arnaucube
arnaucube/fhe-studyPublic Self-hosted repository
fhe-study/generalized-fhe/src/glwe.rs
generalized-fhe/src/glwe.rsRaw
  1use anyhow::Result;
  2use rand::Rng;
  3use rand_distr::{Normal, Uniform};
  4use std::ops::{Add, Mul};
  5
  6use arith::{Ring, Rq, TR};
  7
  8const ERR_SIGMA: f64 = 3.2;
  9
 10pub struct GLWE<const Q: u64, const N: usize, const K: usize>(TR<Rq<Q, N>, K>, Rq<Q, N>);
 11
 12#[derive(Clone, Debug)]
 13pub struct SecretKey<const Q: u64, const N: usize, const K: usize>(TR<Rq<Q, N>, K>);
 14#[derive(Clone, Debug)]
 15pub struct PublicKey<const Q: u64, const N: usize, const K: usize>(Rq<Q, N>, TR<Rq<Q, N>, K>);
 16
 17impl<const Q: u64, const N: usize, const K: usize> GLWE<Q, N, K> {
 18    pub fn new_key(mut rng: impl Rng) -> Result<(SecretKey<Q, N, K>, PublicKey<Q, N, K>)> {
 19        let Xi_key = Uniform::new(0_f64, 2_f64);
 20        let Xi_err = Normal::new(0_f64, ERR_SIGMA)?;
 21
 22        let s: TR<Rq<Q, N>, K> = TR::rand(&mut rng, Xi_key);
 23        let a: TR<Rq<Q, N>, K> = TR::rand(&mut rng, Uniform::new(0_f64, Q as f64));
 24        let e = Rq::<Q, N>::rand(&mut rng, Xi_err);
 25
 26        let pk: PublicKey<Q, N, K> = PublicKey((&a * &s) + e, a);
 27        Ok((SecretKey(s), pk))
 28    }
 29
 30    // TODO delta not as input
 31    pub fn encrypt_s<const T: u64>(
 32        mut rng: impl Rng,
 33        sk: &SecretKey<Q, N, K>,
 34        m: &Rq<T, N>,
 35        delta: u64,
 36    ) -> Result<Self> {
 37        let m: Rq<Q, N> = m.remodule::<Q>();
 38
 39        let Xi_key = Uniform::new(0_f64, 2_f64);
 40        let Xi_err = Normal::new(0_f64, ERR_SIGMA)?;
 41
 42        let a: TR<Rq<Q, N>, K> = TR::rand(&mut rng, Xi_key);
 43        let e = Rq::<Q, N>::rand(&mut rng, Xi_err);
 44
 45        let b: Rq<Q, N> = (&a * &sk.0) + m * delta + e;
 46        Ok(Self(a, b))
 47    }
 48    pub fn encrypt<const T: u64>(
 49        mut rng: impl Rng,
 50        pk: &PublicKey<Q, N, K>,
 51        m: &Rq<T, N>,
 52        delta: u64,
 53    ) -> Result<Self> {
 54        let m: Rq<Q, N> = m.remodule::<Q>();
 55
 56        let Xi_key = Uniform::new(0_f64, 2_f64);
 57        let Xi_err = Normal::new(0_f64, ERR_SIGMA)?;
 58
 59        let u: Rq<Q, N> = Rq::rand(&mut rng, Xi_key);
 60
 61        let e0 = Rq::<Q, N>::rand(&mut rng, Xi_err);
 62        let e1 = TR::<Rq<Q, N>, K>::rand(&mut rng, Xi_err);
 63
 64        let b: Rq<Q, N> = pk.0 * u + m * delta + e0;
 65        let d: TR<Rq<Q, N>, K> = &pk.1 * &u + e1;
 66
 67        Ok(Self(d, b))
 68    }
 69    pub fn decrypt<const T: u64>(&self, sk: &SecretKey<Q, N, K>, delta: u64) -> Rq<T, N> {
 70        let (d, b): (TR<Rq<Q, N>, K>, Rq<Q, N>) = (self.0.clone(), self.1);
 71        let r: Rq<Q, N> = b - &d * &sk.0;
 72        let r_scaled: Vec<f64> = r
 73            .coeffs()
 74            .iter()
 75            .map(|e| (e.0 as f64 / delta as f64).round())
 76            .collect();
 77        let r = Rq::<Q, N>::from_vec_f64(r_scaled);
 78        r.remodule::<T>()
 79    }
 80}
 81
 82impl<const Q: u64, const N: usize, const K: usize> Add<GLWE<Q, N, K>> for GLWE<Q, N, K> {
 83    type Output = Self;
 84    fn add(self, other: Self) -> Self {
 85        let a: TR<Rq<Q, N>, K> = self.0 + other.0;
 86        let b: Rq<Q, N> = self.1 + other.1;
 87        Self(a, b)
 88    }
 89}
 90
 91impl<const Q: u64, const N: usize, const K: usize> Add<Rq<Q, N>> for GLWE<Q, N, K> {
 92    type Output = Self;
 93    fn add(self, plaintext: Rq<Q, N>) -> Self {
 94        let a: TR<Rq<Q, N>, K> = self.0;
 95        let b: Rq<Q, N> = self.1 + plaintext;
 96        Self(a, b)
 97    }
 98}
 99impl<const Q: u64, const N: usize, const K: usize> Mul<Rq<Q, N>> for GLWE<Q, N, K> {
100    type Output = Self;
101    fn mul(self, plaintext: Rq<Q, N>) -> Self {
102        // first compute the NTT for plaintext, to avoid computing it at each
103        // iteration, speeding up the multiplications
104        let mut plaintext = plaintext.clone();
105        plaintext.compute_evals();
106
107        let a: TR<Rq<Q, N>, K> = TR(self.0 .0.iter().map(|r_i| *r_i * plaintext).collect());
108        let b: Rq<Q, N> = self.1 * plaintext;
109        Self(a, b)
110    }
111}
112
113#[cfg(test)]
114mod tests {
115    use anyhow::Result;
116    use rand::distributions::Uniform;
117
118    use super::*;
119
120    #[test]
121    fn test_encrypt_decrypt() -> Result<()> {
122        const Q: u64 = 2u64.pow(16) + 1;
123        const N: usize = 128;
124        const T: u64 = 32; // plaintext modulus
125        const K: usize = 16;
126        type S = GLWE<Q, N, K>;
127
128        let delta: u64 = Q / T; // floored
129        let mut rng = rand::thread_rng();
130
131        for _ in 0..200 {
132            let (sk, pk) = S::new_key(&mut rng)?;
133
134            let msg_dist = Uniform::new(0_u64, T);
135            let m = Rq::<T, N>::rand_u64(&mut rng, msg_dist)?;
136
137            let c = S::encrypt(&mut rng, &pk, &m, delta)?;
138            let m_recovered = c.decrypt(&sk, delta);
139
140            assert_eq!(m, m_recovered);
141        }
142
143        Ok(())
144    }
145
146    #[test]
147    fn test_addition() -> Result<()> {
148        const Q: u64 = 2u64.pow(16) + 1;
149        const N: usize = 128;
150        const T: u64 = 20;
151        const K: usize = 16;
152        type S = GLWE<Q, N, K>;
153
154        let delta: u64 = Q / T; // floored
155        let mut rng = rand::thread_rng();
156
157        for _ in 0..200 {
158            let (sk, pk) = S::new_key(&mut rng)?;
159
160            let msg_dist = Uniform::new(0_u64, T);
161            let m1 = Rq::<T, N>::rand_u64(&mut rng, msg_dist)?;
162            let m2 = Rq::<T, N>::rand_u64(&mut rng, msg_dist)?;
163
164            let c1 = S::encrypt(&mut rng, &pk, &m1, delta)?;
165            let c2 = S::encrypt(&mut rng, &pk, &m2, delta)?;
166
167            let c3 = c1 + c2;
168
169            let m3_recovered = c3.decrypt(&sk, delta);
170
171            assert_eq!(m1 + m2, m3_recovered);
172        }
173
174        Ok(())
175    }
176
177    #[test]
178    fn test_add_plaintext() -> Result<()> {
179        const Q: u64 = 2u64.pow(16) + 1;
180        const N: usize = 128;
181        const T: u64 = 32;
182        const K: usize = 16;
183        type S = GLWE<Q, N, K>;
184
185        let delta: u64 = Q / T; // floored
186        let mut rng = rand::thread_rng();
187
188        for _ in 0..200 {
189            let (sk, pk) = S::new_key(&mut rng)?;
190
191            let msg_dist = Uniform::new(0_u64, T);
192            let m1 = Rq::<T, N>::rand_u64(&mut rng, msg_dist)?;
193            let m2 = Rq::<T, N>::rand_u64(&mut rng, msg_dist)?;
194            let m2_scaled: Rq<Q, N> = m2.remodule::<Q>() * delta;
195
196            let c1 = S::encrypt(&mut rng, &pk, &m1, delta)?;
197
198            let c3 = c1 + m2_scaled;
199
200            let m3_recovered = c3.decrypt(&sk, delta);
201
202            assert_eq!(m1 + m2, m3_recovered);
203        }
204
205        Ok(())
206    }
207
208    #[test]
209    fn test_mul_plaintext() -> Result<()> {
210        const Q: u64 = 2u64.pow(16) + 1;
211        const N: usize = 16;
212        const T: u64 = 4;
213        const K: usize = 16;
214        type S = GLWE<Q, N, K>;
215
216        let delta: u64 = Q / T; // floored
217        let mut rng = rand::thread_rng();
218
219        for _ in 0..200 {
220            let (sk, pk) = S::new_key(&mut rng)?;
221
222            let msg_dist = Uniform::new(0_u64, T);
223            let m1 = Rq::<T, N>::rand_u64(&mut rng, msg_dist)?;
224            let m2 = Rq::<T, N>::rand_u64(&mut rng, msg_dist)?;
225            let m2: Rq<Q, N> = m2.remodule::<Q>();
226            let c1 = S::encrypt(&mut rng, &pk, &m1, delta)?;
227
228            let c3 = c1 * m2;
229
230            let m3_recovered: Rq<T, N> = c3.decrypt(&sk, delta);
231            assert_eq!((m1.to_r() * m2.to_r()).to_rq::<T>(), m3_recovered);
232        }
233
234        Ok(())
235    }
236}