fhe-study/tfhe/src/tlev.rs
tfhe/src/tlev.rsRaw
1use anyhow::Result;
2use itertools::zip_eq;
3use rand::Rng;
4use std::array;
5use std::ops::{Add, Mul};
6
7use arith::{Ring, Rq, Tn, T64, TR};
8
9use crate::tglwe::TGLWE;
10use crate::tlwe::{PublicKey, SecretKey, TLWE};
11
12#[derive(Clone, Debug)]
13pub struct TLev<const K: usize>(pub(crate) Vec<TLWE<K>>);
14
15impl<const K: usize> TLev<K> {
16 pub fn encode<const T: u64>(m: &Rq<T, 1>) -> T64 {
17 let coeffs = m.coeffs();
18 T64(coeffs[0].0) // N=1, so take the only coeff
19 }
20 pub fn decode<const T: u64>(p: &T64) -> Rq<T, 1> {
21 Rq::<T, 1>::from_vec_u64(p.coeffs().iter().map(|c| c.0).collect())
22 }
23 pub fn encrypt(
24 mut rng: impl Rng,
25 beta: u32,
26 l: u32,
27 pk: &PublicKey<K>,
28 m: &T64,
29 ) -> Result<Self> {
30 let tlev: Vec<TLWE<K>> = (1..l + 1)
31 .map(|i| {
32 TLWE::<K>::encrypt(&mut rng, pk, &(*m * (u64::MAX / beta.pow(i as u32) as u64)))
33 })
34 .collect::<Result<Vec<_>>>()?;
35
36 Ok(Self(tlev))
37 }
38 pub fn encrypt_s(
39 mut rng: impl Rng,
40 _beta: u32, // TODO rm, and make beta=2 always
41 l: u32,
42 sk: &SecretKey<K>,
43 m: &T64,
44 ) -> Result<Self> {
45 let tlev: Vec<TLWE<K>> = (1..l as u64 + 1)
46 .map(|i| {
47 let aux = if i < 64 {
48 *m * (u64::MAX / (1u64 << i))
49 } else {
50 // 1<<64 would overflow, and anyways we're dividing u64::MAX
51 // by it, which would be equal to 1
52 *m
53 };
54 TLWE::<K>::encrypt_s(&mut rng, sk, &aux)
55 })
56 .collect::<Result<Vec<_>>>()?;
57
58 Ok(Self(tlev))
59 }
60
61 pub fn decrypt(&self, sk: &SecretKey<K>, beta: u32) -> T64 {
62 let pt = self.0[0].decrypt(sk);
63 pt.mul_div_round(beta as u64, u64::MAX)
64 }
65}
66// TODO review u64::MAX, since is -1 of the value we actually want
67
68impl<const K: usize> TLev<K> {
69 pub fn iter(&self) -> std::slice::Iter<TLWE<K>> {
70 self.0.iter()
71 }
72}
73
74// dot product between a TLev and Vec<T64>, usually Vec<T64> comes from a
75// decomposition of T64
76// TLev * Vec<T64> --> TLWE
77impl<const K: usize> Mul<Vec<T64>> for TLev<K> {
78 type Output = TLWE<K>;
79 fn mul(self, v: Vec<T64>) -> Self::Output {
80 assert_eq!(self.0.len(), v.len());
81
82 // l TLWES
83 let tlwes: Vec<TLWE<K>> = self.0;
84 let r: TLWE<K> = zip_eq(v, tlwes).map(|(a_d_i, glwe_i)| glwe_i * a_d_i).sum();
85 r
86 }
87}
88
89#[cfg(test)]
90mod tests {
91 use anyhow::Result;
92 use rand::distributions::Uniform;
93
94 use super::*;
95
96 #[test]
97 fn test_encrypt_decrypt() -> Result<()> {
98 const T: u64 = 2; // plaintext modulus
99 const K: usize = 16;
100 type S = TLev<K>;
101
102 let beta: u32 = 2;
103 let l: u32 = 16;
104
105 let mut rng = rand::thread_rng();
106 let msg_dist = Uniform::new(0_u64, T);
107
108 for _ in 0..200 {
109 let (sk, pk) = TLWE::<K>::new_key(&mut rng)?;
110
111 let m: Rq<T, 1> = Rq::rand_u64(&mut rng, msg_dist)?;
112 let p: T64 = S::encode::<T>(&m); // plaintext
113
114 let c = S::encrypt(&mut rng, beta, l, &pk, &p)?;
115 let p_recovered = c.decrypt(&sk, beta);
116 let m_recovered = S::decode::<T>(&p_recovered);
117
118 assert_eq!(m.remodule::<T>(), m_recovered.remodule::<T>());
119 }
120
121 Ok(())
122 }
123
124 #[test]
125 fn test_tlev_vect64_product() -> Result<()> {
126 const T: u64 = 2; // plaintext modulus
127 const K: usize = 16;
128
129 let beta: u32 = 2;
130 let l: u32 = 16;
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) = TLWE::<K>::new_key(&mut rng)?;
137
138 let m1: Rq<T, 1> = Rq::rand_u64(&mut rng, msg_dist)?;
139 let m2: Rq<T, 1> = Rq::rand_u64(&mut rng, msg_dist)?;
140 let p1: T64 = TLev::<K>::encode::<T>(&m1);
141 let p2: T64 = TLev::<K>::encode::<T>(&m2);
142
143 let c1 = TLev::<K>::encrypt(&mut rng, beta, l, &pk, &p1)?;
144 let c2 = p2.decompose(beta, l);
145
146 let c3 = c1 * c2;
147
148 let p_recovered = c3.decrypt(&sk);
149 let m_recovered = TLev::<K>::decode::<T>(&p_recovered);
150
151 assert_eq!((m1.to_r() * m2.to_r()).to_rq::<T>(), m_recovered);
152 }
153
154 Ok(())
155 }
156}