Unit safe statistics functions

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David Peter authored and David Peter committed 2026-10-05 16:00:35 +02:00
1 parent f342e1f5de
commit 3a2c8ab177
3 files changed
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@@ -1,9 +1,12 @@
use core::f64;
use std::marker::PhantomData;
use std::ops::AddAssign;
use std::ops::Div;
use serde::ser::SerializeStruct;
use serde::Serializer;
use uom::num_traits;
use uom::si;
pub use uom::si::information::{byte, gibibyte, kibibyte, mebibyte, tebibyte};
pub use uom::si::ratio::ratio;
@@ -173,10 +176,40 @@ macro_rules! quantity_fn {
};
}
quantity_fn!(mean, values, statistical::mean(&values));
/// A max function that assumes no NaNs and at least one element
pub fn max<V: PartialOrd>(values: impl IntoIterator<Item = V>) -> V {
values
.into_iter()
.max_by(|a, b| a.partial_cmp(b).expect("No NaN values"))
.expect("'max' requires at least one element")
}
/// A min function that assumes no NaNs and at least one element
pub fn min<V: PartialOrd>(values: impl IntoIterator<Item = V>) -> V {
values
.into_iter()
.min_by(|a, b| a.partial_cmp(b).expect("No NaN values"))
.expect("'min' requires at least one element")
}
/// A mean function that assumes at least one element
pub fn mean<Q, P>(values: impl IntoIterator<Item = Q>) -> Q
where
Q: AddAssign + num_traits::Zero + Div<Ratio, Output = P>,
P: Into<Q>,
{
let mut sum = Q::zero();
let mut count = 0;
for value in values {
sum += value;
count += 1;
}
let count = Ratio::new::<ratio>(count as f64);
(sum / count).into()
}
quantity_fn!(median, values, statistical::median(&values));
quantity_fn!(min, values, crate::util::min_max::min(&values));
quantity_fn!(max, values, crate::util::min_max::max(&values));
quantity_fn!(standard_deviation, values, {
let mean_value = statistical::mean(&values);
statistical::standard_deviation(&values, Some(mean_value))
@@ -187,6 +220,15 @@ pub fn modified_zscores<Q: UnsafeRawValue>(values: &[Q]) -> Vec<f64> {
crate::outlier_detection::modified_zscores(&values)
}
#[test]
fn test_max() {
assert_eq!(1.0, max([1.0]));
assert_eq!(-1.0, max([-1.0]));
assert_eq!(-1.0, max([-2.0, -1.0]));
assert_eq!(1.0, max([-1.0, 1.0]));
assert_eq!(1.0, max([-1.0, 1.0, 0.0]));
}
#[test]
fn test_time() {
let time = Time::new::<millisecond>(123.4);
@@ -234,7 +276,7 @@ fn test_mean() {
Time::new::<millisecond>(123.4),
Time::new::<millisecond>(234.5),
];
let result = mean(&values);
let result = mean(values.into_iter());
assert_eq!(result.format(TimeUnit::MilliSecond), "178.9 ms");
}
@@ -271,3 +313,31 @@ fn test_format_duration_unit_with_unit() {
let out = Time::new::<second>(1.3).format(TimeUnit::MicroSecond);
assert_eq!("1300000.0 µs", out);
}
#[test]
fn statistics() {
let values = vec![
Time::new::<second>(1.0),
Time::new::<second>(2.0),
Time::new::<second>(3.0),
];
assert_eq!(
mean(values.iter().copied()).format(TimeUnit::Second),
"2.000 s"
);
assert_eq!(median(&values).format(TimeUnit::Second), "2.000 s");
assert_eq!(min(&values).format(TimeUnit::Second), "1.000 s");
assert_eq!(max(&values).format(TimeUnit::Second), "3.000 s");
assert_eq!(
standard_deviation(&values).format(TimeUnit::Second),
"1.000 s"
);
let values = vec![
Information::new::<byte>(1.0),
Information::new::<byte>(2.0),
Information::new::<byte>(3.0),
];
mean(values.iter().copied()).format(InformationUnit::Byte);
}