use crate::indicators::Indicator;
use crate::types::Candle;
use crate::utils::ringbuf::RingBuf;
#[derive(Debug, Clone)]
pub struct StdDev {
period: usize,
window: RingBuf<f64>,
}
impl StdDev {
pub fn new(period: usize) -> Self {
assert!(period > 0, "period must be > 0");
Self {
period,
window: RingBuf::new(period, 0.0),
}
}
#[inline]
fn update(&mut self, value: f64) -> Option<f64> {
self.window.push(value);
if self.window.len() < self.period {
return None;
}
let mean = self.window.iter().sum::<f64>() / self.period as f64;
let variance = self
.window
.iter()
.map(|v| {
let diff = v - mean;
diff * diff
})
.sum::<f64>()
/ self.period as f64;
Some(variance.sqrt())
}
}
impl Indicator for StdDev {
type Output = f64;
fn next(&mut self, candle: &Candle) -> Option<Self::Output> {
self.update(candle.close)
}
fn reset(&mut self) {
self.window = RingBuf::new(self.period, 0.0);
}
fn warmup_period(&self) -> usize {
self.period
}
fn clone_boxed(&self) -> Box<dyn Indicator<Output = Self::Output>> {
Box::new(self.clone())
}
}
#[cfg(test)]
mod tests {
use super::*;
#[test]
fn computes_stddev_after_warmup() {
let mut stddev = StdDev::new(3);
let candles = [1.0, 2.0, 3.0, 4.0]
.iter()
.map(|c| Candle {
timestamp: 0,
open: *c,
high: *c,
low: *c,
close: *c,
volume: 0.0,
})
.collect::<Vec<_>>();
let mut outputs = Vec::new();
for c in &candles {
outputs.push(stddev.next(c));
}
assert_eq!(outputs[0], None);
assert_eq!(outputs[1], None);
assert!(outputs[2].is_some());
assert!((outputs[2].unwrap() - 0.8165).abs() < 0.001);
assert!(outputs[3].is_some());
}
#[test]
fn stddev_reset_clears_state() {
let mut stddev = StdDev::new(3);
let candle = Candle {
timestamp: 0,
open: 1.0,
high: 1.0,
low: 1.0,
close: 1.0,
volume: 0.0,
};
stddev.next(&candle);
stddev.next(&candle);
stddev.next(&candle);
assert!(stddev.next(&candle).is_some());
stddev.reset();
assert_eq!(stddev.next(&candle), None);
}
#[test]
fn stddev_with_constant_values() {
let mut stddev = StdDev::new(3);
let candles = [5.0, 5.0, 5.0]
.iter()
.map(|c| Candle {
timestamp: 0,
open: *c,
high: *c,
low: *c,
close: *c,
volume: 0.0,
})
.collect::<Vec<_>>();
let outputs: Vec<_> = candles.iter().map(|c| stddev.next(c)).collect();
assert_eq!(outputs[0], None);
assert_eq!(outputs[1], None);
assert_eq!(outputs[2], Some(0.0));
}
#[test]
fn stddev_warmup_period() {
let stddev = StdDev::new(5);
assert_eq!(stddev.warmup_period(), 5);
}
}