1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
use std::collections::VecDeque;
use super::View;
#[derive(Clone)]
pub struct HLNormalizer<V> {
view: V,
window_len: usize,
q_vals: VecDeque<f64>,
min: f64,
max: f64,
last: f64,
init: bool,
}
impl<V> std::fmt::Debug for HLNormalizer<V>
where
V: View,
{
fn fmt(&self, fmt: &mut std::fmt::Formatter<'_>) -> Result<(), std::fmt::Error> {
write!(
fmt,
"HLNormalizer(window_len: {}, q_vals: {:?}, min: {}, max: {}, last: {}, init: {})",
self.window_len, self.q_vals, self.min, self.max, self.last, self.init
)
}
}
impl<V> HLNormalizer<V>
where
V: View,
{
#[inline]
pub fn new(view: V, window_len: usize) -> Self {
HLNormalizer {
view,
window_len,
q_vals: VecDeque::new(),
min: 0.0,
max: 0.0,
last: 0.0,
init: true,
}
}
}
fn extent_queue(q: &VecDeque<f64>) -> (f64, f64) {
let mut min: &f64 = q.front().unwrap();
let mut max: &f64 = q.front().unwrap();
for i in 0..q.len() {
let val = q.get(i).unwrap();
if val > max {
max = val;
}
if val < min {
min = val;
}
}
(*min, *max)
}
impl<V> View for HLNormalizer<V>
where
V: View,
{
fn update(&mut self, val: f64) {
self.view.update(val);
let view_last = self.view.last();
if self.init {
self.init = false;
self.min = view_last;
self.max = view_last;
self.last = view_last;
}
if self.q_vals.len() >= self.window_len {
let old = *self.q_vals.front().unwrap();
if old <= self.min || old >= self.max {
let (min, max) = extent_queue(&self.q_vals);
self.min = min;
self.max = max;
}
self.q_vals.pop_front();
}
self.q_vals.push_back(view_last);
if view_last > self.max {
self.max = view_last;
}
if view_last < self.min {
self.min = view_last;
}
self.last = view_last;
}
#[inline(always)]
fn last(&self) -> f64 {
if self.last == self.min && self.last == self.max {
0.0
} else {
-1.0 + (((self.last - self.min) * 2.0) / (self.max - self.min))
}
}
}
#[cfg(test)]
mod tests {
use super::*;
use crate::{test_data::TEST_DATA, Echo};
#[test]
fn normalizer() {
let mut n = HLNormalizer::new(Echo::new(), 16);
for v in &TEST_DATA {
n.update(*v);
let last = n.last();
assert!(last <= 1.0);
assert!(last >= -1.0);
}
}
}