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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();
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);
}
}