use crate::error::FinError;
use crate::signals::{BarInput, Signal, SignalValue};
use rust_decimal::Decimal;
use std::collections::VecDeque;
pub struct VolumeZScore {
name: String,
period: usize,
window: VecDeque<Decimal>,
}
impl VolumeZScore {
pub fn new(name: impl Into<String>, period: usize) -> Result<Self, FinError> {
if period == 0 {
return Err(FinError::InvalidPeriod(period));
}
Ok(Self {
name: name.into(),
period,
window: VecDeque::with_capacity(period),
})
}
}
impl Signal for VolumeZScore {
fn name(&self) -> &str {
&self.name
}
fn period(&self) -> usize {
self.period
}
fn is_ready(&self) -> bool {
self.window.len() >= self.period
}
fn update(&mut self, bar: &BarInput) -> Result<SignalValue, FinError> {
let vol = bar.volume;
self.window.push_back(vol);
if self.window.len() > self.period {
self.window.pop_front();
}
if self.window.len() < self.period {
return Ok(SignalValue::Unavailable);
}
#[allow(clippy::cast_possible_truncation)]
let n = Decimal::from(self.period as u32);
let mean = self.window.iter().copied().sum::<Decimal>()
.checked_div(n)
.ok_or(FinError::ArithmeticOverflow)?;
let variance = self
.window
.iter()
.map(|&v| {
let diff = v - mean;
diff * diff
})
.sum::<Decimal>()
.checked_div(n)
.ok_or(FinError::ArithmeticOverflow)?;
use rust_decimal::prelude::ToPrimitive;
let variance_f64 = variance.to_f64().unwrap_or(0.0);
let std_dev = Decimal::try_from(variance_f64.sqrt()).unwrap_or(Decimal::ZERO);
if std_dev.is_zero() {
return Ok(SignalValue::Scalar(Decimal::ZERO));
}
let z = (vol - mean)
.checked_div(std_dev)
.ok_or(FinError::ArithmeticOverflow)?;
Ok(SignalValue::Scalar(z))
}
fn reset(&mut self) {
self.window.clear();
}
}
#[cfg(test)]
mod tests {
use super::*;
use crate::ohlcv::OhlcvBar;
use crate::signals::Signal;
use crate::types::{NanoTimestamp, Price, Quantity, Symbol};
use rust_decimal_macros::dec;
fn bar_vol(vol: &str) -> OhlcvBar {
let p = Price::new(dec!(100)).unwrap();
let v = vol.parse().unwrap();
OhlcvBar {
symbol: Symbol::new("X").unwrap(),
open: p,
high: p,
low: p,
close: p,
volume: Quantity::new(v).unwrap(),
ts_open: NanoTimestamp::new(0),
ts_close: NanoTimestamp::new(1),
tick_count: 1,
}
}
#[test]
fn test_volume_zscore_invalid_period() {
assert!(VolumeZScore::new("vz", 0).is_err());
}
#[test]
fn test_volume_zscore_unavailable_during_warmup() {
let mut vz = VolumeZScore::new("vz", 3).unwrap();
assert_eq!(vz.update_bar(&bar_vol("100")).unwrap(), SignalValue::Unavailable);
assert_eq!(vz.update_bar(&bar_vol("200")).unwrap(), SignalValue::Unavailable);
assert!(!vz.is_ready());
}
#[test]
fn test_volume_zscore_ready_after_period() {
let mut vz = VolumeZScore::new("vz", 3).unwrap();
vz.update_bar(&bar_vol("100")).unwrap();
vz.update_bar(&bar_vol("200")).unwrap();
vz.update_bar(&bar_vol("300")).unwrap();
assert!(vz.is_ready());
}
#[test]
fn test_volume_zscore_constant_volume_returns_zero() {
let mut vz = VolumeZScore::new("vz", 3).unwrap();
for _ in 0..3 {
vz.update_bar(&bar_vol("100")).unwrap();
}
let v = vz.update_bar(&bar_vol("100")).unwrap();
assert_eq!(v, SignalValue::Scalar(dec!(0)));
}
#[test]
fn test_volume_zscore_high_bar_positive() {
let mut vz = VolumeZScore::new("vz", 4).unwrap();
for _ in 0..4 {
vz.update_bar(&bar_vol("100")).unwrap();
}
let v = vz.update_bar(&bar_vol("1000")).unwrap();
if let SignalValue::Scalar(z) = v {
assert!(z > dec!(0), "high volume should give positive z: {z}");
} else {
panic!("expected Scalar");
}
}
#[test]
fn test_volume_zscore_low_bar_negative() {
let mut vz = VolumeZScore::new("vz", 4).unwrap();
for _ in 0..4 {
vz.update_bar(&bar_vol("1000")).unwrap();
}
let v = vz.update_bar(&bar_vol("1")).unwrap();
if let SignalValue::Scalar(z) = v {
assert!(z < dec!(0), "low volume should give negative z: {z}");
} else {
panic!("expected Scalar");
}
}
#[test]
fn test_volume_zscore_reset() {
let mut vz = VolumeZScore::new("vz", 3).unwrap();
for _ in 0..3 {
vz.update_bar(&bar_vol("100")).unwrap();
}
assert!(vz.is_ready());
vz.reset();
assert!(!vz.is_ready());
assert_eq!(vz.update_bar(&bar_vol("100")).unwrap(), SignalValue::Unavailable);
}
}