nautilus_indicators/momentum/
cci.rs1use std::{
17 collections::VecDeque,
18 fmt::{Debug, Display},
19};
20
21use nautilus_model::data::Bar;
22
23use crate::{
24 average::{MovingAverageFactory, MovingAverageType},
25 indicator::{Indicator, MovingAverage},
26};
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: VecDeque<f64>,
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]
82 pub fn new(period: usize, scalar: f64, ma_type: Option<MovingAverageType>) -> Self {
83 Self {
84 period,
85 scalar,
86 ma_type: ma_type.unwrap_or(MovingAverageType::Simple),
87 value: 0.0,
88 prices: VecDeque::with_capacity(period),
89 ma: MovingAverageFactory::create(ma_type.unwrap_or(MovingAverageType::Simple), period),
90 has_inputs: false,
91 initialized: false,
92 mad: 0.0,
93 }
94 }
95
96 pub fn update_raw(&mut self, high: f64, low: f64, close: f64) {
97 let typical_price = (high + low + close) / 3.0;
98 self.prices.push_back(typical_price);
99 self.ma.update_raw(typical_price);
100 self.mad = fast_mad_with_mean(self.prices.clone(), self.ma.value());
101
102 if self.ma.initialized() {
103 self.value = (typical_price - self.ma.value()) / (self.scalar * self.mad);
104 }
105
106 if !self.initialized {
107 self.has_inputs = true;
108 if self.ma.initialized() {
109 self.initialized = true;
110 }
111 }
112 }
113}
114
115fn fast_mad_with_mean(values: VecDeque<f64>, mean: f64) -> f64 {
116 if values.is_empty() {
117 return 0.0;
118 }
119
120 let mut mad: f64 = 0.0;
121 for v in values.clone() {
122 let dev = (v - mean).abs();
123 mad += dev;
124 }
125
126 mad / values.len() as f64
127}
128
129#[cfg(test)]
133mod tests {
134 use nautilus_model::data::Bar;
135 use rstest::rstest;
136
137 use crate::{
138 indicator::Indicator,
139 momentum::cci::CommodityChannelIndex,
140 stubs::{bar_ethusdt_binance_minute_bid, cci_10},
141 };
142
143 #[rstest]
144 fn test_psl_initialized(cci_10: CommodityChannelIndex) {
145 let display_str = format!("{cci_10}");
146 assert_eq!(display_str, "CommodityChannelIndex(10,SIMPLE)");
147 assert_eq!(cci_10.period, 10);
148 assert!(!cci_10.initialized);
149 assert!(!cci_10.has_inputs);
150 }
151
152 #[rstest]
153 fn test_value_with_one_input(mut cci_10: CommodityChannelIndex) {
154 cci_10.update_raw(1.0, 0.9, 0.95);
155 assert_eq!(cci_10.value, 0.0);
156 }
157
158 #[rstest]
159 fn test_value_with_three_inputs(mut cci_10: CommodityChannelIndex) {
160 cci_10.update_raw(1.0, 0.9, 0.95);
161 cci_10.update_raw(2.0, 1.9, 1.95);
162 cci_10.update_raw(3.0, 2.9, 2.95);
163 assert_eq!(cci_10.value, 0.0);
164 }
165
166 #[rstest]
167 fn test_value_with_ten_inputs(mut cci_10: CommodityChannelIndex) {
168 cci_10.update_raw(1.00000, 0.90000, 1.00000);
169 cci_10.update_raw(1.00010, 0.90010, 1.00010);
170 cci_10.update_raw(1.00030, 0.90020, 1.00020);
171 cci_10.update_raw(1.00040, 0.90030, 1.00030);
172 cci_10.update_raw(1.00050, 0.90040, 1.00040);
173 cci_10.update_raw(1.00060, 0.90050, 1.00050);
174 cci_10.update_raw(1.00050, 0.90040, 1.00040);
175 cci_10.update_raw(1.00040, 0.90030, 1.00030);
176 cci_10.update_raw(1.00030, 0.90020, 1.00020);
177 cci_10.update_raw(1.00010, 0.90010, 1.00010);
178 cci_10.update_raw(1.00000, 0.90000, 1.00000);
179 assert_eq!(cci_10.value, -0.898_406_374_501_630_1);
180 }
181 #[rstest]
182 fn test_initialized_with_required_input(mut cci_10: CommodityChannelIndex) {
183 for i in 1..10 {
184 cci_10.update_raw(f64::from(i), f64::from(i), f64::from(i));
185 }
186 assert!(!cci_10.initialized);
187 cci_10.update_raw(10.0, 10.0, 10.0);
188 assert!(cci_10.initialized);
189 }
190
191 #[rstest]
192 fn test_handle_bar(mut cci_10: CommodityChannelIndex, bar_ethusdt_binance_minute_bid: Bar) {
193 cci_10.handle_bar(&bar_ethusdt_binance_minute_bid);
194 assert_eq!(cci_10.value, 0.0);
195 assert!(cci_10.has_inputs);
196 assert!(!cci_10.initialized);
197 }
198
199 #[rstest]
200 fn test_reset(mut cci_10: CommodityChannelIndex) {
201 cci_10.update_raw(1.0, 0.9, 0.95);
202 cci_10.reset();
203 assert_eq!(cci_10.value, 0.0);
204 assert_eq!(cci_10.prices.len(), 0);
205 assert_eq!(cci_10.mad, 0.0);
206 assert!(!cci_10.has_inputs);
207 assert!(!cci_10.initialized);
208 }
209}