quantrs2_anneal::quantum_machine_learning

Struct QuantumKernelMethod

pub struct QuantumKernelMethod {
    pub feature_map: QuantumFeatureMap,
    pub training_data: Vec<(Vec<f64>, f64)>,
    pub kernel_matrix: Vec<Vec<f64>>,
    pub support_vectors: Vec<usize>,
    pub method_type: KernelMethodType,
}

Expand description

Quantum Kernel Methods for classification and regression

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§feature_map: QuantumFeatureMap

Feature map for kernel computation

§training_data: Vec<(Vec<f64>, f64)>

Training data

§kernel_matrix: Vec<Vec<f64>>

Kernel matrix

§support_vectors: Vec<usize>

Support vectors

§method_type: KernelMethodType

Kernel method type

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impl QuantumKernelMethod

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pub const fn new( feature_map: QuantumFeatureMap, method_type: KernelMethodType, ) -> Self

Create a new quantum kernel method

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pub fn quantum_kernel(&self, x1: &[f64], x2: &[f64]) -> QmlResult<f64>

Compute quantum kernel between two data points

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pub fn train(&mut self, training_data: Vec<(Vec<f64>, f64)>) -> QmlResult<()>

Train the kernel method

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pub fn predict(&self, x: &[f64]) -> QmlResult<f64>

Make prediction for new data point

Trait Implementations§

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impl Clone for QuantumKernelMethod

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fn clone(&self) -> QuantumKernelMethod

Returns a duplicate of the value. Read more

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fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source. Read more

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impl Debug for QuantumKernelMethod

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fn fmt(&self, f: &mut Formatter<'_>) -> Result

Formats the value using the given formatter. Read more

Auto Trait Implementations§

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impl UnwindSafe for QuantumKernelMethod

Blanket Implementations§

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impl<T> Any for T
where T: 'static + ?Sized,

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fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more

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impl<T> Borrow<T> for T
where T: ?Sized,

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fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more

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impl<T> BorrowMut<T> for T
where T: ?Sized,

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fn borrow_mut(&mut self) -> &mut T

Mutably borrows from an owned value. Read more

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impl<T> CloneToUninit for T
where T: Clone,

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unsafe fn clone_to_uninit(&self, dest: *mut u8)

🔬This is a nightly-only experimental API. (clone_to_uninit)

Performs copy-assignment from self to dest. Read more

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impl<T> DynClone for T
where T: Clone,

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fn __clone_box(&self, _: Private) -> *mut ()

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impl<T> From<T> for T

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fn from(t: T) -> T

Returns the argument unchanged.

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impl<T, U> Into for T
where U: From<T>,

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fn into(self) -> U

Calls U::from(self).

That is, this conversion is whatever the implementation of From<T> for U chooses to do.

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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> otherwise. Read more

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fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
where F: FnOnce(&Self) -> bool,

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 more

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