3 releases (breaking)
0.3.0 | Oct 12, 2024 |
---|---|
0.2.0 | Aug 7, 2024 |
0.1.0 | Jul 10, 2024 |
#561 in Math
580 downloads per month
490KB
209 lines
convolution-dsp
1-dimensional convolution library for Rust intended for use in DSP applications. Uses the overlap-add FFT method.
Planned features
- Input signal
- ☑ Complex32 signals
- ☐ f32 signals
- Filter kernels
- ☑ f32 filter kernels
- ☐ Complex32 filter kernels
- ☐ Use realfft when signal and kernel are both f32
- ☑ f64 support
- ☐ Fallbacks to non-fft convolution when it is faster
- ☑ Full or same length output mode, similar to numpy/scipy
- ☐ Threading
- ☐ Minimize memory allocations
- ☐ Faster than numpy/scipy
- ☐ Re-export num_complex?
References
Stephen W. Smith, Ph.D., The Scientist and Engineer's Guide to Digital Signal Processing, Chapter 18.
lib.rs
:
use convolution_dsp::{ConvMode, Conv1dPlanner};
use num_complex::Complex32;
let filter = vec![0., 0., 0., 1., 0., 0., 0.];
let planner = Conv1dPlanner::new();
let mut conv = planner.plan_conv1d(&filter, ConvMode::Same);
let signal = vec![Complex32::ONE; 1_000_000];
let output = conv.process(signal);
assert_eq!(output.len(), 1_000_000);
Dependencies
~3MB
~57K SLoC