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Lu

Struct Lu 

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pub struct Lu<T> { /* private fields */ }
Expand description

The LU decomposition P·A = L·U of an m × n matrix, by Gaussian elimination with partial pivoting: P a permutation, L of m × min(m, n) lower triangular with ones on its diagonal, U of min(m, n) × n upper triangular. From Matrix::lu.

§Examples

use a::math::matrix::Matrix;

let a = Matrix::from_rows(&[[2.0, 1.0], [4.0, 3.0]]);
let lu = a.lu();
// The larger first column's element is the pivot: the rows are swapped.
assert_eq!(lu.permutation(), [1, 0]);
assert_eq!(lu.l(), Matrix::from_rows(&[[1.0, 0.0], [0.5, 1.0]]));
assert_eq!(lu.u(), Matrix::from_rows(&[[4.0, 3.0], [0.0, -0.5]]));
assert_eq!(&lu.p() * &a, &lu.l() * &lu.u());
assert_eq!(lu.det(), 2.0);
let x = lu.solve(&Matrix::from_rows(&[[3.0], [7.0]])).unwrap();
assert_eq!(x, Matrix::from_rows(&[[1.0], [1.0]]));

Implementations§

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impl<T: Scalar> Lu<T>

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pub fn l(&self) -> Matrix<T>

L, m × min(m, n), lower triangular with ones on the diagonal.

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pub fn u(&self) -> Matrix<T>

U, min(m, n) × n, upper triangular.

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pub fn p(&self) -> Matrix<T>

P, the m × m permutation matrix with P·A = L·U.

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pub fn permutation(&self) -> &[usize]

The permutation: row i of P·A is row permutation()[i] of A.

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pub fn is_singular(&self) -> bool

Whether a pivot is zero, which for a square matrix makes it singular.

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pub fn det(&self) -> T

The determinant of the square matrix: the product of the pivots, negated for an odd permutation.

§Panics

Panics if the matrix is not square.

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pub fn solve(&self, b: &Matrix<T>) -> Option<Matrix<T>>

The solution X of A·X = B for the square matrix, or None when it is singular.

§Panics

Panics if the matrix is not square, or B has not as many rows.

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pub fn inverse(&self) -> Option<Matrix<T>>

The inverse of the square matrix, or None when it is singular.

§Panics

Panics if the matrix is not square.

Trait Implementations§

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impl<T: Clone> Clone for Lu<T>

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fn clone(&self) -> Self

Returns a duplicate of the value. Read more
1.0.0 (const: unstable) · Source§

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

Performs copy-assignment from source. Read more
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impl<T: Debug> Debug for Lu<T>

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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<T> Freeze for Lu<T>
where Matrix<T>: Freeze,

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impl<T> RefUnwindSafe for Lu<T>

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impl<T> Send for Lu<T>
where Matrix<T>: Send,

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impl<T> Sync for Lu<T>
where Matrix<T>: Sync,

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impl<T> Unpin for Lu<T>
where Matrix<T>: Unpin,

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impl<T> UnsafeUnpin for Lu<T>
where Matrix<T>: UnsafeUnpin,

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impl<T> UnwindSafe for Lu<T>
where Matrix<T>: UnwindSafe,

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 = !

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

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.