arnaucube
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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
 13// #[derive(Clone, Debug)]
 14// pub struct SecretKey<const K: usize>(glwe::SecretKey<T64, K>);
 15pub type SecretKey<const K: usize> = glwe::SecretKey<T64, K>;
 16
 17// #[derive(Clone, Debug)]
 18// pub struct PublicKey<const K: usize>(glwe::PublicKey<T64, K>);
 19pub type PublicKey<const K: usize> = glwe::PublicKey<T64, K>;
 20
 21#[derive(Clone, Debug)]
 22pub struct TLWE<const K: usize>(pub GLWE<T64, K>);
 23
 24impl<const K: usize> TLWE<K> {
 25    pub fn zero() -> Self {
 26        Self(GLWE::<T64, K>::zero())
 27    }
 28
 29    pub fn new_key(rng: impl Rng) -> Result<(SecretKey<K>, PublicKey<K>)> {
 30        let (sk, pk) = GLWE::new_key(rng)?;
 31        // Ok((SecretKey(sk), PublicKey(pk)))
 32        Ok((sk, pk))
 33    }
 34
 35    pub fn encode<const P: u64>(m: &Rq<P, 1>) -> T64 {
 36        let delta = u64::MAX / P; // floored
 37        let coeffs = m.coeffs();
 38        // Tn(array::from_fn(|i| T64(coeffs[i].0 * delta)))
 39        T64(coeffs[0].0 * delta)
 40    }
 41    pub fn decode<const P: u64>(p: &T64) -> Rq<P, 1> {
 42        let p = p.mul_div_round(P, u64::MAX);
 43        Rq::<P, 1>::from_vec_u64(p.coeffs().iter().map(|c| c.0).collect())
 44    }
 45
 46    // encrypts with the given SecretKey (instead of PublicKey)
 47    pub fn encrypt_s(rng: impl Rng, sk: &SecretKey<K>, p: &T64) -> Result<Self> {
 48        let glwe = GLWE::encrypt_s(rng, &sk, p)?;
 49        Ok(Self(glwe))
 50    }
 51    pub fn encrypt(rng: impl Rng, pk: &PublicKey<K>, p: &T64) -> Result<Self> {
 52        let glwe = GLWE::encrypt(rng, &pk, p)?;
 53        Ok(Self(glwe))
 54    }
 55    pub fn decrypt(&self, sk: &SecretKey<K>) -> T64 {
 56        self.0.decrypt(&sk)
 57    }
 58}
 59
 60impl<const K: usize> Add<TLWE<K>> for TLWE<K> {
 61    type Output = Self;
 62    fn add(self, other: Self) -> Self {
 63        Self(self.0 + other.0)
 64    }
 65}
 66impl<const K: usize> AddAssign for TLWE<K> {
 67    fn add_assign(&mut self, rhs: Self) {
 68        self.0 += rhs.0
 69    }
 70}
 71impl<const K: usize> Sum<TLWE<K>> for TLWE<K> {
 72    fn sum<I>(iter: I) -> Self
 73    where
 74        I: Iterator<Item = Self>,
 75    {
 76        let mut acc = TLWE::<K>::zero();
 77        for e in iter {
 78            acc += e;
 79        }
 80        acc
 81    }
 82}
 83
 84impl<const K: usize> Sub<TLWE<K>> for TLWE<K> {
 85    type Output = Self;
 86    fn sub(self, other: Self) -> Self {
 87        Self(self.0 - other.0)
 88    }
 89}
 90
 91// plaintext addition
 92impl<const K: usize> Add<T64> for TLWE<K> {
 93    type Output = Self;
 94    fn add(self, plaintext: T64) -> Self {
 95        let a: TR<T64, K> = self.0 .0;
 96        let b: T64 = self.0 .1 + plaintext;
 97        Self(GLWE(a, b))
 98    }
 99}
100// plaintext substraction
101impl<const K: usize> Sub<T64> for TLWE<K> {
102    type Output = Self;
103    fn sub(self, plaintext: T64) -> Self {
104        let a: TR<T64, K> = self.0 .0;
105        let b: T64 = self.0 .1 - plaintext;
106        Self(GLWE(a, b))
107    }
108}
109// plaintext multiplication
110impl<const K: usize> Mul<T64> for TLWE<K> {
111    type Output = Self;
112    fn mul(self, plaintext: T64) -> Self {
113        let a: TR<T64, K> = TR(self.0 .0 .0.iter().map(|r_i| *r_i * plaintext).collect());
114        let b: T64 = self.0 .1 * plaintext;
115        Self(GLWE(a, b))
116    }
117}
118
119#[cfg(test)]
120mod tests {
121    use anyhow::Result;
122    use rand::distributions::Uniform;
123
124    use super::*;
125
126    #[test]
127    fn test_encrypt_decrypt() -> Result<()> {
128        const T: u64 = 128; // msg space (msg modulus)
129        const K: usize = 16;
130        type S = TLWE<K>;
131
132        let mut rng = rand::thread_rng();
133        let msg_dist = Uniform::new(0_u64, T);
134
135        for _ in 0..200 {
136            let (sk, pk) = S::new_key(&mut rng)?;
137
138            let m = Rq::<T, 1>::rand_u64(&mut rng, msg_dist)?;
139            dbg!(&m);
140            let p: T64 = S::encode::<T>(&m);
141            dbg!(&p);
142
143            let c = S::encrypt(&mut rng, &pk, &p)?;
144            let p_recovered = c.decrypt(&sk);
145            let m_recovered = S::decode::<T>(&p_recovered);
146
147            assert_eq!(m, m_recovered);
148
149            // same but using encrypt_s (with sk instead of pk))
150            let c = S::encrypt_s(&mut rng, &sk, &p)?;
151            let p_recovered = c.decrypt(&sk);
152            let m_recovered = S::decode::<T>(&p_recovered);
153
154            assert_eq!(m, m_recovered);
155        }
156
157        Ok(())
158    }
159
160    #[test]
161    fn test_addition() -> Result<()> {
162        const T: u64 = 128;
163        const K: usize = 16;
164        type S = TLWE<K>;
165
166        let mut rng = rand::thread_rng();
167        let msg_dist = Uniform::new(0_u64, T);
168
169        for _ in 0..200 {
170            let (sk, pk) = S::new_key(&mut rng)?;
171
172            let m1 = Rq::<T, 1>::rand_u64(&mut rng, msg_dist)?;
173            let m2 = Rq::<T, 1>::rand_u64(&mut rng, msg_dist)?;
174            let p1: T64 = S::encode::<T>(&m1); // plaintext
175            let p2: T64 = S::encode::<T>(&m2); // plaintext
176
177            let c1 = S::encrypt(&mut rng, &pk, &p1)?;
178            let c2 = S::encrypt(&mut rng, &pk, &p2)?;
179
180            let c3 = c1 + c2;
181
182            let p3_recovered = c3.decrypt(&sk);
183            let m3_recovered = S::decode::<T>(&p3_recovered);
184
185            assert_eq!((m1 + m2).remodule::<T>(), m3_recovered.remodule::<T>());
186        }
187
188        Ok(())
189    }
190
191    #[test]
192    fn test_add_plaintext() -> Result<()> {
193        const T: u64 = 128;
194        const K: usize = 16;
195        type S = TLWE<K>;
196
197        let mut rng = rand::thread_rng();
198        let msg_dist = Uniform::new(0_u64, T);
199
200        for _ in 0..200 {
201            let (sk, pk) = S::new_key(&mut rng)?;
202
203            let m1 = Rq::<T, 1>::rand_u64(&mut rng, msg_dist)?;
204            let m2 = Rq::<T, 1>::rand_u64(&mut rng, msg_dist)?;
205            let p1: T64 = S::encode::<T>(&m1); // plaintext
206            let p2: T64 = S::encode::<T>(&m2); // plaintext
207
208            let c1 = S::encrypt(&mut rng, &pk, &p1)?;
209
210            let c3 = c1 + p2;
211
212            let p3_recovered = c3.decrypt(&sk);
213            let m3_recovered = S::decode::<T>(&p3_recovered);
214
215            assert_eq!(m1 + m2, m3_recovered);
216        }
217
218        Ok(())
219    }
220
221    #[test]
222    fn test_mul_plaintext() -> Result<()> {
223        const T: u64 = 128;
224        const K: usize = 16;
225        type S = TLWE<K>;
226
227        let mut rng = rand::thread_rng();
228        let msg_dist = Uniform::new(0_u64, T);
229
230        for _ in 0..200 {
231            let (sk, pk) = S::new_key(&mut rng)?;
232
233            let m1 = Rq::<T, 1>::rand_u64(&mut rng, msg_dist)?;
234            let m2 = Rq::<T, 1>::rand_u64(&mut rng, msg_dist)?;
235            let p1: T64 = S::encode::<T>(&m1);
236            // don't scale up p2, set it directly from m2
237            // let p2: T64 = Tn(array::from_fn(|i| T64(m2.coeffs()[i].0)));
238            let p2: T64 = T64(m2.coeffs()[0].0);
239
240            let c1 = S::encrypt(&mut rng, &pk, &p1)?;
241
242            let c3 = c1 * p2;
243
244            let p3_recovered: T64 = c3.decrypt(&sk);
245            let m3_recovered = S::decode::<T>(&p3_recovered);
246            assert_eq!((m1.to_r() * m2.to_r()).to_rq::<T>(), m3_recovered);
247        }
248
249        Ok(())
250    }
251}