1
 2
 3
 4
 5
 6
 7
 8
 9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
use crate::matrix::ci::CirculantMatrix;
use crate::{number::c64, Matrix};
use rayon::prelude::*;
use rustfft::FftPlanner;
use std::f64::consts::PI;

impl CirculantMatrix<f64> {
    pub fn cievd(&self) -> (Matrix<c64>, Vec<c64>) {
        let row_elems = self.row_elems();
        let n = row_elems.len();

        let mut fourier_matrix: Matrix<c64> = Matrix::<c64>::new(n, n);
        let omega = c64::new(0.0, 2.0 * PI / (n as f64)).exp();

        // for i in 0..n {
        //     for j in 0..i {
        //         fourier_matrix[i][j] = fourier_matrix[j][i];
        //     }
        //     for j in i..n {
        //         fourier_matrix[i][j] = omega.powi((i * j) as i32);
        //     }
        // }

        fourier_matrix
            .elems_mut()
            .par_iter_mut()
            .enumerate()
            .map(|(k, elem)| ((k / n, k % n), elem))
            .for_each(|((i, j), elem)| {
                *elem = omega.powi((i * j) as i32);
            });

        let mut buffer = row_elems
            .par_iter()
            .map(|&e| c64::new(e, 0.0))
            .collect::<Vec<c64>>();

        let mut planner = FftPlanner::new();
        let fft = planner.plan_fft_forward(n);
        fft.process(&mut buffer);

        (fourier_matrix, buffer)
    }
}

#[cfg(test)]
mod tests {
    use super::*;
    #[test]
    fn it_works() {
        let a = CirculantMatrix::new(vec![1.0, 2.0, 3.0]);
        let diagonalized = a.cievd();

        assert_eq!(diagonalized.1[0].re, 6.0);
    }
}