use crate::bar_indicators::signal_processing::fft::FastFourierTransform;
use crate::bar_indicators::indicator_value::IndicatorValue;
#[derive(Clone)]
pub struct SpectralFlatness {
window: usize,
fft: FastFourierTransform,
buf: Vec<f64>,
idx: usize,
filled: bool,
pub value: f64,
}
impl SpectralFlatness {
pub fn new(window: usize) -> Self {
let w = window.clamp(16, 256);
Self {
window: w,
fft: FastFourierTransform::new(w, 1.0),
buf: vec![0.0; w],
idx: 0,
filled: false,
value: 0.0,
}
}
#[inline]
pub fn reset(&mut self) {
self.idx = 0;
self.filled = false;
self.buf.fill(0.0);
self.value = 0.0;
self.fft.reset();
}
#[inline]
pub fn is_ready(&self) -> bool {
self.filled && self.fft.is_ready()
}
pub fn update_bar(&mut self, _o: f64, _h: f64, _l: f64, c: f64, _v: f64) -> f64 {
let n = self.window;
self.buf[self.idx] = c;
self.idx = (self.idx + 1) % n;
if !self.filled && self.idx == 0 {
self.filled = true;
}
if self.filled {
let mut mean = 0.0;
for i in 0..n {
mean += self.buf[i];
}
mean /= n as f64;
for i in 0..n {
let x = self.buf[(self.idx + i) % n] - mean;
self.fft.update(x);
}
let fd = self.fft.frequency_domain();
let k = fd.power_spectrum.len().max(1);
let mut am = 0.0;
let mut lg = 0.0;
for i in 0..fd.power_spectrum.len() {
let p = fd.power_spectrum[i].max(1e-18);
am += p;
lg += p.ln();
}
let amean = am / k as f64;
let gmean = (lg / k as f64).exp();
self.value = if amean > 0.0 {
(gmean / amean).clamp(0.0, 1.0)
} else {
0.0
};
}
self.value
}
#[inline]
pub fn value(&self) -> IndicatorValue {
IndicatorValue::Single(self.value)
}
pub fn window(&self) -> usize {
self.window
}
}
#[cfg(test)]
mod tests {
use super::*;
#[test]
fn test_spectral_flatness_creation() {
let sf = SpectralFlatness::new(64);
assert!(!sf.is_ready());
assert_eq!(sf.value().main(), 0.0);
assert_eq!(sf.window(), 64);
}
#[test]
fn test_spectral_flatness_warmup() {
let mut sf = SpectralFlatness::new(64);
for i in 0..70 {
let price = 100.0 + (i as f64 * 0.1).sin() * 5.0;
sf.update_bar(price, price + 1.0, price - 1.0, price, 1000.0);
}
assert!(sf.is_ready());
}
#[test]
fn test_spectral_flatness_range() {
let mut sf = SpectralFlatness::new(64);
for i in 0..100 {
let price = 100.0 + (i as f64 * 0.2).sin() * 10.0;
let value = sf.update_bar(price, price + 1.0, price - 1.0, price, 1000.0);
if sf.is_ready() {
assert!(value >= 0.0 && value <= 1.0, "Flatness should be in [0, 1], got {}", value);
}
}
}
#[test]
fn test_spectral_flatness_reset() {
let mut sf = SpectralFlatness::new(64);
for i in 0..70 {
sf.update_bar(100.0 + i as f64, 101.0, 99.0, 100.0 + i as f64, 1000.0);
}
sf.reset();
assert!(!sf.is_ready());
assert_eq!(sf.value().main(), 0.0);
}
}