use crate::error::FinError;
use crate::signals::{BarInput, Signal, SignalValue};
use rust_decimal::Decimal;
use std::collections::VecDeque;
pub struct DynamicMomentumIndex {
name: String,
base_period: usize,
min_period: usize,
max_period: usize,
history: VecDeque<Decimal>,
}
impl DynamicMomentumIndex {
pub fn new(
name: impl Into<String>,
base_period: usize,
min_period: usize,
max_period: usize,
) -> Result<Self, FinError> {
if base_period == 0 {
return Err(FinError::InvalidPeriod(base_period));
}
if min_period < 2 {
return Err(FinError::InvalidPeriod(min_period));
}
if max_period < min_period {
return Err(FinError::InvalidInput(
"max_period must be >= min_period".to_owned(),
));
}
Ok(Self {
name: name.into(),
base_period,
min_period,
max_period,
history: VecDeque::with_capacity(max_period + 2),
})
}
fn std_dev(values: &[Decimal]) -> f64 {
use rust_decimal::prelude::ToPrimitive;
let n = values.len() as f64;
if n < 2.0 {
return 0.0;
}
let mean: f64 = values.iter().filter_map(|d| d.to_f64()).sum::<f64>() / n;
let var: f64 = values
.iter()
.filter_map(|d| d.to_f64())
.map(|v| (v - mean).powi(2))
.sum::<f64>()
/ (n - 1.0);
var.sqrt()
}
fn compute_rsi(closes: &[Decimal], period: usize) -> f64 {
use rust_decimal::prelude::ToPrimitive;
if closes.len() < period + 1 {
return f64::NAN;
}
let slice = &closes[closes.len() - (period + 1)..];
let mut avg_gain = 0.0_f64;
let mut avg_loss = 0.0_f64;
for i in 1..=period {
let chg = slice[i].to_f64().unwrap_or(0.0)
- slice[i - 1].to_f64().unwrap_or(0.0);
if chg > 0.0 {
avg_gain += chg;
} else {
avg_loss += -chg;
}
}
let p = period as f64;
avg_gain /= p;
avg_loss /= p;
if avg_loss == 0.0 {
return 100.0;
}
if avg_gain == 0.0 {
return 0.0;
}
100.0 - 100.0 / (1.0 + avg_gain / avg_loss)
}
}
impl Signal for DynamicMomentumIndex {
fn name(&self) -> &str {
&self.name
}
fn period(&self) -> usize {
self.max_period
}
fn is_ready(&self) -> bool {
self.history.len() >= self.max_period + 1
}
fn update(&mut self, bar: &BarInput) -> Result<SignalValue, FinError> {
self.history.push_back(bar.close);
while self.history.len() > self.max_period + 1 {
self.history.pop_front();
}
if self.history.len() < self.max_period + 1 {
return Ok(SignalValue::Unavailable);
}
let all: Vec<Decimal> = self.history.iter().copied().collect();
let short_std = Self::std_dev(&all[all.len().saturating_sub(5)..]);
let long_std = Self::std_dev(&all[all.len().saturating_sub(10)..]);
let dynamic_period = if long_std == 0.0 || short_std == 0.0 {
self.base_period
} else {
let ratio = short_std / long_std;
let dp = (self.base_period as f64 * ratio).round() as usize;
dp.clamp(self.min_period, self.max_period)
};
let rsi = Self::compute_rsi(&all, dynamic_period);
if rsi.is_nan() || rsi.is_infinite() {
return Ok(SignalValue::Unavailable);
}
let result = Decimal::try_from(rsi).unwrap_or(Decimal::ZERO);
Ok(SignalValue::Scalar(result.clamp(Decimal::ZERO, Decimal::ONE_HUNDRED)))
}
fn reset(&mut self) {
self.history.clear();
}
}
#[cfg(test)]
mod tests {
use super::*;
use crate::ohlcv::OhlcvBar;
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_dymi_invalid_base_period() {
assert!(DynamicMomentumIndex::new("d", 0, 3, 30).is_err());
}
#[test]
fn test_dymi_invalid_min_period() {
assert!(DynamicMomentumIndex::new("d", 14, 1, 30).is_err());
}
#[test]
fn test_dymi_invalid_max_less_than_min() {
assert!(DynamicMomentumIndex::new("d", 14, 10, 5).is_err());
}
#[test]
fn test_dymi_unavailable_before_warm_up() {
let mut d = DynamicMomentumIndex::new("d", 14, 3, 10).unwrap();
for i in 0..10u32 {
let v = d.update_bar(&bar(&(100 + i).to_string())).unwrap();
assert_eq!(v, SignalValue::Unavailable);
}
assert!(!d.is_ready());
}
#[test]
fn test_dymi_produces_value_after_warm_up() {
let mut d = DynamicMomentumIndex::new("d", 14, 3, 10).unwrap();
let mut last = SignalValue::Unavailable;
for i in 0..12u32 {
last = d.update_bar(&bar(&(100 + i).to_string())).unwrap();
}
assert!(last.is_scalar());
}
#[test]
fn test_dymi_output_in_range() {
use rust_decimal_macros::dec;
let mut d = DynamicMomentumIndex::new("d", 14, 3, 10).unwrap();
let prices = [
"100", "102", "101", "103", "105", "104", "106", "108", "107", "109", "108", "110",
];
for p in &prices {
if let SignalValue::Scalar(v) = d.update_bar(&bar(p)).unwrap() {
assert!(v >= dec!(0), "DYMI < 0");
assert!(v <= dec!(100), "DYMI > 100");
}
}
}
#[test]
fn test_dymi_reset() {
let mut d = DynamicMomentumIndex::new("d", 14, 3, 10).unwrap();
for i in 0..12u32 {
d.update_bar(&bar(&(100 + i).to_string())).unwrap();
}
assert!(d.is_ready());
d.reset();
assert!(!d.is_ready());
}
#[test]
fn test_dymi_period_is_max_period() {
let d = DynamicMomentumIndex::new("d", 14, 3, 30).unwrap();
assert_eq!(d.period(), 30);
}
}