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| 1 | +use super::{extend, len_guard, truncate}; |
| 2 | +use num_traits::{real::Real, Float}; |
| 3 | + |
| 4 | +#[cfg(feature = "alloc")] |
| 5 | +use super::GetWindow; |
| 6 | +#[cfg(feature = "alloc")] |
| 7 | +use alloc::{vec, vec::Vec}; |
| 8 | + |
| 9 | +/// Collection of arguments for window `Triangle` for use in [GetWindow]. |
| 10 | +#[derive(Debug, Clone, PartialEq)] |
| 11 | +pub struct Triangle { |
| 12 | + /// Number of points in the output window. If zero, an empty array is returned in [GetWindow]. |
| 13 | + pub m: usize, |
| 14 | + /// Whether the window is symmetric. |
| 15 | + /// |
| 16 | + /// When true, generates a symmetric window, for use in filter design. |
| 17 | + /// When false, generates a periodic window, for use in spectral analysis. |
| 18 | + pub sym: bool, |
| 19 | +} |
| 20 | + |
| 21 | +impl Triangle { |
| 22 | + /// Returns a Triangle struct. |
| 23 | + /// |
| 24 | + /// # Parameters |
| 25 | + /// * `m`: |
| 26 | + /// Number of points in the output window. If zero, an empty array is returned. |
| 27 | + /// * `sym`: |
| 28 | + /// When true, generates a symmetric window, for use in filter design. |
| 29 | + /// When false, generates a periodic window, for use in spectral analysis. |
| 30 | + pub fn new(m: usize, sym: bool) -> Self { |
| 31 | + Triangle { m, sym } |
| 32 | + } |
| 33 | +} |
| 34 | + |
| 35 | +#[cfg(feature = "alloc")] |
| 36 | +impl GetWindow for Triangle { |
| 37 | + /// Return a window of type: Triangle. |
| 38 | + /// |
| 39 | + /// This is the not the same as the Bartlett window. |
| 40 | + /// |
| 41 | + /// # Parameters |
| 42 | + /// `self`: [Triangle] |
| 43 | + /// |
| 44 | + /// # Returns |
| 45 | + /// `w`: `vec<F>` |
| 46 | + /// The window, with the maximum value normalized to 1 (though the value 1 does not appear |
| 47 | + /// if `M` is even and `sym` is True). |
| 48 | + /// |
| 49 | + /// # Example |
| 50 | + /// ``` |
| 51 | + /// use sci_rs::signal::windows::{Triangle, GetWindow}; |
| 52 | + /// |
| 53 | + /// let nx = 8; |
| 54 | + /// let tri = Triangle::new(nx, true); |
| 55 | + /// assert_eq!(vec![0.125, 0.375, 0.625, 0.875, 0.875, 0.625, 0.375, 0.125], tri.get_window::<f32>()); |
| 56 | + /// assert_eq!(vec![0.125, 0.375, 0.625, 0.875, 0.875, 0.625, 0.375, 0.125], tri.get_window()); |
| 57 | + /// |
| 58 | + /// let nx = 9; |
| 59 | + /// let tri = Triangle::new(nx, false); |
| 60 | + /// assert_eq!(vec![0.1, 0.3, 0.5, 0.7, 0.9, 0.9, 0.7, 0.5, 0.3], tri.get_window::<f32>()); |
| 61 | + /// assert_eq!(vec![0.1, 0.3, 0.5, 0.7, 0.9, 0.9, 0.7, 0.5, 0.3], tri.get_window()); |
| 62 | + /// ``` |
| 63 | + /// |
| 64 | + /// # References |
| 65 | + /// <https://en.wikipedia.org/wiki/Window_function#Triangular_window> |
| 66 | + #[cfg(feature = "alloc")] |
| 67 | + fn get_window<F>(&self) -> Vec<F> |
| 68 | + where |
| 69 | + F: Real + Float, |
| 70 | + { |
| 71 | + if len_guard(self.m) { |
| 72 | + return Vec::<F>::new(); |
| 73 | + } |
| 74 | + let (m, needs_trunc) = extend(self.m, self.sym); |
| 75 | + |
| 76 | + let mut n: Vec<F> = (1..=((m + 1) / 2)).map(|x| F::from(x).unwrap()).collect(); |
| 77 | + let m_f: F = F::from(m).unwrap(); |
| 78 | + let w: Vec<F> = match m % 2 { |
| 79 | + 0 => { |
| 80 | + let mut w: Vec<F> = n |
| 81 | + .iter() |
| 82 | + .map(|&n| (F::from(2).unwrap() * n - F::from(1).unwrap()) / m_f) |
| 83 | + .collect(); |
| 84 | + w.extend(w.clone().iter().rev()); |
| 85 | + w |
| 86 | + } |
| 87 | + 1 => { |
| 88 | + let mut w: Vec<F> = n |
| 89 | + .iter() |
| 90 | + .map(|&n| F::from(2).unwrap() * n / (m_f + F::from(1).unwrap())) |
| 91 | + .collect(); |
| 92 | + w.extend(w.clone().iter().rev().skip(1)); |
| 93 | + w |
| 94 | + } |
| 95 | + _ => panic!(), |
| 96 | + }; |
| 97 | + |
| 98 | + return truncate(w, needs_trunc); // this works even though w isn't mut? |
| 99 | + } |
| 100 | +} |
| 101 | + |
| 102 | +#[cfg(test)] |
| 103 | +mod tests { |
| 104 | + use super::*; |
| 105 | + use approx::assert_relative_eq; |
| 106 | + |
| 107 | + #[test] |
| 108 | + #[cfg(feature = "alloc")] |
| 109 | + fn case_even_true() { |
| 110 | + // from scipy.signal.windows import triangle |
| 111 | + // triangle(n) |
| 112 | + |
| 113 | + let upper = 1_000; |
| 114 | + for i in 0..upper { |
| 115 | + let nx = 2 * i; |
| 116 | + let tri = Triangle::new(nx, true); |
| 117 | + let expected: Vec<f64> = (0..nx) |
| 118 | + .into_iter() |
| 119 | + .chain((0..nx).rev()) |
| 120 | + .filter(|n| n % 2 == 1) |
| 121 | + .map(|n| n as f64 / nx as f64) |
| 122 | + .collect(); |
| 123 | + |
| 124 | + assert_eq!(expected, tri.get_window::<f64>()); |
| 125 | + // for (&e, t) in expected.iter().zip(tri.get_window::<f64>()) { |
| 126 | + // assert_relative_eq!(e, t, max_relative = 1e-7) |
| 127 | + // } |
| 128 | + } |
| 129 | + } |
| 130 | + |
| 131 | + #[test] |
| 132 | + #[cfg(feature = "alloc")] |
| 133 | + fn case_even_false() { |
| 134 | + // from scipy.signal import get_window |
| 135 | + // get_window('triangle', 4) |
| 136 | + |
| 137 | + let upper = 1_000; |
| 138 | + for i in 0..upper { |
| 139 | + let nx = 2 * i; |
| 140 | + let tri = Triangle::new(nx, false); |
| 141 | + let expected: Vec<f64> = (1..=(nx / 2) + 1) |
| 142 | + .into_iter() |
| 143 | + .chain((1..(nx / 2) + 1).rev()) |
| 144 | + .take(nx) |
| 145 | + .map(|n| n as f64 / ((nx / 2) + 1) as f64) |
| 146 | + .collect(); |
| 147 | + |
| 148 | + assert_eq!(expected, tri.get_window::<f64>()); |
| 149 | + // for (&e, t) in expected.iter().zip(tri.get_window::<f64>()) { |
| 150 | + // assert_relative_eq!(e, t, max_relative = 1e-7) |
| 151 | + // } |
| 152 | + } |
| 153 | + } |
| 154 | + |
| 155 | + #[test] |
| 156 | + #[cfg(feature = "alloc")] |
| 157 | + fn case_odd_true() { |
| 158 | + // from scipy.signal.windows import triangle |
| 159 | + // triangle(nx) |
| 160 | + |
| 161 | + let upper = 1_000; |
| 162 | + for i in 1..upper { |
| 163 | + let nx = 2 * i + 1; |
| 164 | + let tri = Triangle::new(nx, true); |
| 165 | + let expected: Vec<_> = (1..=(nx + 1) / 2) |
| 166 | + .into_iter() |
| 167 | + .chain((1..=(nx + 1) / 2).rev().skip(1)) |
| 168 | + .map(|n| (n as f64) / ((nx + 1) as f64 / 2.)) |
| 169 | + .collect(); |
| 170 | + |
| 171 | + assert_eq!(expected, tri.get_window::<f64>()); |
| 172 | + // for (&e, t) in expected.iter().zip(tri.get_window::<f64>()) { |
| 173 | + // assert_relative_eq!(e, t); |
| 174 | + // } |
| 175 | + } |
| 176 | + } |
| 177 | + |
| 178 | + #[test] |
| 179 | + #[cfg(feature = "alloc")] |
| 180 | + fn case_odd_false() { |
| 181 | + // from scipy.signal import get_window |
| 182 | + // get_window('triangle', 5) |
| 183 | + |
| 184 | + let upper = 1_000; |
| 185 | + for i in 1..upper { |
| 186 | + let nx = 2 * i + 1; |
| 187 | + let tri = Triangle::new(nx, false); |
| 188 | + let expected: Vec<_> = (0..=nx) |
| 189 | + .into_iter() |
| 190 | + .chain((0..=nx).into_iter().rev()) |
| 191 | + .filter(|n| n % 2 == 1) |
| 192 | + .take(nx) |
| 193 | + .map(|n| n as f64 / (nx as f64 + 1.)) |
| 194 | + .collect(); |
| 195 | + |
| 196 | + assert_eq!(expected, tri.get_window::<f64>()); |
| 197 | + // for (&e, t) in expected.iter().zip(tri.get_window::<f64>()) { |
| 198 | + // assert_relative_eq!(e, t); |
| 199 | + // } |
| 200 | + } |
| 201 | + } |
| 202 | +} |
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