pub struct QSVM { /* private fields */ }Expand description
Quantum Support Vector Machine classifier
Implementations§
Source§impl QSVM
impl QSVM
Sourcepub fn new(params: QSVMParams) -> Self
pub fn new(params: QSVMParams) -> Self
Create a new QSVM classifier
Sourcepub fn fit(&mut self, x: &Array2<f64>, y: &Array1<i32>) -> Result<(), String>
pub fn fit(&mut self, x: &Array2<f64>, y: &Array1<i32>) -> Result<(), String>
Train the QSVM using SMO (Sequential Minimal Optimization)
Sourcepub fn predict(&self, x: &Array2<f64>) -> Result<Array1<i32>, String>
pub fn predict(&self, x: &Array2<f64>) -> Result<Array1<i32>, String>
Predict labels for new data
Sourcepub fn decision_function(&self, x: &Array2<f64>) -> Result<Array1<f64>, String>
pub fn decision_function(&self, x: &Array2<f64>) -> Result<Array1<f64>, String>
Get decision function values
Sourcepub fn n_support_vectors(&self) -> usize
pub fn n_support_vectors(&self) -> usize
Get the number of support vectors
Auto Trait Implementations§
impl Freeze for QSVM
impl RefUnwindSafe for QSVM
impl Send for QSVM
impl Sync for QSVM
impl Unpin for QSVM
impl UnwindSafe for QSVM
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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
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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>
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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>
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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
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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.