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December 23, 2025 16:49
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Pure Rust SVD computation with faer
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| //! ```cargo | |
| //! [dependencies] | |
| //! faer = "0.23" | |
| //! ``` | |
| use faer::prelude::*; | |
| use faer::linalg::solvers::Svd; | |
| fn main() -> Result<(), faer::linalg::solvers::SvdError> { | |
| // 3×2 example matrix | |
| let a = mat![ | |
| [1.0, 2.0], | |
| [3.0, 4.0], | |
| [5.0, 6.0], | |
| ]; | |
| println!("Original matrix A:"); | |
| print_mat_ref(a.as_ref()); | |
| // Compute full SVD | |
| let svd = Svd::new(a.as_ref())?; | |
| let u = svd.U(); | |
| let s = svd.S(); | |
| let vt = svd.V(); | |
| println!("\nSingular values (Σ):"); | |
| let s_col = s.column_vector(); | |
| for val in s_col.iter() { | |
| println!("{:8.4}", val); | |
| } | |
| println!("\nU matrix:"); | |
| print_mat_ref(u); | |
| println!("\nV^T matrix:"); | |
| print_mat_ref(vt); | |
| Ok(()) | |
| } | |
| /// Print function for MatRef | |
| fn print_mat_ref(mat: MatRef<'_, f64>) { | |
| let (rows, cols) = mat.shape(); | |
| for i in 0..rows { | |
| for j in 0..cols { | |
| print!("{:8.4} ", mat[(i, j)]); | |
| } | |
| println!(); | |
| } | |
| } |
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