64, f64>
type Object = Svm<f64, f64>
fn fit( &self, dataset: &DatasetBase<ArrayView2<'_, f64>, ArrayView1<'_, f64>> ) -> Result<Self::Object>
source§impl<F: PartialEq + Float, T: PartialEq> PartialEq for SvmValidParams<F, T>
impl<F: PartialEq + Float, T: PartialEq> PartialEq for SvmValidParams<F, T>
source§fn eq(&self, other: &SvmValidParams<F, T>) -> bool
fn eq(&self, other: &SvmValidParams<F, T>) -> bool
This method tests for
self
and other
values to be equal, and is used
by ==
.impl<F: Float, T> StructuralPartialEq for SvmValidParams<F, T>
Auto Trait Implementations§
impl<F, T> RefUnwindSafe for SvmValidParams<F, T>where F: RefUnwindSafe, T: RefUnwindSafe,
impl<F, T> Send for SvmValidParams<F, T>where T: Send,
impl<F, T> Sync for SvmValidParams<F, T>where T: Sync,
impl<F, T> Unpin for SvmValidParams<F, T>where T: Unpin,
impl<F, T> UnwindSafe for SvmValidParams<F, T>where F: UnwindSafe, T: 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