use crate::error::FinError;
use crate::signals::{BarInput, Signal, SignalValue};
use rust_decimal::Decimal;
pub struct Ema {
name: String,
period: usize,
current: Option<Decimal>,
count: usize,
multiplier: Decimal,
seed_sum: Decimal,
}
impl Ema {
pub fn new(name: impl Into<String>, period: usize) -> Result<Self, crate::error::FinError> {
if period == 0 {
return Err(crate::error::FinError::InvalidPeriod(period));
}
#[allow(clippy::cast_possible_truncation)]
let denom = Decimal::from((period + 1) as u32);
let multiplier = Decimal::TWO.checked_div(denom).unwrap_or(Decimal::ONE);
Ok(Self {
name: name.into(),
period,
current: None,
count: 0,
multiplier,
seed_sum: Decimal::ZERO,
})
}
pub fn wilder(name: impl Into<String>, period: usize) -> Result<Self, crate::error::FinError> {
if period == 0 {
return Err(crate::error::FinError::InvalidPeriod(period));
}
#[allow(clippy::cast_possible_truncation)]
let denom = Decimal::from(period as u32);
let multiplier = Decimal::ONE.checked_div(denom).unwrap_or(Decimal::ONE);
Ok(Self {
name: name.into(),
period,
current: None,
count: 0,
multiplier,
seed_sum: Decimal::ZERO,
})
}
}
impl Signal for Ema {
fn name(&self) -> &str {
&self.name
}
fn update(&mut self, bar: &BarInput) -> Result<SignalValue, FinError> {
let close = bar.close;
self.count += 1;
if self.count <= self.period {
self.seed_sum += close;
if self.count == self.period {
#[allow(clippy::cast_possible_truncation)]
let seed = self
.seed_sum
.checked_div(Decimal::from(self.period as u32))
.ok_or(FinError::ArithmeticOverflow)?;
self.current = Some(seed);
return Ok(SignalValue::Scalar(seed));
}
return Ok(SignalValue::Unavailable);
}
let prev = self.current.unwrap_or(Decimal::ZERO);
let one_minus_k = Decimal::ONE
.checked_sub(self.multiplier)
.ok_or(FinError::ArithmeticOverflow)?;
let ema = close
.checked_mul(self.multiplier)
.ok_or(FinError::ArithmeticOverflow)?
.checked_add(
prev.checked_mul(one_minus_k)
.ok_or(FinError::ArithmeticOverflow)?,
)
.ok_or(FinError::ArithmeticOverflow)?;
self.current = Some(ema);
Ok(SignalValue::Scalar(ema))
}
fn is_ready(&self) -> bool {
self.count >= self.period
}
fn period(&self) -> usize {
self.period
}
fn reset(&mut self) {
self.current = None;
self.count = 0;
self.seed_sum = Decimal::ZERO;
}
}
#[cfg(test)]
mod tests {
use super::*;
use crate::ohlcv::OhlcvBar;
use crate::signals::indicators::Sma;
use crate::signals::Signal;
use crate::types::{NanoTimestamp, Price, Quantity, Symbol};
use rust_decimal_macros::dec;
fn bar(close: &str) -> OhlcvBar {
let p = Price::new(close.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_ema_not_ready_before_period() {
let mut ema = Ema::new("ema3", 3).unwrap();
let v = ema.update_bar(&bar("10")).unwrap();
assert_eq!(v, SignalValue::Unavailable);
assert!(!ema.is_ready());
}
#[test]
fn test_ema_first_value_equals_sma_seed() {
let mut ema = Ema::new("ema3", 3).unwrap();
ema.update_bar(&bar("10")).unwrap();
ema.update_bar(&bar("20")).unwrap();
let v = ema.update_bar(&bar("30")).unwrap();
assert_eq!(v, SignalValue::Scalar(dec!(20)));
}
#[test]
fn test_ema_subsequent_values_weighted() {
let mut ema = Ema::new("ema3", 3).unwrap();
ema.update_bar(&bar("10")).unwrap();
ema.update_bar(&bar("20")).unwrap();
ema.update_bar(&bar("30")).unwrap();
let v = ema.update_bar(&bar("40")).unwrap();
assert_eq!(v, SignalValue::Scalar(dec!(30)));
}
#[test]
fn test_ema_is_ready_after_period() {
let mut ema = Ema::new("ema3", 3).unwrap();
ema.update_bar(&bar("10")).unwrap();
ema.update_bar(&bar("20")).unwrap();
assert!(!ema.is_ready());
ema.update_bar(&bar("30")).unwrap();
assert!(ema.is_ready());
}
#[test]
fn test_ema_period_0_returns_invalid_period_error() {
let result = Ema::new("ema0", 0);
assert!(result.is_err());
}
#[test]
fn test_ema_single_value_period_1() {
let mut ema = Ema::new("ema1", 1).unwrap();
let v = ema.update_bar(&bar("42")).unwrap();
assert_eq!(v, SignalValue::Scalar(dec!(42)));
assert!(ema.is_ready());
}
#[test]
fn test_ema_convergence_to_constant_series() {
let mut ema = Ema::new("ema5", 5).unwrap();
for p in &["10", "20", "30", "40", "50"] {
ema.update_bar(&bar(p)).unwrap();
}
let mut last = dec!(0);
for _ in 0..30 {
if let SignalValue::Scalar(v) = ema.update_bar(&bar("100")).unwrap() {
last = v;
}
}
let diff = (last - dec!(100)).abs();
assert!(
diff < dec!(1),
"EMA must converge within 1 of 100 after 30 bars, got {last}"
);
}
#[test]
fn test_ema_faster_than_sma() {
let period = 5;
let mut ema = Ema::new("ema5", period).unwrap();
let mut sma = Sma::new("sma5", period).unwrap();
for _ in 0..period {
ema.update_bar(&bar("100")).unwrap();
sma.update_bar(&bar("100")).unwrap();
}
let ema_val = match ema.update_bar(&bar("200")).unwrap() {
SignalValue::Scalar(v) => v,
_ => panic!("EMA should be ready after period bars"),
};
let sma_val = match sma.update_bar(&bar("200")).unwrap() {
SignalValue::Scalar(v) => v,
_ => panic!("SMA should be ready after period bars"),
};
assert!(
ema_val > sma_val,
"EMA ({ema_val}) should exceed SMA ({sma_val}) immediately after a spike"
);
}
#[test]
fn test_ema_reset_clears_state() {
let mut ema = Ema::new("ema3", 3).unwrap();
for p in &["10", "20", "30"] {
ema.update_bar(&bar(p)).unwrap();
}
assert!(ema.is_ready());
ema.reset();
assert!(!ema.is_ready());
let v = ema.update_bar(&bar("10")).unwrap();
assert_eq!(v, SignalValue::Unavailable);
}
#[test]
fn test_ema_small_positive_values_no_panic() {
let mut ema = Ema::new("ema3", 3).unwrap();
for p in &["0.001", "0.002", "0.003", "0.004"] {
let result = ema.update_bar(&bar(p));
assert!(result.is_ok());
}
}
}