use crate::error::FinError;
use crate::signals::{BarInput, Signal, SignalValue};
use rust_decimal::Decimal;
use std::collections::VecDeque;
pub struct StdDevChannel {
name: String,
period: usize,
history: VecDeque<Decimal>,
}
impl StdDevChannel {
pub fn new(name: impl Into<String>, period: usize) -> Result<Self, FinError> {
if period < 2 {
return Err(FinError::InvalidPeriod(period));
}
Ok(Self {
name: name.into(),
period,
history: VecDeque::with_capacity(period),
})
}
}
impl Signal for StdDevChannel {
fn name(&self) -> &str { &self.name }
fn update(&mut self, bar: &BarInput) -> Result<SignalValue, FinError> {
use rust_decimal::prelude::ToPrimitive;
self.history.push_back(bar.close);
if self.history.len() > self.period {
self.history.pop_front();
}
if self.history.len() < self.period {
return Ok(SignalValue::Unavailable);
}
let n = self.period as f64;
let vals: Vec<f64> = self.history.iter()
.filter_map(|c| c.to_f64())
.collect();
let mean = vals.iter().sum::<f64>() / n;
let variance = vals.iter().map(|v| (v - mean).powi(2)).sum::<f64>() / n;
let std = variance.sqrt();
if std == 0.0 {
return Ok(SignalValue::Unavailable);
}
let close_f = bar.close.to_f64().unwrap_or(0.0);
let z = (close_f - mean) / std;
Ok(SignalValue::Scalar(
Decimal::try_from(z).unwrap_or(Decimal::ZERO),
))
}
fn is_ready(&self) -> bool {
self.history.len() >= self.period
}
fn period(&self) -> usize {
self.period
}
fn reset(&mut self) {
self.history.clear();
}
}
#[cfg(test)]
mod tests {
use super::*;
use crate::ohlcv::OhlcvBar;
use crate::types::{NanoTimestamp, Price, Quantity, Symbol};
use rust_decimal_macros::dec;
fn bar(c: &str) -> OhlcvBar {
let p = Price::new(c.parse().unwrap()).unwrap();
OhlcvBar {
symbol: Symbol::new("X").unwrap(),
open: p, high: p, low: p, close: p,
volume: Quantity::zero(),
ts_open: NanoTimestamp::new(0),
ts_close: NanoTimestamp::new(1),
tick_count: 1,
}
}
#[test]
fn test_sdc_invalid_period() {
assert!(StdDevChannel::new("s", 0).is_err());
assert!(StdDevChannel::new("s", 1).is_err());
}
#[test]
fn test_sdc_unavailable_before_period() {
let mut s = StdDevChannel::new("s", 3).unwrap();
assert_eq!(s.update_bar(&bar("100")).unwrap(), SignalValue::Unavailable);
assert_eq!(s.update_bar(&bar("100")).unwrap(), SignalValue::Unavailable);
}
#[test]
fn test_sdc_flat_unavailable() {
let mut s = StdDevChannel::new("s", 3).unwrap();
for _ in 0..3 { s.update_bar(&bar("100")).unwrap(); }
assert_eq!(s.update_bar(&bar("100")).unwrap(), SignalValue::Unavailable);
}
#[test]
fn test_sdc_above_mean_positive() {
let mut s = StdDevChannel::new("s", 3).unwrap();
s.update_bar(&bar("98")).unwrap();
s.update_bar(&bar("100")).unwrap();
s.update_bar(&bar("102")).unwrap(); if let SignalValue::Scalar(v) = s.update_bar(&bar("104")).unwrap() {
assert!(v > dec!(0), "above mean should be positive: {v}");
} else { panic!("expected Scalar"); }
}
#[test]
fn test_sdc_below_mean_negative() {
let mut s = StdDevChannel::new("s", 3).unwrap();
s.update_bar(&bar("98")).unwrap();
s.update_bar(&bar("100")).unwrap();
s.update_bar(&bar("102")).unwrap();
if let SignalValue::Scalar(v) = s.update_bar(&bar("96")).unwrap() {
assert!(v < dec!(0), "below mean should be negative: {v}");
} else { panic!("expected Scalar"); }
}
#[test]
fn test_sdc_reset() {
let mut s = StdDevChannel::new("s", 3).unwrap();
for _ in 0..3 { s.update_bar(&bar("100")).unwrap(); }
assert!(s.is_ready());
s.reset();
assert!(!s.is_ready());
assert_eq!(s.update_bar(&bar("100")).unwrap(), SignalValue::Unavailable);
}
}