feat: add general signal types
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251
argus-core/src/signals.rs
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251
argus-core/src/signals.rs
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//! Concrete signal types
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//!
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//! In Argus, there are essentially 2 kinds of signals:
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//!
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//! 1. [`Signal<T>`] is a variable length signal with finitely many sampled points. This
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//! implies that the signal has a fixed start and end point (both inclusive) and can
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//! be iterated over.
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//! 2. [`ConstantSignal<T>`] is a signal that maintains a constant value throughtout
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//! its domain, and thus, do not require interpolation and extrapolation. Moreover,
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//! since they are defined over the entire time domain, they cannot be iterated over.
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pub mod iter;
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pub mod traits;
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use std::{
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ops::{RangeFull, RangeInclusive},
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time::Duration,
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};
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use crate::{ArgusResult, Error};
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use self::traits::{BaseSignal, LinearInterpolatable};
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#[derive(Debug, Clone, Copy)]
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pub enum InterpolationMethod {
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Linear,
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Nearest,
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}
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impl InterpolationMethod {
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pub(crate) fn at<T>(self, time: Duration, a: &Option<Sample<T>>, b: &Option<Sample<T>>) -> Option<T>
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where
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T: Copy + LinearInterpolatable,
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{
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use InterpolationMethod::*;
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match (self, a, b) {
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(Nearest, Some(ref a), Some(ref b)) => {
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assert!(a.time < time && time < b.time);
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if (b.time - time) > (time - a.time) {
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// a is closer to the required time than b
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Some(a.value)
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} else {
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// b is closer
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Some(b.value)
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}
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}
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(Nearest, Some(nearest), None) | (Nearest, None, Some(nearest)) => Some(nearest.value),
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(Linear, Some(a), Some(b)) => Some(T::interpolate_at(a, b, time)),
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_ => None,
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}
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}
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}
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#[derive(Copy, Clone, Debug)]
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pub struct Sample<T> {
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pub time: Duration,
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pub value: T,
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}
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/// A signal is a sequence of time points ([`Duration`](core::time::Duration)) and
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/// corresponding value samples.
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#[derive(Default, Debug, Clone)]
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pub struct Signal<T> {
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pub(crate) values: Vec<T>,
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pub(crate) time_points: Vec<Duration>,
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}
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impl<T> Signal<T> {
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/// Create a new empty signal
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pub fn new() -> Self {
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Self {
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values: Default::default(),
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time_points: Default::default(),
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}
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}
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/// Create a new empty signal with the specified capacity
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pub fn new_with_capacity(size: usize) -> Self {
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Self {
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values: Vec::with_capacity(size),
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time_points: Vec::with_capacity(size),
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}
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}
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/// Create an iterator over the pairs of time points and values of the signal.
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pub fn iter(&self) -> impl Iterator<Item = (&Duration, &T)> {
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self.into_iter()
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}
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/// Try to create a signal from the input iterator
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///
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/// Returns an `Err` if the input samples are not in strictly monotonically
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/// increasing order.
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pub fn try_from_iter<I>(iter: I) -> ArgusResult<Self>
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where
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I: IntoIterator<Item = (Duration, T)>,
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{
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let iter = iter.into_iter();
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let mut signal = Signal::new_with_capacity(iter.size_hint().0);
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for (time, value) in iter.into_iter() {
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signal.push(time, value)?;
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}
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Ok(signal)
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}
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}
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impl<T> BaseSignal for Signal<T> {
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type Value = T;
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type Bounds = RangeInclusive<Duration>;
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fn at(&self, time: Duration) -> Option<&Self::Value> {
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assert_eq!(
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self.time_points.len(),
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self.values.len(),
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"invariant: number of time points must equal number of samples"
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);
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// if there are no sample points, then there is no sample point (nor neighboring
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// sample points) to return
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if self.time_points.is_empty() {
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return None;
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}
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// We will use binary search to find the appropriate index
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match self.time_points.binary_search(&time) {
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Ok(idx) => self.values.get(idx),
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Err(_) => None,
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}
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}
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fn interpolate_at(&self, time: Duration, interp: InterpolationMethod) -> Option<Self::Value>
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where
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Self::Value: Copy + LinearInterpolatable,
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{
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assert_eq!(
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self.time_points.len(),
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self.values.len(),
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"invariant: number of time points must equal number of samples"
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);
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// if there are no sample points, then there is no sample point (nor neighboring
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// sample points) to return
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if self.time_points.is_empty() {
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return None;
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}
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// We will use binary search to find the appropriate index
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let hint_idx = match self.time_points.binary_search(&time) {
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Ok(idx) => return self.values.get(idx).copied(),
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Err(idx) => idx,
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};
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// We have an hint as to where the sample _should have been_.
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// So, lets check if there is a preceding and/or following sample.
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let (first, second) = if hint_idx == 0 {
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// Sample appears before the start of the signal
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// So, let's return just the following sample, which is the first sample
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// (since we know that the signal is non-empty).
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let preceding = None;
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let following = Some(Sample {
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time: self.time_points[hint_idx],
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value: self.values[hint_idx],
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});
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(preceding, following)
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} else if hint_idx == self.time_points.len() {
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// Sample appears past the end of the signal
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// So, let's return just the preceding sample, which is the last sample
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// (since we know the signal is non-empty)
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let preceding = Some(Sample {
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time: self.time_points[hint_idx - 1],
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value: self.values[hint_idx - 1],
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});
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let following = None;
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(preceding, following)
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} else {
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// The sample should exist within the signal.
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assert!(self.time_points.len() >= 2, "There should be at least 2 elements");
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let preceding = Some(Sample {
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time: self.time_points[hint_idx - 1],
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value: self.values[hint_idx - 1],
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});
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let following = Some(Sample {
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time: self.time_points[hint_idx],
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value: self.values[hint_idx],
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});
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(preceding, following)
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};
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interp.at(time, &first, &second)
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}
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fn bounds(&self) -> Self::Bounds {
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let first = self.time_points.first();
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let last = self.time_points.last();
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match (first, last) {
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(None, None) => Duration::from_secs(1)..=Duration::from_secs(0),
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(Some(first), Some(last)) => *first..=*last,
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(..) => unreachable!("there is either 0 time points or some time points"),
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}
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}
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fn push(&mut self, time: Duration, value: Self::Value) -> ArgusResult<bool> {
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assert_eq!(self.time_points.len(), self.values.len());
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let last_time = self.time_points.last();
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match last_time {
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Some(last_t) if last_t > &time => Err(Error::NonMonotonicSignal {
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end_time: *last_t,
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current_sample: time,
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}),
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_ => {
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self.time_points.push(time);
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self.values.push(value);
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Ok(true)
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}
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}
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}
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}
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#[derive(Debug, Clone)]
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pub struct ConstantSignal<T> {
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pub value: T,
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}
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impl<T> ConstantSignal<T> {
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pub fn new(value: T) -> Self {
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Self { value }
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}
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}
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impl<T> BaseSignal for ConstantSignal<T> {
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type Value = T;
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type Bounds = RangeFull;
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fn at(&self, _time: Duration) -> Option<&Self::Value> {
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Some(&self.value)
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}
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fn bounds(&self) -> Self::Bounds {
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..
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}
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fn interpolate_at(&self, _time: Duration, _interp: InterpolationMethod) -> Option<Self::Value>
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where
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Self::Value: Copy + LinearInterpolatable,
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{
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Some(self.value)
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}
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fn push(&mut self, _time: Duration, _value: Self::Value) -> ArgusResult<bool> {
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Ok(false)
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}
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}
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