use anyhow::Result; use itertools::zip_eq; use rand::distributions::Standard; use rand::Rng; use rand_distr::{Normal, Uniform}; use std::array; use std::iter::Sum; use std::ops::{Add, AddAssign, Mul, Sub}; use arith::{Ring, Rq, Tn, T64, TR}; const ERR_SIGMA: f64 = 3.2; #[derive(Clone, Debug)] pub struct TLWE(TR, K>, Tn<1>); #[derive(Clone, Debug)] pub struct SecretKey(TR, K>); #[derive(Clone, Debug)] pub struct PublicKey(Tn<1>, TR, K>); impl TLWE { pub fn zero() -> Self { Self(TR::zero(), Tn::zero()) } pub fn new_key(mut rng: impl Rng) -> Result<(SecretKey, PublicKey)> { let Xi_key = Uniform::new(0_f64, 2_f64); let Xi_err = Normal::new(0_f64, ERR_SIGMA)?; let s: TR, K> = TR::rand(&mut rng, Xi_key); let a: TR, K> = TR::rand(&mut rng, Standard); let e = Tn::rand(&mut rng, Xi_err); let pk: PublicKey = PublicKey((&a * &s) + e, a); Ok((SecretKey(s), pk)) } pub fn encode(m: &Rq) -> Tn<1> { let delta = u64::MAX / P; // floored let coeffs = m.coeffs(); Tn(array::from_fn(|i| T64(coeffs[i].0 * delta))) } pub fn decode(p: &Tn<1>) -> Rq { let p = p.mul_div_round(P, u64::MAX); Rq::::from_vec_u64(p.coeffs().iter().map(|c| c.0).collect()) } // encrypts with the given SecretKey (instead of PublicKey) pub fn encrypt_s(mut rng: impl Rng, sk: &SecretKey, m: &Tn<1>) -> Result { let Xi_key = Uniform::new(0_f64, 2_f64); let Xi_err = Normal::new(0_f64, ERR_SIGMA)?; let a: TR, K> = TR::rand(&mut rng, Xi_key); let e = Tn::rand(&mut rng, Xi_err); let b: Tn<1> = (&a * &sk.0) + *m + e; Ok(Self(a, b)) } pub fn encrypt(mut rng: impl Rng, pk: &PublicKey, m: &Tn<1>) -> Result { let Xi_key = Uniform::new(0_f64, 2_f64); let Xi_err = Normal::new(0_f64, ERR_SIGMA)?; let u: Tn<1> = Tn::rand(&mut rng, Xi_key); let e0: Tn<1> = Tn::rand(&mut rng, Xi_err); let e1 = TR::, K>::rand(&mut rng, Xi_err); let b: Tn<1> = pk.0 * u + *m + e0; let d: TR, K> = &pk.1 * &u + e1; Ok(Self(d, b)) } pub fn decrypt(&self, sk: &SecretKey) -> Tn<1> { let (d, b): (TR, K>, Tn<1>) = (self.0.clone(), self.1); b - &d * &sk.0 } } impl Add> for TLWE { type Output = Self; fn add(self, other: Self) -> Self { let a: TR, K> = self.0 + other.0; let b: Tn<1> = self.1 + other.1; Self(a, b) } } impl AddAssign for TLWE { fn add_assign(&mut self, rhs: Self) { for i in 0..K { self.0 .0[i] = self.0 .0[i] + rhs.0 .0[i]; } self.1 = self.1 + rhs.1; } } impl Sum> for TLWE { fn sum(iter: I) -> Self where I: Iterator, { let mut acc = TLWE::::zero(); for e in iter { acc += e; } acc } } impl Sub> for TLWE { type Output = Self; fn sub(self, other: Self) -> Self { let a: TR, K> = self.0 - other.0; let b: Tn<1> = self.1 - other.1; Self(a, b) } } // plaintext addition impl Add> for TLWE { type Output = Self; fn add(self, plaintext: Tn<1>) -> Self { let a: TR, K> = self.0; let b: Tn<1> = self.1 + plaintext; Self(a, b) } } // plaintext substraction impl Sub> for TLWE { type Output = Self; fn sub(self, plaintext: Tn<1>) -> Self { let a: TR, K> = self.0; let b: Tn<1> = self.1 - plaintext; Self(a, b) } } // plaintext multiplication impl Mul> for TLWE { type Output = Self; fn mul(self, plaintext: Tn<1>) -> Self { let a: TR, K> = TR(self.0 .0.iter().map(|r_i| *r_i * plaintext).collect()); let b: Tn<1> = self.1 * plaintext; Self(a, b) } } #[cfg(test)] mod tests { use anyhow::Result; use rand::distributions::Uniform; use super::*; #[test] fn test_encrypt_decrypt() -> Result<()> { const T: u64 = 128; // msg space (msg modulus) const K: usize = 16; type S = TLWE; let mut rng = rand::thread_rng(); for _ in 0..200 { let (sk, pk) = S::new_key(&mut rng)?; let msg_dist = Uniform::new(0_u64, T); let m = Rq::::rand_u64(&mut rng, msg_dist)?; dbg!(&m); let p: Tn<1> = S::encode::(&m); dbg!(&p); let c = S::encrypt(&mut rng, &pk, &p)?; let p_recovered = c.decrypt(&sk); let m_recovered = S::decode::(&p_recovered); assert_eq!(m, m_recovered); // same but using encrypt_s (with sk instead of pk)) let c = S::encrypt_s(&mut rng, &sk, &p)?; let p_recovered = c.decrypt(&sk); let m_recovered = S::decode::(&p_recovered); assert_eq!(m, m_recovered); } Ok(()) } #[test] fn test_addition() -> Result<()> { const T: u64 = 128; const K: usize = 16; type S = TLWE; let mut rng = rand::thread_rng(); for _ in 0..200 { let (sk, pk) = S::new_key(&mut rng)?; let msg_dist = Uniform::new(0_u64, T); let m1 = Rq::::rand_u64(&mut rng, msg_dist)?; let m2 = Rq::::rand_u64(&mut rng, msg_dist)?; let p1: Tn<1> = S::encode::(&m1); // plaintext let p2: Tn<1> = S::encode::(&m2); // plaintext let c1 = S::encrypt(&mut rng, &pk, &p1)?; let c2 = S::encrypt(&mut rng, &pk, &p2)?; let c3 = c1 + c2; let p3_recovered = c3.decrypt(&sk); let m3_recovered = S::decode::(&p3_recovered); assert_eq!((m1 + m2).remodule::(), m3_recovered.remodule::()); } Ok(()) } #[test] fn test_add_plaintext() -> Result<()> { const T: u64 = 128; const K: usize = 16; type S = TLWE; let mut rng = rand::thread_rng(); for _ in 0..200 { let (sk, pk) = S::new_key(&mut rng)?; let msg_dist = Uniform::new(0_u64, T); let m1 = Rq::::rand_u64(&mut rng, msg_dist)?; let m2 = Rq::::rand_u64(&mut rng, msg_dist)?; let p1: Tn<1> = S::encode::(&m1); // plaintext let p2: Tn<1> = S::encode::(&m2); // plaintext let c1 = S::encrypt(&mut rng, &pk, &p1)?; let c3 = c1 + p2; let p3_recovered = c3.decrypt(&sk); let m3_recovered = S::decode::(&p3_recovered); assert_eq!((m1 + m2).remodule::(), m3_recovered); } Ok(()) } #[test] fn test_mul_plaintext() -> Result<()> { const T: u64 = 128; const K: usize = 16; type S = TLWE; let mut rng = rand::thread_rng(); for _ in 0..200 { let (sk, pk) = S::new_key(&mut rng)?; let msg_dist = Uniform::new(0_u64, T); let m1 = Rq::::rand_u64(&mut rng, msg_dist)?; let m2 = Rq::::rand_u64(&mut rng, msg_dist)?; let p1: Tn<1> = S::encode::(&m1); // don't scale up p2, set it directly from m2 let p2: Tn<1> = Tn(array::from_fn(|i| T64(m2.coeffs()[i].0))); let c1 = S::encrypt(&mut rng, &pk, &p1)?; let c3 = c1 * p2; let p3_recovered: Tn<1> = c3.decrypt(&sk); let m3_recovered = S::decode::(&p3_recovered); assert_eq!((m1.to_r() * m2.to_r()).to_rq::(), m3_recovered); } Ok(()) } }