Merge pull request #1089 from YuhanLiin/fix-svd
Fix SVD instability bug
This commit is contained in:
commit
a46f172fe4
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@ -98,7 +98,7 @@ where
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matrix,
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matrix,
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compute_u,
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compute_u,
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compute_v,
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compute_v,
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T::RealField::default_epsilon(),
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T::RealField::default_epsilon() * crate::convert(5.0),
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0,
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0,
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)
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)
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.unwrap()
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.unwrap()
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@ -888,13 +888,13 @@ fn compute_2x2_uptrig_svd<T: RealField>(
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v_t = Some(csv.clone());
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v_t = Some(csv.clone());
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}
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}
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if compute_u {
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let cu = (m11.scale(csv.c()) + m12 * csv.s()) / v1.clone();
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let cu = (m11.scale(csv.c()) + m12 * csv.s()) / v1.clone();
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let su = (m22 * csv.s()) / v1.clone();
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let su = (m22 * csv.s()) / v1.clone();
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let (csu, sgn_u) = GivensRotation::new(cu, su);
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let (csu, sgn_u) = GivensRotation::new(cu, su);
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v1 *= sgn_u.clone();
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v2 *= sgn_u;
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v1 *= sgn_u.clone();
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if compute_u {
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v2 *= sgn_u;
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u = Some(csu);
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u = Some(csu);
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}
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}
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}
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}
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@ -460,3 +460,42 @@ fn svd_sorted() {
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epsilon = 1.0e-5
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epsilon = 1.0e-5
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);
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);
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}
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}
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#[test]
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// Exercises bug reported in issue #983 of nalgebra (https://github.com/dimforge/nalgebra/issues/983)
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fn svd_regression_issue_983() {
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let m = nalgebra::dmatrix![
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10.74785316637712f64, -5.994983325167452, -6.064492921857296;
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-4.149751381521569, 20.654504205822462, -4.470436210703133;
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-22.772715014220207, -1.4554372570788008, 18.108113992170573
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]
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.transpose();
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let svd1 = m.clone().svd(true, true);
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let svd2 = m.clone().svd(false, true);
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let svd3 = m.clone().svd(true, false);
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let svd4 = m.svd(false, false);
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assert_relative_eq!(svd1.singular_values, svd2.singular_values, epsilon = 1e-9);
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assert_relative_eq!(svd1.singular_values, svd3.singular_values, epsilon = 1e-9);
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assert_relative_eq!(svd1.singular_values, svd4.singular_values, epsilon = 1e-9);
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assert_relative_eq!(
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svd1.singular_values,
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nalgebra::dvector![3.16188022e+01, 2.23811978e+01, 0.],
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epsilon = 1e-6
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);
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}
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#[test]
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// Exercises bug reported in issue #1072 of nalgebra (https://github.com/dimforge/nalgebra/issues/1072)
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fn svd_regression_issue_1072() {
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let x = nalgebra::dmatrix![-6.206610118536945f64, -3.67612186839874; -1.2755730783423473, 6.047238193479124];
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let mut x_svd = x.svd(true, true);
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x_svd.singular_values = nalgebra::dvector![1.0, 0.0];
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let y = x_svd.recompose().unwrap();
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let y_svd = y.svd(true, true);
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assert_relative_eq!(
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y_svd.singular_values,
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nalgebra::dvector![1.0, 0.0],
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epsilon = 1e-9
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);
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}
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