fhe-study/generalized-fhe/src/glwe.rs
generalized-fhe/src/glwe.rsRaw
1use anyhow::Result;
2use itertools::zip_eq;
3use rand::Rng;
4use rand_distr::{Normal, Uniform};
5use std::{array, ops};
6
7use arith::{Ring, Rq, R, TR};
8
9const ERR_SIGMA: f64 = 3.2;
10
11pub struct GLWE<const Q: u64, const N: usize, const K: usize>(TR<Rq<Q, N>, K>, Rq<Q, N>);
12
13#[derive(Clone, Debug)]
14pub struct SecretKey<const Q: u64, const N: usize, const K: usize>(TR<Rq<Q, N>, K>);
15#[derive(Clone, Debug)]
16pub struct PublicKey<const Q: u64, const N: usize, const K: usize>(Rq<Q, N>, TR<Rq<Q, N>, K>);
17
18impl<const Q: u64, const N: usize, const K: usize> GLWE<Q, N, K> {
19 pub fn new_key(mut rng: impl Rng) -> Result<(SecretKey<Q, N, K>, PublicKey<Q, N, K>)> {
20 let Xi_key = Uniform::new(0_f64, 2_f64);
21 let Xi_err = Normal::new(0_f64, ERR_SIGMA)?;
22
23 let s: TR<Rq<Q, N>, K> = TR::rand(&mut rng, Xi_key);
24 let a: TR<Rq<Q, N>, K> = TR::rand(&mut rng, Uniform::new(0_f64, Q as f64));
25 let e = Rq::<Q, N>::rand(&mut rng, Xi_err);
26
27 let pk: PublicKey<Q, N, K> = PublicKey((&a * &s) + e, a);
28 Ok((SecretKey(s), pk))
29 }
30
31 // TODO delta not as input
32 pub fn encrypt_s<const T: u64>(
33 mut rng: impl Rng,
34 sk: &SecretKey<Q, N, K>,
35 m: &Rq<T, N>,
36 delta: u64,
37 ) -> Result<Self> {
38 let m: Rq<Q, N> = m.remodule::<Q>();
39
40 let Xi_key = Uniform::new(0_f64, 2_f64);
41 let Xi_err = Normal::new(0_f64, ERR_SIGMA)?;
42
43 let a: TR<Rq<Q, N>, K> = TR::rand(&mut rng, Xi_key);
44 let e = Rq::<Q, N>::rand(&mut rng, Xi_err);
45
46 let b: Rq<Q, N> = (&a * &sk.0) + m * delta + e;
47 Ok(Self(a, b))
48 }
49 pub fn encrypt<const T: u64>(
50 mut rng: impl Rng,
51 pk: &PublicKey<Q, N, K>,
52 m: &Rq<T, N>,
53 delta: u64,
54 ) -> Result<Self> {
55 let m: Rq<Q, N> = m.remodule::<Q>();
56
57 let Xi_key = Uniform::new(0_f64, 2_f64);
58 let Xi_err = Normal::new(0_f64, ERR_SIGMA)?;
59
60 let u: Rq<Q, N> = Rq::rand(&mut rng, Xi_key);
61
62 let e0 = Rq::<Q, N>::rand(&mut rng, Xi_err);
63 let e1 = TR::<Rq<Q, N>, K>::rand(&mut rng, Xi_err);
64
65 let b: Rq<Q, N> = pk.0 * u + m * delta + e0;
66 let d: TR<Rq<Q, N>, K> = &pk.1 * &u + e1;
67
68 Ok(Self(d, b))
69 }
70 pub fn decrypt<const T: u64>(&self, sk: &SecretKey<Q, N, K>, delta: u64) -> Rq<T, N> {
71 let (d, b): (TR<Rq<Q, N>, K>, Rq<Q, N>) = (self.0.clone(), self.1);
72 let r: Rq<Q, N> = b - &d * &sk.0;
73 let r_scaled: Vec<f64> = r
74 .coeffs()
75 .iter()
76 .map(|e| (e.0 as f64 / delta as f64).round())
77 .collect();
78 let r = Rq::<Q, N>::from_vec_f64(r_scaled);
79 r.remodule::<T>()
80 }
81}
82
83#[cfg(test)]
84mod tests {
85 use anyhow::Result;
86 use rand::distributions::Uniform;
87
88 use super::*;
89
90 #[test]
91 fn test_encrypt_decrypt() -> Result<()> {
92 const Q: u64 = 2u64.pow(16) + 1;
93 const N: usize = 128;
94 const T: u64 = 32; // plaintext modulus
95 const K: usize = 16;
96 type S = GLWE<Q, N, K>;
97
98 let delta: u64 = Q / T; // floored
99 let mut rng = rand::thread_rng();
100
101 for _ in 0..200 {
102 let (sk, pk) = S::new_key(&mut rng)?;
103
104 let msg_dist = Uniform::new(0_u64, T);
105 let m = Rq::<T, N>::rand_u64(&mut rng, msg_dist)?;
106
107 let c = S::encrypt(&mut rng, &pk, &m, delta)?;
108 let m_recovered = c.decrypt(&sk, delta);
109
110 assert_eq!(m, m_recovered);
111 }
112
113 Ok(())
114 }
115}