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Add DFT

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arnaucube 3 years ago
commit
56292d9167
3 changed files with 88 additions and 0 deletions
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      .gitignore
  2. +19
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      Cargo.toml
  3. +67
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      src/lib.rs

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.gitignore

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/target
Cargo.lock

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Cargo.toml

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[package]
name = "fft-rs"
version = "0.1.0"
authors = ["arnaucube <root@arnaucube.com>"]
edition = "2018"
# See more keys and their definitions at https://doc.rust-lang.org/cargo/reference/manifest.html
[dependencies]
rand = "0.7.3"
num = "0.3.0"
num-complex= "0.3"
[dev-dependencies]
criterion = "0.3"
[[bench]]
name = "bench_fft"
harness = false

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src/lib.rs

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use num::complex::{Complex, Complex64};
use std::f64::consts::PI;
// dft computes the Discrete Fourier Transform
pub fn dft(x: &Vec<f64>) -> Vec<Complex64> {
let mut x_compl: Vec<Complex64> = vec![Complex::new(0_f64, 0_f64); x.len()];
for i in 0..x.len() {
x_compl[i] = Complex::new(x[i], 0_f64);
}
let mut w = Complex::new(0_f64, -2_f64 * PI / x.len() as f64);
// f_k = SUM{n=0, N-1} f_n * e^(-j2pi*k*n)/N
// https://en.wikipedia.org/wiki/Discrete_Fourier_transform
let mut f: Vec<Vec<Complex64>> = Vec::new();
for i in 0..x.len() {
let mut f_k: Vec<Complex64> = Vec::new();
for j in 0..x.len() {
let i_compl = Complex::new(0_f64, i as f64);
let j_compl = Complex::new(0_f64, j as f64);
let fe = (w * i_compl * j_compl).exp();
f_k.push(fe);
}
f.push(f_k.clone());
}
let r = mul_vv(f, x_compl);
r
}
// mul_vv multiplies a Matrix by a Vector
fn mul_vv(a: Vec<Vec<Complex64>>, b: Vec<Complex64>) -> Vec<Complex64> {
if a[0].len() != a.len() {
panic!("err b[0].len():{:?} != b.len():{:?}", a[0].len(), a.len());
}
if a.len() != b.len() {
panic!("err a.len():{:?} != b.len():{:?}", a.len(), b.len());
}
let rows = a.len();
let cols = a.len();
let mut c: Vec<Complex64> = vec![Complex::new(0_f64, 0_f64); cols];
for i in 0..rows {
for j in 0..cols {
c[i] += a[i][j] * b[j];
}
}
c
}
#[cfg(test)]
mod tests {
use super::*;
#[test]
fn test_dft_simple_values() {
let values: Vec<f64> = vec![0.2, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8];
let r = dft(&values);
assert_eq!(r.len(), 8);
assert_eq!(format!("{:.2}", r[0]), "3.70+0.00i");
assert_eq!(format!("{:.2}", r[1]), "-0.30-0.97i");
assert_eq!(format!("{:.2}", r[2]), "-0.30-0.40i");
assert_eq!(format!("{:.2}", r[3]), "-0.30-0.17i");
assert_eq!(format!("{:.2}", r[4]), "-0.30+0.00i");
}
}

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