use rust_decimal::Decimal;
use std::collections::VecDeque;
use crate::error::FinError;
use crate::signals::{BarInput, Signal, SignalValue};
pub struct PriceMeanDeviation {
period: usize,
window: VecDeque<Decimal>,
sum: Decimal,
}
impl PriceMeanDeviation {
pub fn new(period: usize) -> Result<Self, FinError> {
if period == 0 {
return Err(FinError::InvalidPeriod(period));
}
Ok(Self { period, window: VecDeque::with_capacity(period), sum: Decimal::ZERO })
}
}
impl Signal for PriceMeanDeviation {
fn update(&mut self, bar: &BarInput) -> Result<SignalValue, FinError> {
self.window.push_back(bar.close);
self.sum += bar.close;
if self.window.len() > self.period {
if let Some(old) = self.window.pop_front() {
self.sum -= old;
}
}
if self.window.len() < self.period {
return Ok(SignalValue::Unavailable);
}
let mean = self.sum / Decimal::from(self.period as u32);
let mad: Decimal = self.window.iter()
.map(|&c| (c - mean).abs())
.sum::<Decimal>() / Decimal::from(self.period as u32);
Ok(SignalValue::Scalar(mad))
}
fn is_ready(&self) -> bool { self.window.len() >= self.period }
fn period(&self) -> usize { self.period }
fn reset(&mut self) { self.window.clear(); self.sum = Decimal::ZERO; }
fn name(&self) -> &str { "PriceMeanDeviation" }
}
#[cfg(test)]
mod tests {
use super::*;
use rust_decimal_macros::dec;
fn bar(c: &str) -> BarInput {
BarInput {
open: c.parse().unwrap(),
high: c.parse().unwrap(),
low: c.parse().unwrap(),
close: c.parse().unwrap(),
volume: dec!(1000),
}
}
#[test]
fn test_pmd_flat_zero() {
let mut sig = PriceMeanDeviation::new(3).unwrap();
sig.update(&bar("100")).unwrap();
sig.update(&bar("100")).unwrap();
let v = sig.update(&bar("100")).unwrap();
assert_eq!(v, SignalValue::Scalar(dec!(0)));
}
#[test]
fn test_pmd_symmetric() {
let mut sig = PriceMeanDeviation::new(3).unwrap();
sig.update(&bar("90")).unwrap();
sig.update(&bar("100")).unwrap();
if let SignalValue::Scalar(v) = sig.update(&bar("110")).unwrap() {
assert!(v > dec!(0), "expected non-zero MAD, got {v}");
} else {
panic!("expected Scalar");
}
}
}