Struct QuantumNaturalGradient

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pub struct QuantumNaturalGradient {
    pub fisher_information: Array2<f64>,
    pub gradient: Array1<f64>,
    pub regularization: f64,
}

Expand description

Quantum natural gradient implementations

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§fisher_information: Array2<f64>§gradient: Array1<f64>§regularization: f64

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impl QuantumNaturalGradient

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pub fn new(parameter_count: usize, regularization: f64) -> Self

Create a new quantum natural gradient calculator

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pub fn compute_fisher_information( &mut self, circuit_generator: impl Fn(&Array1<f64>) -> Result<Array2<Complex64>, QuantRS2Error>, parameters: &Array1<f64>, state: &Array1<Complex64>, ) -> Result<(), QuantRS2Error>

Compute the quantum Fisher information matrix

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pub fn natural_gradient(&self) -> Result<Array1<f64>, QuantRS2Error>

Compute the natural gradient

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pub fn update_parameters( &self, parameters: &Array1<f64>, learning_rate: f64, ) -> Result<Array1<f64>, QuantRS2Error>

Update parameters using natural gradient descent

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impl Clone for QuantumNaturalGradient

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fn clone(&self) -> QuantumNaturalGradient

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 QuantumNaturalGradient

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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 QuantumNaturalGradient

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> 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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