tiny_solver/linear/
sparse_qr.rs1use super::sparse::SparseLinearSolver;
2use faer::prelude::{SpSolver, SpSolverLstsq};
3use faer::sparse::linalg::solvers;
4
5#[derive(Debug, Clone)]
6pub struct SparseQRSolver {
7 symbolic_pattern: Option<solvers::SymbolicQr<usize>>,
8}
9
10impl SparseQRSolver {
11 pub fn new() -> Self {
12 SparseQRSolver {
13 symbolic_pattern: None,
14 }
15 }
16}
17impl Default for SparseQRSolver {
18 fn default() -> Self {
19 Self::new()
20 }
21}
22impl SparseLinearSolver for SparseQRSolver {
23 fn solve(
24 &mut self,
25 residuals: &faer::Mat<f64>,
26 jacobians: &faer::sparse::SparseColMat<usize, f64>,
27 ) -> Option<faer::Mat<f64>> {
28 if self.symbolic_pattern.is_none() {
29 self.symbolic_pattern =
30 Some(solvers::SymbolicQr::try_new(jacobians.symbolic()).unwrap());
31 }
32
33 let sym = self.symbolic_pattern.as_ref().unwrap();
34 if let Ok(qr) = solvers::Qr::try_new_with_symbolic(sym.clone(), jacobians.as_ref()) {
35 let dx = qr.solve_lstsq(-residuals);
36 Some(dx)
37 } else {
38 None
39 }
40 }
41
42 fn solve_jtj(
43 &mut self,
44 jtr: &faer::Mat<f64>,
45 jtj: &faer::sparse::SparseColMat<usize, f64>,
46 ) -> Option<faer::Mat<f64>> {
47 if self.symbolic_pattern.is_none() {
48 self.symbolic_pattern = Some(solvers::SymbolicQr::try_new(jtj.symbolic()).unwrap());
49 }
50
51 let sym = self.symbolic_pattern.as_ref().unwrap();
52 if let Ok(qr) = solvers::Qr::try_new_with_symbolic(sym.clone(), jtj.as_ref()) {
53 let dx = qr.solve(-jtr);
54 Some(dx)
55 } else {
56 None
57 }
58 }
59}