poulpy/base2k/src/stats.rs
base2k/src/stats.rsRaw
1use crate::{Infos, VecZnx, Encoding};
2use rug::float::Round;
3use rug::ops::{AddAssignRound, SubAssignRound, DivAssignRound};
4use rug::Float;
5
6impl VecZnx {
7 pub fn std(&self, log_base2k: usize) -> f64 {
8 let prec: u32 = (self.cols() * log_base2k) as u32;
9 let mut data: Vec<Float> = (0..self.n()).map(|_| Float::with_val(prec, 0)).collect();
10 self.decode_vec_float(log_base2k, &mut data);
11 // std = sqrt(sum((xi - avg)^2) / n)
12 let mut avg: Float = Float::with_val(prec, 0);
13 data.iter().for_each(|x| {
14 avg.add_assign_round(x, Round::Nearest);
15 });
16 avg.div_assign_round(Float::with_val(prec, data.len()), Round::Nearest);
17 data.iter_mut().for_each(|x| {
18 x.sub_assign_round(&avg, Round::Nearest);
19 });
20 let mut std: Float = Float::with_val(prec, 0);
21 data.iter().for_each(|x| {
22 std += x*x
23 });
24 std.div_assign_round(Float::with_val(prec, data.len()), Round::Nearest);
25 std = std.sqrt();
26 std.to_f64()
27 }
28}