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fhe-study/tfhe/src/tlwe.rs
tfhe/src/tlwe.rsRaw
  1use anyhow::Result;
  2use itertools::zip_eq;
  3use rand::distributions::Standard;
  4use rand::Rng;
  5use rand_distr::{Normal, Uniform};
  6use std::array;
  7use std::iter::Sum;
  8use std::ops::{Add, AddAssign, Mul, Sub};
  9
 10use arith::{Ring, Rq, Tn, T64, TR};
 11use gfhe::{glwe, GLWE};
 12
 13const ERR_SIGMA: f64 = 3.2;
 14
 15#[derive(Clone, Debug)]
 16pub struct SecretKey<const K: usize>(glwe::SecretKey<Tn<1>, K>);
 17#[derive(Clone, Debug)]
 18pub struct PublicKey<const K: usize>(glwe::PublicKey<Tn<1>, K>);
 19
 20#[derive(Clone, Debug)]
 21pub struct TLWE<const K: usize>(pub GLWE<Tn<1>, K>);
 22
 23impl<const K: usize> TLWE<K> {
 24    pub fn zero() -> Self {
 25        Self(GLWE::<Tn<1>, K>::zero())
 26    }
 27
 28    pub fn new_key(rng: impl Rng) -> Result<(SecretKey<K>, PublicKey<K>)> {
 29        let (sk, pk) = GLWE::new_key(rng)?;
 30        Ok((SecretKey(sk), PublicKey(pk)))
 31    }
 32
 33    pub fn encode<const P: u64>(m: &Rq<P, 1>) -> Tn<1> {
 34        let delta = u64::MAX / P; // floored
 35        let coeffs = m.coeffs();
 36        Tn(array::from_fn(|i| T64(coeffs[i].0 * delta)))
 37    }
 38    pub fn decode<const P: u64>(p: &Tn<1>) -> Rq<P, 1> {
 39        let p = p.mul_div_round(P, u64::MAX);
 40        Rq::<P, 1>::from_vec_u64(p.coeffs().iter().map(|c| c.0).collect())
 41    }
 42
 43    // encrypts with the given SecretKey (instead of PublicKey)
 44    pub fn encrypt_s(rng: impl Rng, sk: &SecretKey<K>, p: &Tn<1>) -> Result<Self> {
 45        let glwe = GLWE::encrypt_s(rng, &sk.0, p)?;
 46        Ok(Self(glwe))
 47    }
 48    pub fn encrypt(rng: impl Rng, pk: &PublicKey<K>, p: &Tn<1>) -> Result<Self> {
 49        let glwe = GLWE::encrypt(rng, &pk.0, p)?;
 50        Ok(Self(glwe))
 51    }
 52    pub fn decrypt(&self, sk: &SecretKey<K>) -> Tn<1> {
 53        self.0.decrypt(&sk.0)
 54    }
 55}
 56
 57impl<const K: usize> Add<TLWE<K>> for TLWE<K> {
 58    type Output = Self;
 59    fn add(self, other: Self) -> Self {
 60        Self(self.0 + other.0)
 61    }
 62}
 63impl<const K: usize> AddAssign for TLWE<K> {
 64    fn add_assign(&mut self, rhs: Self) {
 65        self.0 += rhs.0
 66    }
 67}
 68impl<const K: usize> Sum<TLWE<K>> for TLWE<K> {
 69    fn sum<I>(iter: I) -> Self
 70    where
 71        I: Iterator<Item = Self>,
 72    {
 73        let mut acc = TLWE::<K>::zero();
 74        for e in iter {
 75            acc += e;
 76        }
 77        acc
 78    }
 79}
 80
 81impl<const K: usize> Sub<TLWE<K>> for TLWE<K> {
 82    type Output = Self;
 83    fn sub(self, other: Self) -> Self {
 84        Self(self.0 - other.0)
 85    }
 86}
 87
 88// plaintext addition
 89impl<const K: usize> Add<Tn<1>> for TLWE<K> {
 90    type Output = Self;
 91    fn add(self, plaintext: Tn<1>) -> Self {
 92        let a: TR<Tn<1>, K> = self.0 .0;
 93        let b: Tn<1> = self.0 .1 + plaintext;
 94        Self(GLWE(a, b))
 95    }
 96}
 97// plaintext substraction
 98impl<const K: usize> Sub<Tn<1>> for TLWE<K> {
 99    type Output = Self;
100    fn sub(self, plaintext: Tn<1>) -> Self {
101        let a: TR<Tn<1>, K> = self.0 .0;
102        let b: Tn<1> = self.0 .1 - plaintext;
103        Self(GLWE(a, b))
104    }
105}
106// plaintext multiplication
107impl<const K: usize> Mul<Tn<1>> for TLWE<K> {
108    type Output = Self;
109    fn mul(self, plaintext: Tn<1>) -> Self {
110        let a: TR<Tn<1>, K> = TR(self.0 .0 .0.iter().map(|r_i| *r_i * plaintext).collect());
111        let b: Tn<1> = self.0 .1 * plaintext;
112        Self(GLWE(a, b))
113    }
114}
115
116#[cfg(test)]
117mod tests {
118    use anyhow::Result;
119    use rand::distributions::Uniform;
120
121    use super::*;
122
123    #[test]
124    fn test_encrypt_decrypt() -> Result<()> {
125        const T: u64 = 128; // msg space (msg modulus)
126        const K: usize = 16;
127        type S = TLWE<K>;
128
129        let mut rng = rand::thread_rng();
130        let msg_dist = Uniform::new(0_u64, T);
131
132        for _ in 0..200 {
133            let (sk, pk) = S::new_key(&mut rng)?;
134
135            let m = Rq::<T, 1>::rand_u64(&mut rng, msg_dist)?;
136            dbg!(&m);
137            let p: Tn<1> = S::encode::<T>(&m);
138            dbg!(&p);
139
140            let c = S::encrypt(&mut rng, &pk, &p)?;
141            let p_recovered = c.decrypt(&sk);
142            let m_recovered = S::decode::<T>(&p_recovered);
143
144            assert_eq!(m, m_recovered);
145
146            // same but using encrypt_s (with sk instead of pk))
147            let c = S::encrypt_s(&mut rng, &sk, &p)?;
148            let p_recovered = c.decrypt(&sk);
149            let m_recovered = S::decode::<T>(&p_recovered);
150
151            assert_eq!(m, m_recovered);
152        }
153
154        Ok(())
155    }
156
157    #[test]
158    fn test_addition() -> Result<()> {
159        const T: u64 = 128;
160        const K: usize = 16;
161        type S = TLWE<K>;
162
163        let mut rng = rand::thread_rng();
164        let msg_dist = Uniform::new(0_u64, T);
165
166        for _ in 0..200 {
167            let (sk, pk) = S::new_key(&mut rng)?;
168
169            let m1 = Rq::<T, 1>::rand_u64(&mut rng, msg_dist)?;
170            let m2 = Rq::<T, 1>::rand_u64(&mut rng, msg_dist)?;
171            let p1: Tn<1> = S::encode::<T>(&m1); // plaintext
172            let p2: Tn<1> = S::encode::<T>(&m2); // plaintext
173
174            let c1 = S::encrypt(&mut rng, &pk, &p1)?;
175            let c2 = S::encrypt(&mut rng, &pk, &p2)?;
176
177            let c3 = c1 + c2;
178
179            let p3_recovered = c3.decrypt(&sk);
180            let m3_recovered = S::decode::<T>(&p3_recovered);
181
182            assert_eq!((m1 + m2).remodule::<T>(), m3_recovered.remodule::<T>());
183        }
184
185        Ok(())
186    }
187
188    #[test]
189    fn test_add_plaintext() -> Result<()> {
190        const T: u64 = 128;
191        const K: usize = 16;
192        type S = TLWE<K>;
193
194        let mut rng = rand::thread_rng();
195        let msg_dist = Uniform::new(0_u64, T);
196
197        for _ in 0..200 {
198            let (sk, pk) = S::new_key(&mut rng)?;
199
200            let m1 = Rq::<T, 1>::rand_u64(&mut rng, msg_dist)?;
201            let m2 = Rq::<T, 1>::rand_u64(&mut rng, msg_dist)?;
202            let p1: Tn<1> = S::encode::<T>(&m1); // plaintext
203            let p2: Tn<1> = S::encode::<T>(&m2); // plaintext
204
205            let c1 = S::encrypt(&mut rng, &pk, &p1)?;
206
207            let c3 = c1 + p2;
208
209            let p3_recovered = c3.decrypt(&sk);
210            let m3_recovered = S::decode::<T>(&p3_recovered);
211
212            assert_eq!((m1 + m2).remodule::<T>(), m3_recovered);
213        }
214
215        Ok(())
216    }
217
218    #[test]
219    fn test_mul_plaintext() -> Result<()> {
220        const T: u64 = 128;
221        const K: usize = 16;
222        type S = TLWE<K>;
223
224        let mut rng = rand::thread_rng();
225        let msg_dist = Uniform::new(0_u64, T);
226
227        for _ in 0..200 {
228            let (sk, pk) = S::new_key(&mut rng)?;
229
230            let m1 = Rq::<T, 1>::rand_u64(&mut rng, msg_dist)?;
231            let m2 = Rq::<T, 1>::rand_u64(&mut rng, msg_dist)?;
232            let p1: Tn<1> = S::encode::<T>(&m1);
233            // don't scale up p2, set it directly from m2
234            let p2: Tn<1> = Tn(array::from_fn(|i| T64(m2.coeffs()[i].0)));
235
236            let c1 = S::encrypt(&mut rng, &pk, &p1)?;
237
238            let c3 = c1 * p2;
239
240            let p3_recovered: Tn<1> = c3.decrypt(&sk);
241            let m3_recovered = S::decode::<T>(&p3_recovered);
242            assert_eq!((m1.to_r() * m2.to_r()).to_rq::<T>(), m3_recovered);
243        }
244
245        Ok(())
246    }
247}