nautilus_indicators/momentum/
cci.rs1use std::fmt::{Debug, Display};
17
18use arraydeque::{ArrayDeque, Wrapping};
19use nautilus_model::data::Bar;
20
21use crate::{
22 average::{MovingAverageFactory, MovingAverageType},
23 indicator::{Indicator, MovingAverage},
24};
25
26const MAX_PERIOD: usize = 1024;
27
28#[repr(C)]
29#[derive(Debug)]
30#[cfg_attr(
31 feature = "python",
32 pyo3::pyclass(module = "nautilus_trader.indicators", unsendable)
33)]
34#[cfg_attr(
35 feature = "python",
36 pyo3_stub_gen::derive::gen_stub_pyclass(module = "nautilus_trader.indicators")
37)]
38pub struct CommodityChannelIndex {
39 pub period: usize,
40 pub ma_type: MovingAverageType,
41 pub scalar: f64,
42 pub value: f64,
43 pub initialized: bool,
44 ma: Box<dyn MovingAverage + Send + 'static>,
45 has_inputs: bool,
46 mad: f64,
47 prices: ArrayDeque<f64, MAX_PERIOD, Wrapping>,
48}
49
50impl Display for CommodityChannelIndex {
51 fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
52 write!(f, "{}({},{})", self.name(), self.period, self.ma_type)
53 }
54}
55
56impl Indicator for CommodityChannelIndex {
57 fn name(&self) -> String {
58 stringify!(CommodityChannelIndex).to_string()
59 }
60
61 fn has_inputs(&self) -> bool {
62 self.has_inputs
63 }
64
65 fn initialized(&self) -> bool {
66 self.initialized
67 }
68
69 fn handle_bar(&mut self, bar: &Bar) {
70 self.update_raw((&bar.high).into(), (&bar.low).into(), (&bar.close).into());
71 }
72
73 fn reset(&mut self) {
74 self.ma.reset();
75 self.mad = 0.0;
76 self.prices.clear();
77 self.value = 0.0;
78 self.has_inputs = false;
79 self.initialized = false;
80 }
81}
82
83impl CommodityChannelIndex {
84 #[must_use]
91 pub fn new(period: usize, scalar: f64, ma_type: Option<MovingAverageType>) -> Self {
92 assert!(period > 0, "CommodityChannelIndex: period must be > 0");
93 assert!(
94 period <= MAX_PERIOD,
95 "CommodityChannelIndex: period exceeds MAX_PERIOD"
96 );
97
98 Self {
99 period,
100 scalar,
101 ma_type: ma_type.unwrap_or(MovingAverageType::Simple),
102 value: 0.0,
103 prices: ArrayDeque::new(),
104 ma: MovingAverageFactory::create(ma_type.unwrap_or(MovingAverageType::Simple), period),
105 has_inputs: false,
106 initialized: false,
107 mad: 0.0,
108 }
109 }
110
111 pub fn update_raw(&mut self, high: f64, low: f64, close: f64) {
112 let typical_price = (high + low + close) / 3.0;
113
114 if self.prices.len() == self.period {
115 let _ = self.prices.pop_front();
116 }
117 let _ = self.prices.push_back(typical_price);
118
119 self.ma.update_raw(typical_price);
120
121 self.mad = fast_mad_with_mean(self.prices.iter().copied(), self.ma.value());
122
123 if self.ma.initialized() && self.mad != 0.0 {
124 self.value = (typical_price - self.ma.value()) / (self.scalar * self.mad);
125 }
126
127 if !self.initialized {
128 self.has_inputs = true;
129
130 if self.ma.initialized() {
131 self.initialized = true;
132 }
133 }
134 }
135}
136
137pub fn fast_mad_with_mean<I>(values: I, mean: f64) -> f64
138where
139 I: IntoIterator<Item = f64>,
140{
141 let mut acc = 0.0_f64;
142 let mut count = 0_usize;
143
144 for v in values {
145 acc += (v - mean).abs();
146 count += 1;
147 }
148
149 if count == 0 { 0.0 } else { acc / count as f64 }
150}
151
152#[cfg(test)]
153mod tests {
154 use nautilus_model::data::Bar;
155 use rstest::rstest;
156
157 use crate::{
158 indicator::Indicator,
159 momentum::cci::CommodityChannelIndex,
160 stubs::{bar_ethusdt_binance_minute_bid, cci_10},
161 testing::assert_approx_equal,
162 };
163
164 #[rstest]
165 fn test_psl_initialized(cci_10: CommodityChannelIndex) {
166 let display_str = format!("{cci_10}");
167 assert_eq!(display_str, "CommodityChannelIndex(10,SIMPLE)");
168 assert_eq!(cci_10.period, 10);
169 assert!(!cci_10.initialized);
170 assert!(!cci_10.has_inputs);
171 }
172
173 #[rstest]
174 fn test_value_with_one_input(mut cci_10: CommodityChannelIndex) {
175 cci_10.update_raw(1.0, 0.9, 0.95);
176 assert_eq!(cci_10.value, 0.0);
177 }
178
179 #[rstest]
180 fn test_value_with_three_inputs(mut cci_10: CommodityChannelIndex) {
181 cci_10.update_raw(1.0, 0.9, 0.95);
182 cci_10.update_raw(2.0, 1.9, 1.95);
183 cci_10.update_raw(3.0, 2.9, 2.95);
184 assert_eq!(cci_10.value, 0.0);
185 }
186
187 #[rstest]
188 fn test_value_with_ten_inputs(mut cci_10: CommodityChannelIndex) {
189 cci_10.update_raw(1.00000, 0.90000, 1.00000);
190 cci_10.update_raw(1.00010, 0.90010, 1.00010);
191 cci_10.update_raw(1.00030, 0.90020, 1.00020);
192 cci_10.update_raw(1.00040, 0.90030, 1.00030);
193 cci_10.update_raw(1.00050, 0.90040, 1.00040);
194 cci_10.update_raw(1.00060, 0.90050, 1.00050);
195 cci_10.update_raw(1.00050, 0.90040, 1.00040);
196 cci_10.update_raw(1.00040, 0.90030, 1.00030);
197 cci_10.update_raw(1.00030, 0.90020, 1.00020);
198 cci_10.update_raw(1.00010, 0.90010, 1.00010);
199 cci_10.update_raw(1.00000, 0.90000, 1.00000);
200 assert_approx_equal(cci_10.value, -0.97619047619);
201 }
202
203 #[rstest]
204 fn test_initialized_with_required_input(mut cci_10: CommodityChannelIndex) {
205 for i in 1..10 {
206 cci_10.update_raw(f64::from(i), f64::from(i), f64::from(i));
207 }
208 assert!(!cci_10.initialized);
209 cci_10.update_raw(10.0, 10.0, 10.0);
210 assert!(cci_10.initialized);
211 }
212
213 #[rstest]
214 fn test_handle_bar(mut cci_10: CommodityChannelIndex, bar_ethusdt_binance_minute_bid: Bar) {
215 cci_10.handle_bar(&bar_ethusdt_binance_minute_bid);
216 assert_eq!(cci_10.value, 0.0);
217 assert!(cci_10.has_inputs);
218 assert!(!cci_10.initialized);
219 }
220
221 #[rstest]
222 fn test_reset(mut cci_10: CommodityChannelIndex) {
223 cci_10.update_raw(1.0, 0.9, 0.95);
224 cci_10.reset();
225 assert_eq!(cci_10.value, 0.0);
226 assert_eq!(cci_10.prices.len(), 0);
227 assert_eq!(cci_10.mad, 0.0);
228 assert!(!cci_10.has_inputs);
229 assert!(!cci_10.initialized);
230 }
231}