arnaucube
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poulpy/backend/src/hal/layouts/stats.rs
backend/src/hal/layouts/stats.rsRaw
 1use rug::{
 2    Float,
 3    float::Round,
 4    ops::{AddAssignRound, DivAssignRound, SubAssignRound},
 5};
 6
 7use crate::hal::{
 8    api::ZnxInfos,
 9    layouts::{DataRef, VecZnx},
10};
11
12impl<D: DataRef> VecZnx<D> {
13    pub fn std(&self, basek: usize, col: usize) -> f64 {
14        let prec: u32 = (self.size() * basek) as u32;
15        let mut data: Vec<Float> = (0..self.n()).map(|_| Float::with_val(prec, 0)).collect();
16        self.decode_vec_float(basek, col, &mut data);
17        // std = sqrt(sum((xi - avg)^2) / n)
18        let mut avg: Float = Float::with_val(prec, 0);
19        data.iter().for_each(|x| {
20            avg.add_assign_round(x, Round::Nearest);
21        });
22        avg.div_assign_round(Float::with_val(prec, data.len()), Round::Nearest);
23        data.iter_mut().for_each(|x| {
24            x.sub_assign_round(&avg, Round::Nearest);
25        });
26        let mut std: Float = Float::with_val(prec, 0);
27        data.iter().for_each(|x| std += x * x);
28        std.div_assign_round(Float::with_val(prec, data.len()), Round::Nearest);
29        std = std.sqrt();
30        std.to_f64()
31    }
32}