poulpy/poulpy-hal/src/reference/znx/sampling.rs
poulpy-hal/src/reference/znx/sampling.rsRaw
1use rand_distr::{Distribution, Normal};
2
3use crate::source::Source;
4
5pub fn znx_fill_uniform_ref(base2k: usize, res: &mut [i64], source: &mut Source) {
6 let pow2k: u64 = 1 << base2k;
7 let mask: u64 = pow2k - 1;
8 let pow2k_half: i64 = (pow2k >> 1) as i64;
9 res.iter_mut()
10 .for_each(|xi| *xi = (source.next_u64n(pow2k, mask) as i64) - pow2k_half)
11}
12
13pub fn znx_fill_dist_f64_ref<D: rand::prelude::Distribution<f64>>(res: &mut [i64], dist: D, bound: f64, source: &mut Source) {
14 res.iter_mut().for_each(|xi| {
15 let mut dist_f64: f64 = dist.sample(source);
16 while dist_f64.abs() > bound {
17 dist_f64 = dist.sample(source)
18 }
19 *xi = dist_f64.round() as i64
20 })
21}
22
23pub fn znx_add_dist_f64_ref<D: rand::prelude::Distribution<f64>>(res: &mut [i64], dist: D, bound: f64, source: &mut Source) {
24 res.iter_mut().for_each(|xi| {
25 let mut dist_f64: f64 = dist.sample(source);
26 while dist_f64.abs() > bound {
27 dist_f64 = dist.sample(source)
28 }
29 *xi += dist_f64.round() as i64
30 })
31}
32
33pub fn znx_fill_normal_f64_ref(res: &mut [i64], sigma: f64, bound: f64, source: &mut Source) {
34 let normal: Normal<f64> = Normal::new(0.0, sigma).unwrap();
35 res.iter_mut().for_each(|xi| {
36 let mut dist_f64: f64 = normal.sample(source);
37 while dist_f64.abs() > bound {
38 dist_f64 = normal.sample(source)
39 }
40 *xi = dist_f64.round() as i64
41 })
42}
43
44pub fn znx_add_normal_f64_ref(res: &mut [i64], sigma: f64, bound: f64, source: &mut Source) {
45 let normal: Normal<f64> = Normal::new(0.0, sigma).unwrap();
46 res.iter_mut().for_each(|xi| {
47 let mut dist_f64: f64 = normal.sample(source);
48 while dist_f64.abs() > bound {
49 dist_f64 = normal.sample(source)
50 }
51 *xi += dist_f64.round() as i64
52 })
53}