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::tlwe::{PublicKey, SecretKey, TLWE};
10
11#[derive(Clone, Debug)]
12pub struct TLev<const K: usize>(pub(crate) Vec<TLWE<K>>);
13
14impl<const K: usize> TLev<K> {
15 pub fn encode<const T: u64>(m: &Rq<T, 1>) -> T64 {
16 let coeffs = m.coeffs();
17 T64(coeffs[0].0) // N=1, so take the only coeff
18 }
19 pub fn decode<const T: u64>(p: &T64) -> Rq<T, 1> {
20 Rq::<T, 1>::from_vec_u64(p.coeffs().iter().map(|c| c.0).collect())
21 }
22 pub fn encrypt(
23 mut rng: impl Rng,
24 beta: u32,
25 l: u32,
26 pk: &PublicKey<K>,
27 m: &T64,
28 ) -> Result<Self> {
29 let tlev: Vec<TLWE<K>> = (1..l + 1)
30 .map(|i| {
31 TLWE::<K>::encrypt(&mut rng, pk, &(*m * (u64::MAX / beta.pow(i as u32) as u64)))
32 })
33 .collect::<Result<Vec<_>>>()?;
34
35 Ok(Self(tlev))
36 }
37 pub fn encrypt_s(
38 mut rng: impl Rng,
39 _beta: u32, // TODO rm, and make beta=2 always
40 l: u32,
41 sk: &SecretKey<K>,
42 m: &T64,
43 ) -> Result<Self> {
44 let tlev: Vec<TLWE<K>> = (1..l as u64 + 1)
45 .map(|i| {
46 let aux = if i < 64 {
47 *m * (u64::MAX / (1u64 << i))
48 } else {
49 // 1<<64 would overflow, and anyways we're dividing u64::MAX
50 // by it, which would be equal to 1
51 *m
52 };
53 TLWE::<K>::encrypt_s(&mut rng, sk, &aux)
54 })
55 .collect::<Result<Vec<_>>>()?;
56
57 Ok(Self(tlev))
58 }
59
60 pub fn decrypt(&self, sk: &SecretKey<K>, beta: u32) -> T64 {
61 let pt = self.0[0].decrypt(sk);
62 pt.mul_div_round(beta as u64, u64::MAX)
63 }
64}
65// TODO review u64::MAX, since is -1 of the value we actually want
66
67impl<const K: usize> TLev<K> {
68 pub fn iter(&self) -> std::slice::Iter<TLWE<K>> {
69 self.0.iter()
70 }
71}
72
73// dot product between a TLev and Vec<T64>, usually Vec<T64> comes from a
74// decomposition of T64
75// TLev * Vec<T64> --> TLWE
76impl<const K: usize> Mul<Vec<T64>> for TLev<K> {
77 type Output = TLWE<K>;
78 fn mul(self, v: Vec<T64>) -> Self::Output {
79 assert_eq!(self.0.len(), v.len());
80
81 // l TLWES
82 let tlwes: Vec<TLWE<K>> = self.0;
83 let r: TLWE<K> = zip_eq(v, tlwes).map(|(a_d_i, glwe_i)| glwe_i * a_d_i).sum();
84 r
85 }
86}
87
88#[cfg(test)]
89mod tests {
90 use anyhow::Result;
91 use rand::distributions::Uniform;
92
93 use super::*;
94
95 #[test]
96 fn test_encrypt_decrypt() -> Result<()> {
97 const T: u64 = 2; // plaintext modulus
98 const K: usize = 16;
99 type S = TLev<K>;
100
101 let beta: u32 = 2;
102 let l: u32 = 16;
103
104 let mut rng = rand::thread_rng();
105 let msg_dist = Uniform::new(0_u64, T);
106
107 for _ in 0..200 {
108 let (sk, pk) = TLWE::<K>::new_key(&mut rng)?;
109
110 let m: Rq<T, 1> = Rq::rand_u64(&mut rng, msg_dist)?;
111 let p: T64 = S::encode::<T>(&m); // plaintext
112
113 let c = S::encrypt(&mut rng, beta, l, &pk, &p)?;
114 let p_recovered = c.decrypt(&sk, beta);
115 let m_recovered = S::decode::<T>(&p_recovered);
116
117 assert_eq!(m.remodule::<T>(), m_recovered.remodule::<T>());
118 }
119
120 Ok(())
121 }
122
123 #[test]
124 fn test_tlev_vect64_product() -> Result<()> {
125 const T: u64 = 2; // plaintext modulus
126 const K: usize = 16;
127
128 let beta: u32 = 2;
129 let l: u32 = 16;
130
131 let mut rng = rand::thread_rng();
132 let msg_dist = Uniform::new(0_u64, T);
133
134 for _ in 0..200 {
135 let (sk, pk) = TLWE::<K>::new_key(&mut rng)?;
136
137 let m1: Rq<T, 1> = Rq::rand_u64(&mut rng, msg_dist)?;
138 let m2: Rq<T, 1> = Rq::rand_u64(&mut rng, msg_dist)?;
139 let p1: T64 = TLev::<K>::encode::<T>(&m1);
140 let p2: T64 = TLev::<K>::encode::<T>(&m2);
141
142 let c1 = TLev::<K>::encrypt(&mut rng, beta, l, &pk, &p1)?;
143 let c2 = p2.decompose(beta, l);
144
145 let c3 = c1 * c2;
146
147 let p_recovered = c3.decrypt(&sk);
148 let m_recovered = TLev::<K>::decode::<T>(&p_recovered);
149
150 assert_eq!((m1.to_r() * m2.to_r()).to_rq::<T>(), m_recovered);
151 }
152
153 Ok(())
154 }
155}