use crate::error::FinError;
use crate::signals::{BarInput, Signal, SignalValue};
use rust_decimal::prelude::ToPrimitive;
use rust_decimal::Decimal;
use std::collections::VecDeque;
pub struct RollingKurtosis {
name: String,
period: usize,
closes: VecDeque<Decimal>,
}
impl RollingKurtosis {
pub fn new(name: impl Into<String>, period: usize) -> Result<Self, FinError> {
if period < 4 {
return Err(FinError::InvalidPeriod(period));
}
Ok(Self {
name: name.into(),
period,
closes: VecDeque::with_capacity(period + 1),
})
}
}
impl Signal for RollingKurtosis {
fn name(&self) -> &str { &self.name }
fn period(&self) -> usize { self.period }
fn is_ready(&self) -> bool { self.closes.len() > self.period }
fn update(&mut self, bar: &BarInput) -> Result<SignalValue, FinError> {
self.closes.push_back(bar.close);
if self.closes.len() > self.period + 1 {
self.closes.pop_front();
}
if self.closes.len() <= self.period {
return Ok(SignalValue::Unavailable);
}
let returns: Vec<f64> = self
.closes
.iter()
.collect::<Vec<_>>()
.windows(2)
.filter_map(|w| {
let prev = w[0].to_f64()?;
let curr = w[1].to_f64()?;
if prev == 0.0 { None } else { Some((curr - prev) / prev) }
})
.collect();
let n = returns.len() as f64;
if n < 2.0 {
return Ok(SignalValue::Unavailable);
}
let mean = returns.iter().sum::<f64>() / n;
let variance = returns.iter().map(|r| (r - mean) * (r - mean)).sum::<f64>() / n;
if variance == 0.0 {
return Ok(SignalValue::Unavailable);
}
let fourth_moment = returns
.iter()
.map(|r| {
let d = r - mean;
d * d * d * d
})
.sum::<f64>()
/ n;
let excess_kurtosis = (fourth_moment / (variance * variance)) - 3.0;
Decimal::try_from(excess_kurtosis)
.map(SignalValue::Scalar)
.or(Ok(SignalValue::Unavailable))
}
fn reset(&mut self) {
self.closes.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(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_rk_invalid_period() {
assert!(RollingKurtosis::new("kurt", 0).is_err());
assert!(RollingKurtosis::new("kurt", 3).is_err());
}
#[test]
fn test_rk_unavailable_before_warm_up() {
let mut s = RollingKurtosis::new("kurt", 4).unwrap();
for _ in 0..4 {
assert_eq!(s.update_bar(&bar("100")).unwrap(), SignalValue::Unavailable);
}
assert!(!s.is_ready());
}
#[test]
fn test_rk_flat_prices_unavailable() {
let mut s = RollingKurtosis::new("kurt", 4).unwrap();
for _ in 0..5 { s.update_bar(&bar("100")).unwrap(); }
let v = s.update_bar(&bar("100")).unwrap();
assert_eq!(v, SignalValue::Unavailable);
}
#[test]
fn test_rk_spike_gives_high_kurtosis() {
let mut s = RollingKurtosis::new("kurt", 5).unwrap();
s.update_bar(&bar("100")).unwrap();
s.update_bar(&bar("100.1")).unwrap();
s.update_bar(&bar("100.2")).unwrap();
s.update_bar(&bar("100.3")).unwrap();
s.update_bar(&bar("100.4")).unwrap();
let v = s.update_bar(&bar("110")).unwrap(); if let SignalValue::Scalar(r) = v {
assert!(r > dec!(0), "spike should give positive excess kurtosis: {r}");
} else {
panic!("expected Scalar");
}
}
#[test]
fn test_rk_reset() {
let mut s = RollingKurtosis::new("kurt", 4).unwrap();
for p in &["100","101","102","103","104"] {
s.update_bar(&bar(p)).unwrap();
}
assert!(s.is_ready());
s.reset();
assert!(!s.is_ready());
}
}