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use rust_decimal::Decimal;
#[cfg(all(not(feature = "time"), feature = "chrono"))]
use chrono_crate as chrono;
#[cfg(all(feature = "time", not(feature = "chrono")))]
use time_crate as time;
#[derive(Debug, PartialEq, Clone, Copy)]
pub struct DataPoint {
x: Decimal,
y: Decimal,
}
impl DataPoint {
pub fn new(x: impl Into<std::time::SystemTime>, y: Decimal) -> Self {
DataPoint {
x: x.into()
.duration_since(std::time::SystemTime::UNIX_EPOCH)
.unwrap()
.as_secs()
.into(),
y,
}
}
}
#[derive(Debug, PartialEq, Clone, Copy)]
pub struct DataOutput {
#[cfg(all(not(feature = "time"), feature = "chrono"))]
pub x: chrono::DateTime<chrono::Utc>,
#[cfg(all(feature = "time", not(feature = "chrono")))]
pub x: time::OffsetDateTime,
#[cfg(all(not(feature = "time"), not(feature = "chrono")))]
pub x: std::time::SystemTime,
pub y: Decimal,
}
impl From<DataPoint> for DataOutput {
fn from(value: DataPoint) -> Self {
#[allow(unused_variables)]
let systemtime = std::time::UNIX_EPOCH + std::time::Duration::from_secs(value.x.try_into().unwrap());
Self {
#[cfg(all(not(feature = "time"), feature = "chrono"))]
x: systemtime.try_into().unwrap(),
#[cfg(all(feature = "time", not(feature = "chrono")))]
x: systemtime.try_into().unwrap(),
#[cfg(all(not(feature = "time"), not(feature = "chrono")))]
x: systemtime,
y: value.y,
}
}
}
trait Lttb {
fn downsample(self, threshold: usize) -> Vec<DataOutput>;
}
impl Lttb for Vec<DataPoint> {
fn downsample(self, threshold: usize) -> Vec<DataOutput> {
if threshold >= self.len() || threshold == 0 {
return self.into_iter().map(Into::into).collect();
}
let mut sampled = Vec::with_capacity(threshold);
let every = Decimal::from(self.len() - 2) / (Decimal::from(threshold - 2));
let mut a = 0;
sampled.push(self[a]);
for i in 0..threshold - 2 {
let mut avg_x = Decimal::from(0);
let mut avg_y = Decimal::from(0);
let avg_range_start = (i + 1) * (usize::try_from(every).unwrap()) + 1;
let mut end = ((i + 2) * usize::try_from(every).unwrap()) + 1;
if end >= self.len() {
end = self.len();
}
let avg_range_end = end;
let avg_range_length = avg_range_end - avg_range_start;
for i in 0..(avg_range_end - avg_range_start) {
let idx = avg_range_start + i;
avg_x += self[idx].x;
avg_y += self[idx].y;
}
avg_x /= Decimal::from(avg_range_length);
avg_y /= Decimal::from(avg_range_length);
let range_offs: usize = ((i) * usize::try_from(every).unwrap()) + 1;
let range_to: usize = ((i + 1) * usize::try_from(every).unwrap()) + 1;
let point_a_x = self[a].x;
let point_a_y = self[a].y;
let mut max_area = Decimal::from(-1);
let mut next_a = range_offs;
for i in 0..(range_to - range_offs) {
let idx = range_offs + i;
let area = ((point_a_x - avg_x) * (self[idx].y - point_a_y)
- (point_a_x - self[idx].x) * (avg_y - point_a_y))
.abs()
* Decimal::try_from(0.5).unwrap();
if area > max_area {
max_area = area;
next_a = idx; }
}
sampled.push(self[next_a]); a = next_a; }
sampled.push(self[self.len() - 1]);
sampled.into_iter().map(Into::into).collect()
}
}
#[cfg(test)]
mod tests {
use chrono_crate::*;
use super::*;
fn first_day_of_month(month_num: u32) -> DateTime<Utc> {
NaiveDate::from_ymd_opt(2022, month_num, 1)
.unwrap()
.and_time(NaiveTime::default())
.and_local_timezone(Utc)
.unwrap()
}
#[test]
fn lttb_test_5() {
let dps = Vec::from([
DataPoint::new(first_day_of_month(1), Decimal::from(10)),
DataPoint::new(first_day_of_month(2), Decimal::from(12)),
DataPoint::new(first_day_of_month(3), Decimal::from(8)),
DataPoint::new(first_day_of_month(4), Decimal::from(10)),
DataPoint::new(first_day_of_month(5), Decimal::from(12)),
]);
let expected: Vec<DataOutput> = Vec::from([
DataPoint::new(first_day_of_month(1), Decimal::from(10)).into(),
DataPoint::new(first_day_of_month(3), Decimal::from(8)).into(),
DataPoint::new(first_day_of_month(5), Decimal::from(12)).into(),
]);
assert_eq!(expected, dps.downsample(3));
}
#[test]
fn lttb_test_12() {
let dps = Vec::from([
DataPoint::new(first_day_of_month(1), Decimal::from(10)),
DataPoint::new(first_day_of_month(2), Decimal::from(12)),
DataPoint::new(first_day_of_month(3), Decimal::from(8)),
DataPoint::new(first_day_of_month(4), Decimal::from(10)),
DataPoint::new(first_day_of_month(5), Decimal::from(12)),
DataPoint::new(first_day_of_month(6), Decimal::from(10)),
DataPoint::new(first_day_of_month(7), Decimal::from(12)),
DataPoint::new(first_day_of_month(8), Decimal::from(8)),
DataPoint::new(first_day_of_month(9), Decimal::from(10)),
DataPoint::new(first_day_of_month(10), Decimal::from(12)),
DataPoint::new(first_day_of_month(11), Decimal::from(12)),
DataPoint::new(first_day_of_month(12), Decimal::from(12)),
]);
let expected: Vec<DataOutput> = Vec::from([
DataPoint::new(first_day_of_month(1), Decimal::from(10)).into(),
DataPoint::new(first_day_of_month(3), Decimal::from(8)).into(),
DataPoint::new(first_day_of_month(7), Decimal::from(12)).into(),
DataPoint::new(first_day_of_month(12), Decimal::from(12)).into(),
]);
assert_eq!(expected, dps.downsample(4));
}
}