use crate::error::FinError;
use crate::signals::{BarInput, Signal, SignalValue};
use rust_decimal::prelude::{FromPrimitive, ToPrimitive};
use rust_decimal::Decimal;
use std::collections::VecDeque;
pub struct VolatilityMomentum {
name: String,
period: usize,
prev_close: Option<Decimal>,
changes: VecDeque<Decimal>,
}
impl VolatilityMomentum {
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,
prev_close: None,
changes: VecDeque::with_capacity(period),
})
}
}
impl Signal for VolatilityMomentum {
fn name(&self) -> &str { &self.name }
fn period(&self) -> usize { self.period }
fn is_ready(&self) -> bool { self.changes.len() >= self.period }
fn update(&mut self, bar: &BarInput) -> Result<SignalValue, FinError> {
let result = match self.prev_close {
None => SignalValue::Unavailable,
Some(pc) => {
let change = bar.close - pc;
self.changes.push_back(change);
if self.changes.len() > self.period {
self.changes.pop_front();
}
if self.changes.len() < self.period {
SignalValue::Unavailable
} else {
let n = self.changes.len();
let nf = n as f64;
let vals: Vec<f64> = self.changes.iter()
.filter_map(|c| c.to_f64())
.collect();
if vals.len() != n {
SignalValue::Unavailable
} else {
let mean = vals.iter().sum::<f64>() / nf;
let var = vals.iter().map(|v| { let d = v - mean; d * d }).sum::<f64>() / nf;
match Decimal::from_f64(var.sqrt()) {
Some(v) => SignalValue::Scalar(v),
None => SignalValue::Unavailable,
}
}
}
}
};
self.prev_close = Some(bar.close);
Ok(result)
}
fn reset(&mut self) {
self.prev_close = None;
self.changes.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_vm_invalid_period() {
assert!(VolatilityMomentum::new("vm", 0).is_err());
assert!(VolatilityMomentum::new("vm", 1).is_err());
}
#[test]
fn test_vm_unavailable_before_warm_up() {
let mut vm = VolatilityMomentum::new("vm", 3).unwrap();
for _ in 0..3 {
assert_eq!(vm.update_bar(&bar("100")).unwrap(), SignalValue::Unavailable);
}
}
#[test]
fn test_vm_constant_changes_give_zero_stddev() {
let mut vm = VolatilityMomentum::new("vm", 3).unwrap();
let prices = ["100", "101", "102", "103", "104"];
let mut last = SignalValue::Unavailable;
for p in &prices {
last = vm.update_bar(&bar(p)).unwrap();
}
if let SignalValue::Scalar(v) = last {
assert!(v < dec!(0.001), "constant changes should give near-zero std dev: {}", v);
} else {
panic!("expected Scalar");
}
}
#[test]
fn test_vm_varying_changes_positive() {
let mut vm = VolatilityMomentum::new("vm", 4).unwrap();
let prices = ["100", "105", "103", "110", "104", "115"];
let mut last = SignalValue::Unavailable;
for p in &prices {
last = vm.update_bar(&bar(p)).unwrap();
}
if let SignalValue::Scalar(v) = last {
assert!(v > dec!(0), "varying changes should give positive std dev: {}", v);
} else {
panic!("expected Scalar");
}
}
#[test]
fn test_vm_reset() {
let mut vm = VolatilityMomentum::new("vm", 3).unwrap();
for p in ["100", "101", "102", "103"] { vm.update_bar(&bar(p)).unwrap(); }
assert!(vm.is_ready());
vm.reset();
assert!(!vm.is_ready());
}
}