use std::{
collections::VecDeque,
num::NonZeroUsize,
};
use getset::CopyGetters;
use num::Float;
use crate::View;
#[derive(Debug, Clone, CopyGetters)]
pub struct Rsi<T, V> {
view: V,
#[getset(get_copy = "pub")]
window_len: NonZeroUsize,
avg_gain: T,
avg_loss: T,
old_ref: T,
last_val: T,
q_vals: VecDeque<T>,
out: Option<T>,
}
impl<T, V> Rsi<T, V>
where
V: View<T>,
T: Float,
{
#[inline]
pub fn new(view: V, window_len: NonZeroUsize) -> Self {
Rsi {
view,
window_len,
avg_gain: T::zero(),
avg_loss: T::zero(),
old_ref: T::zero(),
last_val: T::zero(),
q_vals: VecDeque::with_capacity(window_len.get()),
out: None,
}
}
}
impl<T, V> View<T> for Rsi<T, V>
where
V: View<T>,
T: Float,
{
fn update(&mut self, val: T) {
debug_assert!(val.is_finite(), "value must be finite");
self.view.update(val);
let Some(val) = self.view.last() else { return };
debug_assert!(val.is_finite(), "value from `View` must be finite");
if self.q_vals.is_empty() {
self.old_ref = val;
self.last_val = val;
}
let window_len = T::from(self.window_len.get()).expect("can convert");
if self.q_vals.len() >= self.window_len.get() {
let old_val = *self.q_vals.front().unwrap();
let change = old_val - self.old_ref;
debug_assert!(change.is_finite(), "`change` must be finite");
self.old_ref = old_val;
self.q_vals.pop_front();
if change > T::zero() {
self.avg_gain = self.avg_gain - change / window_len;
} else {
self.avg_loss = self.avg_loss - change.abs() / window_len;
}
}
self.q_vals.push_back(val);
let change = val - self.last_val;
debug_assert!(change.is_finite(), "`change` must be finite");
self.last_val = val;
if change > T::zero() {
self.avg_gain = self.avg_gain + change / window_len;
} else {
self.avg_loss = self.avg_loss + change.abs() / window_len;
}
debug_assert!(self.avg_gain.is_finite(), "`avg_gain` must be finite");
debug_assert!(self.avg_loss.is_finite(), "`avg_loss` must be finite");
if self.q_vals.len() < self.window_len.get() {
return;
}
let hundred = T::from(100.0).expect("can convert");
if self.avg_loss == T::zero() {
self.out = Some(hundred);
} else {
let rs = self.avg_gain / self.avg_loss;
debug_assert!(rs.is_finite(), "`rs` must be finite");
let rsi = hundred - hundred / (T::one() + rs);
debug_assert!(rsi.is_finite(), "value must be finite");
self.out = Some(rsi);
}
}
#[inline(always)]
fn last(&self) -> Option<T> {
self.out
}
}
#[cfg(test)]
mod tests {
use super::*;
use crate::{
plot::plot_values,
pure_functions::Echo,
test_data::TEST_DATA,
};
#[test]
fn rsi_plot() {
let mut rsi = Rsi::new(Echo::new(), NonZeroUsize::new(16).unwrap());
let mut out: Vec<f64> = Vec::new();
for v in &TEST_DATA {
rsi.update(*v);
if let Some(val) = rsi.last() {
out.push(val);
}
}
let filename = "img/rsi.png";
plot_values(out, filename).unwrap();
}
#[test]
fn rsi_range() {
let mut rsi = Rsi::new(Echo::new(), NonZeroUsize::new(16).unwrap());
for v in &TEST_DATA {
rsi.update(*v);
if let Some(last) = rsi.last() {
assert!(last >= 0.0);
assert!(last <= 100.0);
}
}
}
}