nalgebra/nalgebra-lapack/tests/linalg/cholesky.rs
2022-10-30 17:22:08 +01:00

91 lines
2.8 KiB
Rust

use std::cmp;
use na::{DMatrix, DVector, Matrix4x3, Vector4};
use nl::Cholesky;
use crate::proptest::*;
use proptest::{prop_assert, proptest};
proptest! {
#[test]
fn cholesky(m in dmatrix()) {
let m = &m * m.transpose();
if let Some(chol) = Cholesky::new(m.clone()) {
let l = chol.unpack();
let reconstructed_m = &l * l.transpose();
prop_assert!(relative_eq!(reconstructed_m, m, epsilon = 1.0e-7));
}
}
#[test]
fn cholesky_static(m in matrix3()) {
let m = &m * m.transpose();
if let Some(chol) = Cholesky::new(m) {
let l = chol.unpack();
let reconstructed_m = &l * l.transpose();
prop_assert!(relative_eq!(reconstructed_m, m, epsilon = 1.0e-7))
}
}
#[test]
fn cholesky_solve(n in PROPTEST_MATRIX_DIM, nb in PROPTEST_MATRIX_DIM) {
let n = cmp::min(n, 15); // To avoid slowing down the test too much.
let nb = cmp::min(nb, 15); // To avoid slowing down the test too much.
let m = DMatrix::<f64>::new_random(n, n);
let m = &m * m.transpose();
if let Some(chol) = Cholesky::new(m.clone()) {
let b1 = DVector::new_random(n);
let b2 = DMatrix::new_random(n, nb);
let sol1 = chol.solve(&b1).unwrap();
let sol2 = chol.solve(&b2).unwrap();
prop_assert!(relative_eq!(&m * sol1, b1, epsilon = 1.0e-6));
prop_assert!(relative_eq!(&m * sol2, b2, epsilon = 1.0e-6));
}
}
#[test]
fn cholesky_solve_static(m in matrix4()) {
let m = &m * m.transpose();
if let Some(chol) = Cholesky::new(m) {
let b1 = Vector4::new_random();
let b2 = Matrix4x3::new_random();
let sol1 = chol.solve(&b1).unwrap();
let sol2 = chol.solve(&b2).unwrap();
prop_assert!(relative_eq!(m * sol1, b1, epsilon = 1.0e-4));
prop_assert!(relative_eq!(m * sol2, b2, epsilon = 1.0e-4));
}
}
#[test]
fn cholesky_inverse(n in PROPTEST_MATRIX_DIM) {
let n = cmp::min(n, 15); // To avoid slowing down the test too much.
let m = DMatrix::<f64>::new_random(n, n);
let m = &m * m.transpose();
if let Some(m1) = Cholesky::new(m.clone()).unwrap().inverse() {
let id1 = &m * &m1;
let id2 = &m1 * &m;
prop_assert!(id1.is_identity(1.0e-6) && id2.is_identity(1.0e-6));
}
}
#[test]
fn cholesky_inverse_static(m in matrix4()) {
let m = m * m.transpose();
if let Some(m1) = Cholesky::new(m.clone()).unwrap().inverse() {
let id1 = &m * &m1;
let id2 = &m1 * &m;
prop_assert!(id1.is_identity(1.0e-4) && id2.is_identity(1.0e-4))
}
}
}