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 NormalizedMomentum {
name: String,
period: usize,
closes: VecDeque<Decimal>,
}
impl NormalizedMomentum {
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,
closes: VecDeque::with_capacity(period),
})
}
}
impl Signal for NormalizedMomentum {
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 {
self.closes.pop_front();
}
if self.closes.len() < self.period {
return Ok(SignalValue::Unavailable);
}
let vals: Vec<f64> = self.closes.iter().filter_map(|c| c.to_f64()).collect();
if vals.len() != self.period {
return Ok(SignalValue::Unavailable);
}
let nf = vals.len() as f64;
let mean = vals.iter().sum::<f64>() / nf;
let var = vals.iter().map(|v| { let d = v - mean; d * d }).sum::<f64>() / nf;
let std_dev = var.sqrt();
if std_dev == 0.0 {
return Ok(SignalValue::Unavailable);
}
let close_f = match bar.close.to_f64() {
Some(f) => f,
None => return Ok(SignalValue::Unavailable),
};
match Decimal::from_f64((close_f - mean) / std_dev) {
Some(v) => Ok(SignalValue::Scalar(v)),
None => 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_nm_invalid_period() {
assert!(NormalizedMomentum::new("nm", 0).is_err());
assert!(NormalizedMomentum::new("nm", 1).is_err());
}
#[test]
fn test_nm_unavailable_before_warm_up() {
let mut nm = NormalizedMomentum::new("nm", 3).unwrap();
for _ in 0..2 {
assert_eq!(nm.update_bar(&bar("100")).unwrap(), SignalValue::Unavailable);
}
}
#[test]
fn test_nm_constant_price_unavailable() {
let mut nm = NormalizedMomentum::new("nm", 3).unwrap();
for _ in 0..3 {
let result = nm.update_bar(&bar("100")).unwrap();
assert_eq!(result, SignalValue::Unavailable);
}
}
#[test]
fn test_nm_above_mean_positive() {
let mut nm = NormalizedMomentum::new("nm", 3).unwrap();
nm.update_bar(&bar("90")).unwrap();
nm.update_bar(&bar("100")).unwrap();
let result = nm.update_bar(&bar("110")).unwrap();
if let SignalValue::Scalar(v) = result {
assert!(v > dec!(0), "close above mean should give positive z-score: {}", v);
} else {
panic!("expected Scalar");
}
}
#[test]
fn test_nm_below_mean_negative() {
let mut nm = NormalizedMomentum::new("nm", 3).unwrap();
nm.update_bar(&bar("110")).unwrap();
nm.update_bar(&bar("100")).unwrap();
let result = nm.update_bar(&bar("90")).unwrap();
if let SignalValue::Scalar(v) = result {
assert!(v < dec!(0), "close below mean should give negative z-score: {}", v);
} else {
panic!("expected Scalar");
}
}
#[test]
fn test_nm_reset() {
let mut nm = NormalizedMomentum::new("nm", 3).unwrap();
for p in ["90", "100", "110"] { nm.update_bar(&bar(p)).unwrap(); }
assert!(nm.is_ready());
nm.reset();
assert!(!nm.is_ready());
}
}