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.core.nautilus_pyo3.indicators", unsendable)
33)]
34pub struct CommodityChannelIndex {
35 pub period: usize,
36 pub ma_type: MovingAverageType,
37 pub scalar: f64,
38 pub value: f64,
39 pub initialized: bool,
40 ma: Box<dyn MovingAverage + Send + 'static>,
41 has_inputs: bool,
42 mad: f64,
43 prices: ArrayDeque<f64, MAX_PERIOD, Wrapping>,
44}
45
46impl Display for CommodityChannelIndex {
47 fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
48 write!(f, "{}({},{})", self.name(), self.period, self.ma_type,)
49 }
50}
51
52impl Indicator for CommodityChannelIndex {
53 fn name(&self) -> String {
54 stringify!(CommodityChannelIndex).to_string()
55 }
56
57 fn has_inputs(&self) -> bool {
58 self.has_inputs
59 }
60
61 fn initialized(&self) -> bool {
62 self.initialized
63 }
64
65 fn handle_bar(&mut self, bar: &Bar) {
66 self.update_raw((&bar.high).into(), (&bar.low).into(), (&bar.close).into());
67 }
68
69 fn reset(&mut self) {
70 self.ma.reset();
71 self.mad = 0.0;
72 self.prices.clear();
73 self.value = 0.0;
74 self.has_inputs = false;
75 self.initialized = false;
76 }
77}
78
79impl CommodityChannelIndex {
80 #[must_use]
87 pub fn new(period: usize, scalar: f64, ma_type: Option<MovingAverageType>) -> Self {
88 assert!(period > 0, "CommodityChannelIndex: period must be > 0");
89 assert!(
90 period <= MAX_PERIOD,
91 "CommodityChannelIndex: period exceeds MAX_PERIOD"
92 );
93
94 Self {
95 period,
96 scalar,
97 ma_type: ma_type.unwrap_or(MovingAverageType::Simple),
98 value: 0.0,
99 prices: ArrayDeque::new(),
100 ma: MovingAverageFactory::create(ma_type.unwrap_or(MovingAverageType::Simple), period),
101 has_inputs: false,
102 initialized: false,
103 mad: 0.0,
104 }
105 }
106
107 pub fn update_raw(&mut self, high: f64, low: f64, close: f64) {
108 let typical_price = (high + low + close) / 3.0;
109
110 if self.prices.len() == self.period {
111 let _ = self.prices.pop_front();
112 }
113 let _ = self.prices.push_back(typical_price);
114
115 self.ma.update_raw(typical_price);
116
117 self.mad = fast_mad_with_mean(self.prices.iter().copied(), self.ma.value());
118
119 if self.ma.initialized() && self.mad != 0.0 {
120 self.value = (typical_price - self.ma.value()) / (self.scalar * self.mad);
121 }
122
123 if !self.initialized {
124 self.has_inputs = true;
125 if self.ma.initialized() {
126 self.initialized = true;
127 }
128 }
129 }
130}
131
132pub fn fast_mad_with_mean<I>(values: I, mean: f64) -> f64
133where
134 I: IntoIterator<Item = f64>,
135{
136 let mut acc = 0.0_f64;
137 let mut count = 0_usize;
138
139 for v in values {
140 acc += (v - mean).abs();
141 count += 1;
142 }
143
144 if count == 0 { 0.0 } else { acc / count as f64 }
145}
146
147#[cfg(test)]
148mod tests {
149 use nautilus_model::data::Bar;
150 use rstest::rstest;
151
152 use crate::{
153 indicator::Indicator,
154 momentum::cci::CommodityChannelIndex,
155 stubs::{bar_ethusdt_binance_minute_bid, cci_10},
156 };
157
158 #[rstest]
159 fn test_psl_initialized(cci_10: CommodityChannelIndex) {
160 let display_str = format!("{cci_10}");
161 assert_eq!(display_str, "CommodityChannelIndex(10,SIMPLE)");
162 assert_eq!(cci_10.period, 10);
163 assert!(!cci_10.initialized);
164 assert!(!cci_10.has_inputs);
165 }
166
167 #[rstest]
168 fn test_value_with_one_input(mut cci_10: CommodityChannelIndex) {
169 cci_10.update_raw(1.0, 0.9, 0.95);
170 assert_eq!(cci_10.value, 0.0);
171 }
172
173 #[rstest]
174 fn test_value_with_three_inputs(mut cci_10: CommodityChannelIndex) {
175 cci_10.update_raw(1.0, 0.9, 0.95);
176 cci_10.update_raw(2.0, 1.9, 1.95);
177 cci_10.update_raw(3.0, 2.9, 2.95);
178 assert_eq!(cci_10.value, 0.0);
179 }
180
181 #[rstest]
182 fn test_value_with_ten_inputs(mut cci_10: CommodityChannelIndex) {
183 cci_10.update_raw(1.00000, 0.90000, 1.00000);
184 cci_10.update_raw(1.00010, 0.90010, 1.00010);
185 cci_10.update_raw(1.00030, 0.90020, 1.00020);
186 cci_10.update_raw(1.00040, 0.90030, 1.00030);
187 cci_10.update_raw(1.00050, 0.90040, 1.00040);
188 cci_10.update_raw(1.00060, 0.90050, 1.00050);
189 cci_10.update_raw(1.00050, 0.90040, 1.00040);
190 cci_10.update_raw(1.00040, 0.90030, 1.00030);
191 cci_10.update_raw(1.00030, 0.90020, 1.00020);
192 cci_10.update_raw(1.00010, 0.90010, 1.00010);
193 cci_10.update_raw(1.00000, 0.90000, 1.00000);
194 assert_eq!(cci_10.value, -0.976_190_476_190_006_1);
195 }
196
197 #[rstest]
198 fn test_initialized_with_required_input(mut cci_10: CommodityChannelIndex) {
199 for i in 1..10 {
200 cci_10.update_raw(f64::from(i), f64::from(i), f64::from(i));
201 }
202 assert!(!cci_10.initialized);
203 cci_10.update_raw(10.0, 10.0, 10.0);
204 assert!(cci_10.initialized);
205 }
206
207 #[rstest]
208 fn test_handle_bar(mut cci_10: CommodityChannelIndex, bar_ethusdt_binance_minute_bid: Bar) {
209 cci_10.handle_bar(&bar_ethusdt_binance_minute_bid);
210 assert_eq!(cci_10.value, 0.0);
211 assert!(cci_10.has_inputs);
212 assert!(!cci_10.initialized);
213 }
214
215 #[rstest]
216 fn test_reset(mut cci_10: CommodityChannelIndex) {
217 cci_10.update_raw(1.0, 0.9, 0.95);
218 cci_10.reset();
219 assert_eq!(cci_10.value, 0.0);
220 assert_eq!(cci_10.prices.len(), 0);
221 assert_eq!(cci_10.mad, 0.0);
222 assert!(!cci_10.has_inputs);
223 assert!(!cci_10.initialized);
224 }
225}