SpectralDecomposition

Struct SpectralDecomposition 

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pub struct SpectralDecomposition<const P: usize, const Q: usize, const R: usize> { /* private fields */ }
Expand description

Spectral decomposition of a self-adjoint operator.

For a self-adjoint operator T, the spectral decomposition is: T = Σᵢ λᵢ Pᵢ

where λᵢ are eigenvalues and Pᵢ are orthogonal projections onto the corresponding eigenspaces.

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impl<const P: usize, const Q: usize, const R: usize> SpectralDecomposition<P, Q, R>

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pub fn new(eigenpairs: Vec<Eigenpair<Multivector<P, Q, R>>>) -> Self

Create a new spectral decomposition from eigenpairs.

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pub fn eigenpairs(&self) -> &[Eigenpair<Multivector<P, Q, R>>]

Get the eigenpairs.

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pub fn eigenvalues(&self) -> Vec<Eigenvalue>

Get the eigenvalues.

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pub fn eigenvectors(&self) -> Vec<&Multivector<P, Q, R>>

Get the eigenvectors.

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pub fn is_complete(&self) -> bool

Check if the decomposition is complete.

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pub fn apply(&self, x: &Multivector<P, Q, R>) -> Multivector<P, Q, R>

Apply the operator T = Σᵢ λᵢ |vᵢ⟩⟨vᵢ| to a vector.

Computes Tx = Σᵢ λᵢ ⟨vᵢ, x⟩ vᵢ

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pub fn apply_function<F>( &self, f: F, x: &Multivector<P, Q, R>, ) -> Multivector<P, Q, R>
where F: Fn(f64) -> f64,

Apply a function f to the operator: f(T) = Σᵢ f(λᵢ) |vᵢ⟩⟨vᵢ|.

This is the functional calculus for self-adjoint operators.

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pub fn spectral_radius(&self) -> f64

Compute the spectral radius: max|λᵢ|.

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pub fn condition_number(&self) -> Option<f64>

Compute the condition number (ratio of largest to smallest eigenvalue magnitudes).

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pub fn is_positive_definite(&self) -> bool

Check if the operator is positive definite.

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pub fn is_positive_semidefinite(&self) -> bool

Check if the operator is positive semi-definite.

Trait Implementations§

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impl<const P: usize, const Q: usize, const R: usize> Clone for SpectralDecomposition<P, Q, R>

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fn clone(&self) -> SpectralDecomposition<P, Q, R>

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<const P: usize, const Q: usize, const R: usize> Debug for SpectralDecomposition<P, Q, R>

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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<const P: usize, const Q: usize, const R: usize> Freeze for SpectralDecomposition<P, Q, R>

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impl<const P: usize, const Q: usize, const R: usize> RefUnwindSafe for SpectralDecomposition<P, Q, R>

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impl<const P: usize, const Q: usize, const R: usize> Send for SpectralDecomposition<P, Q, R>

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impl<const P: usize, const Q: usize, const R: usize> Sync for SpectralDecomposition<P, Q, R>

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impl<const P: usize, const Q: usize, const R: usize> Unpin for SpectralDecomposition<P, Q, R>

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impl<const P: usize, const Q: usize, const R: usize> UnwindSafe for SpectralDecomposition<P, Q, R>

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<U> 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> ToOwned for T
where T: Clone,

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type Owned = T

The resulting type after obtaining ownership.
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fn to_owned(&self) -> T

Creates owned data from borrowed data, usually by cloning. Read more
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fn clone_into(&self, target: &mut T)

Uses borrowed data to replace owned data, usually by cloning. Read more
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impl<T, U> TryFrom<U> for T
where U: Into<T>,

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type Error = Infallible

The type returned in the event of a conversion error.
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fn try_from(value: U) -> Result<T, <T as TryFrom<U>>::Error>

Performs the conversion.
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impl<T, U> TryInto<U> for T
where U: TryFrom<T>,

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type Error = <U as TryFrom<T>>::Error

The type returned in the event of a conversion error.
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fn try_into(self) -> Result<U, <U as TryFrom<T>>::Error>

Performs the conversion.
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impl<V, T> VZip<V> for T
where V: MultiLane<T>,

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fn vzip(self) -> V