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use crate::View;
use std::collections::VecDeque;
#[derive(Clone)]
pub struct CorrelationTrendIndicator<V> {
view: V,
window_len: usize,
q_vals: VecDeque<f64>,
}
impl<V> std::fmt::Debug for CorrelationTrendIndicator<V>
where
V: View,
{
fn fmt(&self, fmt: &mut std::fmt::Formatter<'_>) -> Result<(), std::fmt::Error> {
write!(
fmt,
"CorrelationTrendIndicator(window_len: {}, q_vals: {:?})",
self.window_len, self.q_vals
)
}
}
impl<V> CorrelationTrendIndicator<V>
where
V: View,
{
#[inline]
pub fn new(view: V, window_len: usize) -> Self {
Self {
view,
window_len,
q_vals: VecDeque::new(),
}
}
}
impl<V> View for CorrelationTrendIndicator<V>
where
V: View,
{
fn update(&mut self, val: f64) {
self.view.update(val);
let val = self.view.last();
if self.q_vals.len() >= self.window_len {
let _ = self.q_vals.pop_front().unwrap();
}
self.q_vals.push_back(val);
}
fn last(&self) -> f64 {
let mut sx: f64 = 0.0;
let mut sy: f64 = 0.0;
let mut sxx: f64 = 0.0;
let mut sxy: f64 = 0.0;
let mut syy: f64 = 0.0;
for (count, v) in self.q_vals.iter().enumerate() {
sx += v;
sy += count as f64;
sxx += v.powi(2);
sxy += v * count as f64;
syy += (count as f64).powi(2);
}
if self.window_len as f64 * sxx - sx.powi(2) > 0.0
&& self.window_len as f64 * syy - sy.powi(2) > 0.0
{
return (self.window_len as f64 * sxy - sx * sy)
/ ((self.window_len as f64 * sxx - sx.powi(2))
* (self.window_len as f64 * syy - sy.powi(2)))
.sqrt();
}
0.0
}
}
#[cfg(test)]
mod tests {
use super::*;
use crate::plot::plot_values;
use crate::test_data::TEST_DATA;
use crate::Echo;
#[test]
fn correlation_trend_indicator() {
let mut cti = CorrelationTrendIndicator::new(Echo::new(), 10);
for v in &TEST_DATA {
cti.update(*v);
let last = cti.last();
assert!(last <= 1.0);
assert!(last >= -1.0);
}
}
#[test]
fn correlation_trend_indicator_plot() {
let mut cti = CorrelationTrendIndicator::new(Echo::new(), 16);
let mut outs: Vec<f64> = vec![];
for v in &TEST_DATA {
cti.update(*v);
let last = cti.last();
assert!(last <= 1.0);
assert!(last >= -1.0);
outs.push(last);
}
let filename = "./img/correlation_trend_indicator.png";
plot_values(outs, filename).unwrap();
}
}