use crate::error::FinError;
use crate::signals::{BarInput, Signal, SignalValue};
use rust_decimal::Decimal;
pub struct Tema {
name: String,
period: usize,
multiplier: Decimal,
e1_count: usize,
e1_seed_sum: Decimal,
e1: Option<Decimal>,
e2_count: usize,
e2_seed_sum: Decimal,
e2: Option<Decimal>,
e3_count: usize,
e3_seed_sum: Decimal,
e3: Option<Decimal>,
}
impl Tema {
pub fn new(name: impl Into<String>, period: usize) -> Result<Self, FinError> {
if period == 0 {
return Err(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,
multiplier,
e1_count: 0,
e1_seed_sum: Decimal::ZERO,
e1: None,
e2_count: 0,
e2_seed_sum: Decimal::ZERO,
e2: None,
e3_count: 0,
e3_seed_sum: Decimal::ZERO,
e3: None,
})
}
fn ema_update(
count: &mut usize,
seed_sum: &mut Decimal,
state: &mut Option<Decimal>,
period: usize,
multiplier: Decimal,
value: Decimal,
) -> Result<Option<Decimal>, FinError> {
*count += 1;
if *count <= period {
*seed_sum += value;
if *count == period {
#[allow(clippy::cast_possible_truncation)]
let seed = seed_sum
.checked_div(Decimal::from(period as u32))
.ok_or(FinError::ArithmeticOverflow)?;
*state = Some(seed);
return Ok(Some(seed));
}
return Ok(None);
}
let prev = state.unwrap_or(Decimal::ZERO);
let one_minus_k = Decimal::ONE
.checked_sub(multiplier)
.ok_or(FinError::ArithmeticOverflow)?;
let ema = value
.checked_mul(multiplier)
.ok_or(FinError::ArithmeticOverflow)?
.checked_add(
prev.checked_mul(one_minus_k)
.ok_or(FinError::ArithmeticOverflow)?,
)
.ok_or(FinError::ArithmeticOverflow)?;
*state = Some(ema);
Ok(Some(ema))
}
}
impl Signal for Tema {
fn name(&self) -> &str {
&self.name
}
fn update(&mut self, bar: &BarInput) -> Result<SignalValue, FinError> {
let close = bar.close;
let k = self.multiplier;
let p = self.period;
let e1_val = match Self::ema_update(
&mut self.e1_count,
&mut self.e1_seed_sum,
&mut self.e1,
p,
k,
close,
)? {
Some(v) => v,
None => return Ok(SignalValue::Unavailable),
};
let e2_val = match Self::ema_update(
&mut self.e2_count,
&mut self.e2_seed_sum,
&mut self.e2,
p,
k,
e1_val,
)? {
Some(v) => v,
None => return Ok(SignalValue::Unavailable),
};
let e3_val = match Self::ema_update(
&mut self.e3_count,
&mut self.e3_seed_sum,
&mut self.e3,
p,
k,
e2_val,
)? {
Some(v) => v,
None => return Ok(SignalValue::Unavailable),
};
let three = Decimal::from(3u32);
let tema = three
.checked_mul(e1_val)
.ok_or(FinError::ArithmeticOverflow)?
.checked_sub(
three
.checked_mul(e2_val)
.ok_or(FinError::ArithmeticOverflow)?,
)
.ok_or(FinError::ArithmeticOverflow)?
.checked_add(e3_val)
.ok_or(FinError::ArithmeticOverflow)?;
Ok(SignalValue::Scalar(tema))
}
fn is_ready(&self) -> bool {
self.e1_count >= self.period
&& self.e2_count >= self.period
&& self.e3_count >= self.period
}
fn period(&self) -> usize {
self.period
}
fn reset(&mut self) {
self.e1_count = 0;
self.e1_seed_sum = Decimal::ZERO;
self.e1 = None;
self.e2_count = 0;
self.e2_seed_sum = Decimal::ZERO;
self.e2 = None;
self.e3_count = 0;
self.e3_seed_sum = Decimal::ZERO;
self.e3 = None;
}
}
#[cfg(test)]
mod tests {
use super::*;
use crate::ohlcv::OhlcvBar;
use crate::signals::indicators::{Dema, Ema};
use crate::signals::Signal;
use crate::types::{NanoTimestamp, Price, Quantity, Symbol};
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_tema_period_0_error() {
assert!(Tema::new("t", 0).is_err());
}
#[test]
fn test_tema_constant_price_equals_price() {
let mut tema = Tema::new("t3", 3).unwrap();
let mut last = SignalValue::Unavailable;
for _ in 0..12 {
last = tema.update_bar(&bar("60")).unwrap();
}
assert_eq!(last, SignalValue::Scalar("60".parse().unwrap()));
}
#[test]
fn test_tema_reset_clears_state() {
let mut tema = Tema::new("t3", 3).unwrap();
for _ in 0..10 {
tema.update_bar(&bar("100")).unwrap();
}
assert!(tema.is_ready());
tema.reset();
assert!(!tema.is_ready());
assert_eq!(tema.update_bar(&bar("100")).unwrap(), SignalValue::Unavailable);
}
#[test]
fn test_tema_faster_than_dema_on_jump() {
let period = 3;
let warmup = 3 * period;
let mut tema = Tema::new("t3", period).unwrap();
let mut dema = Dema::new("d3", period).unwrap();
let mut ema = Ema::new("e3", period).unwrap();
for _ in 0..warmup {
tema.update_bar(&bar("100")).unwrap();
dema.update_bar(&bar("100")).unwrap();
}
for _ in 0..period {
ema.update_bar(&bar("100")).unwrap();
}
let tema_v = match tema.update_bar(&bar("500")).unwrap() {
SignalValue::Scalar(v) => v,
_ => panic!("TEMA should be ready"),
};
let dema_v = match dema.update_bar(&bar("500")).unwrap() {
SignalValue::Scalar(v) => v,
_ => panic!("DEMA should be ready"),
};
let ema_v = match ema.update_bar(&bar("500")).unwrap() {
SignalValue::Scalar(v) => v,
_ => panic!("EMA should be ready"),
};
assert!(
tema_v > dema_v && dema_v > ema_v,
"TEMA ({tema_v}) > DEMA ({dema_v}) > EMA ({ema_v}) on price jump"
);
}
}