2 releases
0.1.1 | Nov 26, 2022 |
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0.1.0 | Nov 26, 2022 |
#1582 in Math
18KB
386 lines
fftconvolve
Rust implementations of Fast Fourier Transform convolution and correlation for n-dimensional arrays
Examples
1-dimensional
use fftconvolve::{fftconvolve, Mode}
let in1 = Array1::range(1.0, 4.0, 1.0);
let in2 = Array1::range(6.0, 3.0, -1.0);
let out = fftconvolve(&in1, &in2, Mode::Full).unwrap();
let expected = Array1::<f64>::from_vec(vec![6., 17., 32., 23., 12.]);
out.iter().zip(expected.iter()).for_each(|(a, b)| assert_aclose!(*a, *b, 1e-6));
2-dimensional
use fftconvolve::{fftconvolve, Mode}
let mat = Array2::from_shape_vec((3, 3),
vec![
0.0, 0.0, 0.0,
0.0, 1.0, 0.0,
0.0, 0.0, 0.0,
]).unwrap();
let kernel = Array2::from_shape_vec((2, 3),
vec![
1., 2., 3.,
4., 5., 6.,
]).unwrap();
let output = fftconvolve(&mat, &kernel, Mode::Full).unwrap();
let expected = Array2::from_shape_vec((4, 5),
vec![
0., 0., 0., 0., 0.,
0., 1., 2., 3., 0.,
0., 4., 5., 6., 0.,
0., 0., 0., 0., 0.,
]).unwrap();
output.iter().zip(expected.iter()).for_each(|(a, b)| assert_aclose!(*a, *b, 1e-6));
Dependencies
~67MB
~879K SLoC