カテゴリー: Python

<実行速度>

M1 MacBook Air： np.fft.fft:     0.000027 [sec] 

ラズパイzero W： np.fft.fft: 0.001830 [sec] 

M1 MacBook Air
Elapsed time: 31.583µs

（参考値：debugモードでコンパイル）
Elapsed time: 1.878708ms


ラズパイzero W
$ ./fft
Elapsed time: 1.957008ms

// Computes a forward FFT
//
use plotters::prelude::*;
use rustfft::{FftPlanner, num_complex::Complex};
use std::f32::consts::PI;
use std::time::Instant;

const N: usize = 1024;              // FFT size
const SAMPLE_RATE: f32 = 100.0;     // sampling rate
const INPUT_FREQ: f32 = 20.0;       // input frequency

// prepare target data
fn complex_vector(length: usize, dt: f32, frequency: f32) -> Vec<Complex<f32>> {
    (0..length)
        .map(|i| {
            let t = i as f32 * dt;
            let phase = frequency * 2.0 * PI * t;
            let phase2 = 3.0 * frequency * 2.0 * PI * t;
            Complex::new(phase.sin() + phase2.sin(), 0.0)
        })
        .collect()
}

fn draw(x: Vec<usize>, y: Vec<f32>) -> Result<(), Box<dyn std::error::error="">> {
    let image_width = 1080;
    let image_height = 720;

    let root = BitMapBackend::new("plot.png", (image_width, image_height)).into_drawing_area();

    root.fill(&WHITE)?;

    //   https://qiita.com/lo48576/items/343ca40a03c3b86b67cb
    let (y_min, y_max) = y
        .iter()
        .fold((0.0 / 0.0, 0.0 / 0.0), |(m, n), v| (v.min(m), v.max(n)));

    let caption = "DFT result";
    let font = ("sans-serif", 20);

    let mut chart = ChartBuilder::on(&root)
        .caption(caption, font.into_font())
        .margin(10) 
        .x_label_area_size(16) 
        .y_label_area_size(42) 
        .build_cartesian_2d(
            *x.first().unwrap()..*x.last().unwrap(), 
            y_min..y_max,                            
        )?;

    chart.configure_mesh().draw()?;

    let line_series = LineSeries::new(x.iter().zip(y.iter()).map(|(x, y)| (*x, *y)), &RED);
    chart.draw_series(line_series)?;

    Ok(())
}

fn main() {
    // fft data preparation
    let sr = 1.0/SAMPLE_RATE;
    let mut buffer = complex_vector(N, sr, INPUT_FREQ);

    // fft mode setting
    let mut planner = FftPlanner::new();
    let fft = planner.plan_fft_forward(N);    

    let start_time = Instant::now();
    // fft exec
    fft.process(&mut buffer);

    let end_time = Instant::now();
    println!("Elapsed time: {:?}", end_time.duration_since(start_time));

    // absolute value calc
    let y: Vec<f32> = buffer.iter().map(|z| z.norm()).collect();
    // drwa graph
    let n = N;
    let x: Vec<usize> = (1..=n).collect();
    let _ = draw(x, y);
}