use std::fmt::{Debug, Display};
use arraydeque::{ArrayDeque, Wrapping};
use nautilus_model::data::Bar;
use crate::{
average::{MovingAverageFactory, MovingAverageType},
indicator::{Indicator, MovingAverage},
};
const MAX_PERIOD: usize = 1024;
#[repr(C)]
#[derive(Debug)]
#[cfg_attr(
feature = "python",
pyo3::pyclass(module = "nautilus_trader.core.nautilus_pyo3.indicators", unsendable)
)]
#[cfg_attr(
feature = "python",
pyo3_stub_gen::derive::gen_stub_pyclass(module = "nautilus_trader.indicators")
)]
pub struct CommodityChannelIndex {
pub period: usize,
pub ma_type: MovingAverageType,
pub scalar: f64,
pub value: f64,
pub initialized: bool,
ma: Box<dyn MovingAverage + Send + 'static>,
has_inputs: bool,
mad: f64,
prices: ArrayDeque<f64, MAX_PERIOD, Wrapping>,
}
impl Display for CommodityChannelIndex {
fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
write!(f, "{}({},{})", self.name(), self.period, self.ma_type,)
}
}
impl Indicator for CommodityChannelIndex {
fn name(&self) -> String {
stringify!(CommodityChannelIndex).to_string()
}
fn has_inputs(&self) -> bool {
self.has_inputs
}
fn initialized(&self) -> bool {
self.initialized
}
fn handle_bar(&mut self, bar: &Bar) {
self.update_raw((&bar.high).into(), (&bar.low).into(), (&bar.close).into());
}
fn reset(&mut self) {
self.ma.reset();
self.mad = 0.0;
self.prices.clear();
self.value = 0.0;
self.has_inputs = false;
self.initialized = false;
}
}
impl CommodityChannelIndex {
#[must_use]
pub fn new(period: usize, scalar: f64, ma_type: Option<MovingAverageType>) -> Self {
assert!(period > 0, "CommodityChannelIndex: period must be > 0");
assert!(
period <= MAX_PERIOD,
"CommodityChannelIndex: period exceeds MAX_PERIOD"
);
Self {
period,
scalar,
ma_type: ma_type.unwrap_or(MovingAverageType::Simple),
value: 0.0,
prices: ArrayDeque::new(),
ma: MovingAverageFactory::create(ma_type.unwrap_or(MovingAverageType::Simple), period),
has_inputs: false,
initialized: false,
mad: 0.0,
}
}
pub fn update_raw(&mut self, high: f64, low: f64, close: f64) {
let typical_price = (high + low + close) / 3.0;
if self.prices.len() == self.period {
let _ = self.prices.pop_front();
}
let _ = self.prices.push_back(typical_price);
self.ma.update_raw(typical_price);
self.mad = fast_mad_with_mean(self.prices.iter().copied(), self.ma.value());
if self.ma.initialized() && self.mad != 0.0 {
self.value = (typical_price - self.ma.value()) / (self.scalar * self.mad);
}
if !self.initialized {
self.has_inputs = true;
if self.ma.initialized() {
self.initialized = true;
}
}
}
}
pub fn fast_mad_with_mean<I>(values: I, mean: f64) -> f64
where
I: IntoIterator<Item = f64>,
{
let mut acc = 0.0_f64;
let mut count = 0_usize;
for v in values {
acc += (v - mean).abs();
count += 1;
}
if count == 0 { 0.0 } else { acc / count as f64 }
}
#[cfg(test)]
mod tests {
use nautilus_model::data::Bar;
use rstest::rstest;
use crate::{
indicator::Indicator,
momentum::cci::CommodityChannelIndex,
stubs::{bar_ethusdt_binance_minute_bid, cci_10},
};
#[rstest]
fn test_psl_initialized(cci_10: CommodityChannelIndex) {
let display_str = format!("{cci_10}");
assert_eq!(display_str, "CommodityChannelIndex(10,SIMPLE)");
assert_eq!(cci_10.period, 10);
assert!(!cci_10.initialized);
assert!(!cci_10.has_inputs);
}
#[rstest]
fn test_value_with_one_input(mut cci_10: CommodityChannelIndex) {
cci_10.update_raw(1.0, 0.9, 0.95);
assert_eq!(cci_10.value, 0.0);
}
#[rstest]
fn test_value_with_three_inputs(mut cci_10: CommodityChannelIndex) {
cci_10.update_raw(1.0, 0.9, 0.95);
cci_10.update_raw(2.0, 1.9, 1.95);
cci_10.update_raw(3.0, 2.9, 2.95);
assert_eq!(cci_10.value, 0.0);
}
#[rstest]
fn test_value_with_ten_inputs(mut cci_10: CommodityChannelIndex) {
cci_10.update_raw(1.00000, 0.90000, 1.00000);
cci_10.update_raw(1.00010, 0.90010, 1.00010);
cci_10.update_raw(1.00030, 0.90020, 1.00020);
cci_10.update_raw(1.00040, 0.90030, 1.00030);
cci_10.update_raw(1.00050, 0.90040, 1.00040);
cci_10.update_raw(1.00060, 0.90050, 1.00050);
cci_10.update_raw(1.00050, 0.90040, 1.00040);
cci_10.update_raw(1.00040, 0.90030, 1.00030);
cci_10.update_raw(1.00030, 0.90020, 1.00020);
cci_10.update_raw(1.00010, 0.90010, 1.00010);
cci_10.update_raw(1.00000, 0.90000, 1.00000);
assert_eq!(cci_10.value, -0.976_190_476_190_006_1);
}
#[rstest]
fn test_initialized_with_required_input(mut cci_10: CommodityChannelIndex) {
for i in 1..10 {
cci_10.update_raw(f64::from(i), f64::from(i), f64::from(i));
}
assert!(!cci_10.initialized);
cci_10.update_raw(10.0, 10.0, 10.0);
assert!(cci_10.initialized);
}
#[rstest]
fn test_handle_bar(mut cci_10: CommodityChannelIndex, bar_ethusdt_binance_minute_bid: Bar) {
cci_10.handle_bar(&bar_ethusdt_binance_minute_bid);
assert_eq!(cci_10.value, 0.0);
assert!(cci_10.has_inputs);
assert!(!cci_10.initialized);
}
#[rstest]
fn test_reset(mut cci_10: CommodityChannelIndex) {
cci_10.update_raw(1.0, 0.9, 0.95);
cci_10.reset();
assert_eq!(cci_10.value, 0.0);
assert_eq!(cci_10.prices.len(), 0);
assert_eq!(cci_10.mad, 0.0);
assert!(!cci_10.has_inputs);
assert!(!cci_10.initialized);
}
}