use crate::error::FinError;
use crate::signals::{BarInput, Signal, SignalValue};
use rust_decimal::Decimal;
use std::collections::VecDeque;
pub struct Qqe {
name: String,
rsi_period: usize,
smooth: usize,
atr_period: usize,
factor: Decimal,
gains: VecDeque<Decimal>,
losses: VecDeque<Decimal>,
prev_close: Option<Decimal>,
smooth_k: Decimal,
ema1: Option<Decimal>,
ema2: Option<Decimal>,
prev_dsmrsi: Option<Decimal>,
atr_k: Decimal,
rsi_atr: Option<Decimal>,
upper: Option<Decimal>,
lower: Option<Decimal>,
}
impl Qqe {
pub fn new(
name: impl Into<String>,
rsi_period: usize,
smooth: usize,
atr_period: usize,
factor: Decimal,
) -> Result<Self, FinError> {
if rsi_period == 0 { return Err(FinError::InvalidPeriod(rsi_period)); }
if smooth == 0 { return Err(FinError::InvalidPeriod(smooth)); }
if atr_period == 0 { return Err(FinError::InvalidPeriod(atr_period)); }
#[allow(clippy::cast_possible_truncation)]
let smooth_k = Decimal::TWO / Decimal::from((smooth + 1) as u32);
#[allow(clippy::cast_possible_truncation)]
let atr_k = Decimal::TWO / Decimal::from((atr_period + 1) as u32);
Ok(Self {
name: name.into(),
rsi_period,
smooth,
atr_period,
factor,
gains: VecDeque::with_capacity(rsi_period),
losses: VecDeque::with_capacity(rsi_period),
prev_close: None,
smooth_k,
ema1: None,
ema2: None,
prev_dsmrsi: None,
atr_k,
rsi_atr: None,
upper: None,
lower: None,
})
}
pub fn smooth(&self) -> usize { self.smooth }
pub fn atr_period(&self) -> usize { self.atr_period }
pub fn upper(&self) -> Option<Decimal> { self.upper }
pub fn lower(&self) -> Option<Decimal> { self.lower }
fn compute_rsi(&self) -> Option<Decimal> {
if self.gains.len() < self.rsi_period { return None; }
let n = Decimal::from(self.rsi_period as u32);
let avg_gain = self.gains.iter().sum::<Decimal>() / n;
let avg_loss = self.losses.iter().sum::<Decimal>() / n;
if avg_loss.is_zero() { return Some(Decimal::from(100u32)); }
let rs = avg_gain / avg_loss;
Some(Decimal::from(100u32) - Decimal::from(100u32) / (Decimal::ONE + rs))
}
fn ema_next(prev: &mut Option<Decimal>, val: Decimal, k: Decimal) -> Decimal {
match *prev {
None => { *prev = Some(val); val }
Some(p) => { let v = val * k + p * (Decimal::ONE - k); *prev = Some(v); v }
}
}
}
impl Signal for Qqe {
fn name(&self) -> &str { &self.name }
fn update(&mut self, bar: &BarInput) -> Result<SignalValue, FinError> {
let close = bar.close;
let prev = match self.prev_close {
None => { self.prev_close = Some(close); return Ok(SignalValue::Unavailable); }
Some(p) => p,
};
self.prev_close = Some(close);
let change = close - prev;
let gain = if change > Decimal::ZERO { change } else { Decimal::ZERO };
let loss = if change < Decimal::ZERO { -change } else { Decimal::ZERO };
self.gains.push_back(gain);
self.losses.push_back(loss);
if self.gains.len() > self.rsi_period { self.gains.pop_front(); self.losses.pop_front(); }
let rsi = match self.compute_rsi() {
None => return Ok(SignalValue::Unavailable),
Some(r) => r,
};
let ema1 = Self::ema_next(&mut self.ema1, rsi, self.smooth_k);
let dsmrsi = Self::ema_next(&mut self.ema2, ema1, self.smooth_k);
let rsi_atr_val = match self.prev_dsmrsi {
None => {
self.prev_dsmrsi = Some(dsmrsi);
return Ok(SignalValue::Unavailable);
}
Some(prev_ds) => (dsmrsi - prev_ds).abs(),
};
self.prev_dsmrsi = Some(dsmrsi);
let atr = Self::ema_next(&mut self.rsi_atr, rsi_atr_val, self.atr_k);
let band = atr * self.factor;
self.upper = Some(dsmrsi + band);
self.lower = Some(dsmrsi - band);
Ok(SignalValue::Scalar(dsmrsi))
}
fn is_ready(&self) -> bool {
self.upper.is_some()
}
fn period(&self) -> usize {
self.rsi_period
}
fn reset(&mut self) {
self.gains.clear();
self.losses.clear();
self.prev_close = None;
self.ema1 = None;
self.ema2 = None;
self.prev_dsmrsi = None;
self.rsi_atr = None;
self.upper = None;
self.lower = None;
}
}
#[cfg(test)]
mod tests {
use super::*;
use crate::ohlcv::OhlcvBar;
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_qqe_invalid() {
assert!(Qqe::new("q", 0, 5, 4, dec!(4.236)).is_err());
assert!(Qqe::new("q", 14, 0, 4, dec!(4.236)).is_err());
assert!(Qqe::new("q", 14, 5, 0, dec!(4.236)).is_err());
}
#[test]
fn test_qqe_unavailable_before_warmup() {
let mut q = Qqe::new("q", 3, 2, 2, dec!(4.236)).unwrap();
for _ in 0..4 {
assert_eq!(q.update_bar(&bar("100")).unwrap(), SignalValue::Unavailable);
}
}
#[test]
fn test_qqe_produces_scalar() {
let mut q = Qqe::new("q", 3, 2, 2, dec!(4.236)).unwrap();
let mut last = SignalValue::Unavailable;
for i in 0..30usize {
last = q.update_bar(&bar(&(100 + i % 5).to_string())).unwrap();
}
assert!(matches!(last, SignalValue::Scalar(_)), "expected Scalar: {last:?}");
}
#[test]
fn test_qqe_bands_set_when_ready() {
let mut q = Qqe::new("q", 3, 2, 2, dec!(4.236)).unwrap();
for i in 0..30usize {
q.update_bar(&bar(&(100 + i % 5).to_string())).unwrap();
}
assert!(q.upper().is_some());
assert!(q.lower().is_some());
}
#[test]
fn test_qqe_reset() {
let mut q = Qqe::new("q", 3, 2, 2, dec!(4.236)).unwrap();
for i in 0..30usize { q.update_bar(&bar(&(100 + i % 5).to_string())).unwrap(); }
assert!(q.is_ready());
q.reset();
assert!(!q.is_ready());
assert!(q.upper().is_none());
}
}