use crate::error::FinError;
use crate::signals::{BarInput, Signal, SignalValue};
use rust_decimal::Decimal;
use rust_decimal::prelude::ToPrimitive;
use std::collections::VecDeque;
pub struct VolumePriceCorrelation {
name: String,
period: usize,
window: VecDeque<(Decimal, Decimal)>, }
impl VolumePriceCorrelation {
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,
window: VecDeque::with_capacity(period),
})
}
}
impl crate::signals::Signal for VolumePriceCorrelation {
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> {
self.window.push_back((bar.close, bar.volume));
if self.window.len() > self.period {
self.window.pop_front();
}
if self.window.len() < self.period {
return Ok(SignalValue::Unavailable);
}
let n = self.period as f64;
let mut sum_x = 0.0_f64;
let mut sum_y = 0.0_f64;
for (c, v) in &self.window {
sum_x += c.to_f64().unwrap_or(0.0);
sum_y += v.to_f64().unwrap_or(0.0);
}
let mean_x = sum_x / n;
let mean_y = sum_y / n;
let mut cov = 0.0_f64;
let mut var_x = 0.0_f64;
let mut var_y = 0.0_f64;
for (c, v) in &self.window {
let dx = c.to_f64().unwrap_or(0.0) - mean_x;
let dy = v.to_f64().unwrap_or(0.0) - mean_y;
cov += dx * dy;
var_x += dx * dx;
var_y += dy * dy;
}
let denom = (var_x * var_y).sqrt();
if denom == 0.0 {
return Ok(SignalValue::Unavailable);
}
let corr = cov / denom;
let result = Decimal::try_from(corr).unwrap_or(Decimal::ZERO);
Ok(SignalValue::Scalar(result))
}
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(close: &str, vol: &str) -> OhlcvBar {
let c = Price::new(close.parse().unwrap()).unwrap();
OhlcvBar {
symbol: Symbol::new("X").unwrap(),
open: c, high: c, low: c, close: c,
volume: Quantity::new(vol.parse().unwrap()).unwrap(),
ts_open: NanoTimestamp::new(0),
ts_close: NanoTimestamp::new(1),
tick_count: 1,
}
}
#[test]
fn test_vpc_invalid_period() {
assert!(VolumePriceCorrelation::new("vpc", 0).is_err());
assert!(VolumePriceCorrelation::new("vpc", 1).is_err());
}
#[test]
fn test_vpc_unavailable_during_warmup() {
let mut vpc = VolumePriceCorrelation::new("vpc", 5).unwrap();
for _ in 0..4 {
assert_eq!(vpc.update_bar(&bar("100", "1000")).unwrap(), SignalValue::Unavailable);
}
}
#[test]
fn test_vpc_perfect_positive_correlation() {
let mut vpc = VolumePriceCorrelation::new("vpc", 5).unwrap();
let pairs = [("100", "100"), ("110", "200"), ("120", "300"),
("130", "400"), ("140", "500")];
let mut last = SignalValue::Unavailable;
for (c, v) in pairs {
last = vpc.update_bar(&bar(c, v)).unwrap();
}
if let SignalValue::Scalar(s) = last {
assert!(s > dec!(0.99), "expected ~1.0: {s}");
} else {
panic!("expected Scalar");
}
}
#[test]
fn test_vpc_zero_variance_unavailable() {
let mut vpc = VolumePriceCorrelation::new("vpc", 3).unwrap();
vpc.update_bar(&bar("100", "100")).unwrap();
vpc.update_bar(&bar("100", "200")).unwrap();
let v = vpc.update_bar(&bar("100", "300")).unwrap();
assert_eq!(v, SignalValue::Unavailable);
}
#[test]
fn test_vpc_result_in_range() {
let mut vpc = VolumePriceCorrelation::new("vpc", 4).unwrap();
let pairs = [("100", "500"), ("110", "100"), ("90", "800"), ("105", "200")];
let mut last = SignalValue::Unavailable;
for (c, v) in pairs {
last = vpc.update_bar(&bar(c, v)).unwrap();
}
if let SignalValue::Scalar(s) = last {
assert!(s >= dec!(-1) && s <= dec!(1), "out of [-1,1]: {s}");
} else {
panic!("expected Scalar");
}
}
#[test]
fn test_vpc_reset() {
let mut vpc = VolumePriceCorrelation::new("vpc", 3).unwrap();
for _ in 0..3 {
vpc.update_bar(&bar("100", "1000")).unwrap();
}
assert!(vpc.is_ready());
vpc.reset();
assert!(!vpc.is_ready());
}
}