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
13use crate::tlev::TLev;
14
15// #[derive(Clone, Debug)]
16// pub struct SecretKey<const K: usize>(glwe::SecretKey<T64, K>);
17pub type SecretKey<const K: usize> = glwe::SecretKey<T64, K>;
18
19// #[derive(Clone, Debug)]
20// pub struct PublicKey<const K: usize>(glwe::PublicKey<T64, K>);
21pub type PublicKey<const K: usize> = glwe::PublicKey<T64, K>;
22
23#[derive(Clone, Debug)]
24pub struct KSK<const K: usize>(Vec<TLev<K>>);
25
26#[derive(Clone, Debug)]
27pub struct TLWE<const K: usize>(pub GLWE<T64, K>);
28
29impl<const K: usize> TLWE<K> {
30 pub fn zero() -> Self {
31 Self(GLWE::<T64, K>::zero())
32 }
33
34 pub fn new_key(rng: impl Rng) -> Result<(SecretKey<K>, PublicKey<K>)> {
35 let (sk, pk) = GLWE::new_key(rng)?;
36 // Ok((SecretKey(sk), PublicKey(pk)))
37 Ok((sk, pk))
38 }
39
40 pub fn encode<const P: u64>(m: &Rq<P, 1>) -> T64 {
41 let delta = u64::MAX / P; // floored
42 let coeffs = m.coeffs();
43 // Tn(array::from_fn(|i| T64(coeffs[i].0 * delta)))
44 T64(coeffs[0].0 * delta)
45 }
46 pub fn decode<const P: u64>(p: &T64) -> Rq<P, 1> {
47 let p = p.mul_div_round(P, u64::MAX);
48 Rq::<P, 1>::from_vec_u64(p.coeffs().iter().map(|c| c.0).collect())
49 }
50
51 // encrypts with the given SecretKey (instead of PublicKey)
52 pub fn encrypt_s(rng: impl Rng, sk: &SecretKey<K>, p: &T64) -> Result<Self> {
53 let glwe = GLWE::encrypt_s(rng, &sk, p)?;
54 Ok(Self(glwe))
55 }
56 pub fn encrypt(rng: impl Rng, pk: &PublicKey<K>, p: &T64) -> Result<Self> {
57 let glwe = GLWE::encrypt(rng, &pk, p)?;
58 Ok(Self(glwe))
59 }
60 pub fn decrypt(&self, sk: &SecretKey<K>) -> T64 {
61 self.0.decrypt(&sk)
62 }
63
64 pub fn new_ksk(
65 mut rng: impl Rng,
66 beta: u32,
67 l: u32,
68 sk: &SecretKey<K>,
69 new_sk: &SecretKey<K>,
70 ) -> Result<KSK<K>> {
71 let r: Vec<TLev<K>> = (0..K)
72 .into_iter()
73 .map(|i|
74 // treat sk_i as the msg being encrypted
75 TLev::<K>::encrypt_s(&mut rng, beta, l, &new_sk, &sk.0 .0[i]))
76 .collect::<Result<Vec<_>>>()?;
77
78 Ok(KSK(r))
79 }
80 pub fn key_switch(&self, beta: u32, l: u32, ksk: &KSK<K>) -> Self {
81 let (a, b): (TR<T64, K>, T64) = (self.0 .0.clone(), self.0 .1);
82
83 let lhs: TLWE<K> = TLWE(GLWE(TR::zero(), b));
84
85 // K iterations, ksk.0 contains K times GLev
86 let rhs: TLWE<K> = zip_eq(a.0, ksk.0.clone())
87 .map(|(a_i, ksk_i)| ksk_i * a_i.decompose(beta, l)) // dot_product
88 .sum();
89
90 lhs - rhs
91 }
92}
93
94impl<const K: usize> Add<TLWE<K>> for TLWE<K> {
95 type Output = Self;
96 fn add(self, other: Self) -> Self {
97 Self(self.0 + other.0)
98 }
99}
100impl<const K: usize> AddAssign for TLWE<K> {
101 fn add_assign(&mut self, rhs: Self) {
102 self.0 += rhs.0
103 }
104}
105impl<const K: usize> Sum<TLWE<K>> for TLWE<K> {
106 fn sum<I>(iter: I) -> Self
107 where
108 I: Iterator<Item = Self>,
109 {
110 let mut acc = TLWE::<K>::zero();
111 for e in iter {
112 acc += e;
113 }
114 acc
115 }
116}
117
118impl<const K: usize> Sub<TLWE<K>> for TLWE<K> {
119 type Output = Self;
120 fn sub(self, other: Self) -> Self {
121 Self(self.0 - other.0)
122 }
123}
124
125// plaintext addition
126impl<const K: usize> Add<T64> for TLWE<K> {
127 type Output = Self;
128 fn add(self, plaintext: T64) -> Self {
129 let a: TR<T64, K> = self.0 .0;
130 let b: T64 = self.0 .1 + plaintext;
131 Self(GLWE(a, b))
132 }
133}
134// plaintext substraction
135impl<const K: usize> Sub<T64> for TLWE<K> {
136 type Output = Self;
137 fn sub(self, plaintext: T64) -> Self {
138 let a: TR<T64, K> = self.0 .0;
139 let b: T64 = self.0 .1 - plaintext;
140 Self(GLWE(a, b))
141 }
142}
143// plaintext multiplication
144impl<const K: usize> Mul<T64> for TLWE<K> {
145 type Output = Self;
146 fn mul(self, plaintext: T64) -> Self {
147 let a: TR<T64, K> = TR(self.0 .0 .0.iter().map(|r_i| *r_i * plaintext).collect());
148 let b: T64 = self.0 .1 * plaintext;
149 Self(GLWE(a, b))
150 }
151}
152
153#[cfg(test)]
154mod tests {
155 use anyhow::Result;
156 use rand::distributions::Uniform;
157
158 use super::*;
159
160 #[test]
161 fn test_encrypt_decrypt() -> Result<()> {
162 const T: u64 = 128; // msg space (msg modulus)
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 m = Rq::<T, 1>::rand_u64(&mut rng, msg_dist)?;
173 dbg!(&m);
174 let p: T64 = S::encode::<T>(&m);
175 dbg!(&p);
176
177 let c = S::encrypt(&mut rng, &pk, &p)?;
178 let p_recovered = c.decrypt(&sk);
179 let m_recovered = S::decode::<T>(&p_recovered);
180
181 assert_eq!(m, m_recovered);
182
183 // same but using encrypt_s (with sk instead of pk))
184 let c = S::encrypt_s(&mut rng, &sk, &p)?;
185 let p_recovered = c.decrypt(&sk);
186 let m_recovered = S::decode::<T>(&p_recovered);
187
188 assert_eq!(m, m_recovered);
189 }
190
191 Ok(())
192 }
193
194 #[test]
195 fn test_addition() -> Result<()> {
196 const T: u64 = 128;
197 const K: usize = 16;
198 type S = TLWE<K>;
199
200 let mut rng = rand::thread_rng();
201 let msg_dist = Uniform::new(0_u64, T);
202
203 for _ in 0..200 {
204 let (sk, pk) = S::new_key(&mut rng)?;
205
206 let m1 = Rq::<T, 1>::rand_u64(&mut rng, msg_dist)?;
207 let m2 = Rq::<T, 1>::rand_u64(&mut rng, msg_dist)?;
208 let p1: T64 = S::encode::<T>(&m1); // plaintext
209 let p2: T64 = S::encode::<T>(&m2); // plaintext
210
211 let c1 = S::encrypt(&mut rng, &pk, &p1)?;
212 let c2 = S::encrypt(&mut rng, &pk, &p2)?;
213
214 let c3 = c1 + c2;
215
216 let p3_recovered = c3.decrypt(&sk);
217 let m3_recovered = S::decode::<T>(&p3_recovered);
218
219 assert_eq!((m1 + m2).remodule::<T>(), m3_recovered.remodule::<T>());
220 }
221
222 Ok(())
223 }
224
225 #[test]
226 fn test_add_plaintext() -> Result<()> {
227 const T: u64 = 128;
228 const K: usize = 16;
229 type S = TLWE<K>;
230
231 let mut rng = rand::thread_rng();
232 let msg_dist = Uniform::new(0_u64, T);
233
234 for _ in 0..200 {
235 let (sk, pk) = S::new_key(&mut rng)?;
236
237 let m1 = Rq::<T, 1>::rand_u64(&mut rng, msg_dist)?;
238 let m2 = Rq::<T, 1>::rand_u64(&mut rng, msg_dist)?;
239 let p1: T64 = S::encode::<T>(&m1); // plaintext
240 let p2: T64 = S::encode::<T>(&m2); // plaintext
241
242 let c1 = S::encrypt(&mut rng, &pk, &p1)?;
243
244 let c3 = c1 + p2;
245
246 let p3_recovered = c3.decrypt(&sk);
247 let m3_recovered = S::decode::<T>(&p3_recovered);
248
249 assert_eq!(m1 + m2, m3_recovered);
250 }
251
252 Ok(())
253 }
254
255 #[test]
256 fn test_mul_plaintext() -> Result<()> {
257 const T: u64 = 128;
258 const K: usize = 16;
259 type S = TLWE<K>;
260
261 let mut rng = rand::thread_rng();
262 let msg_dist = Uniform::new(0_u64, T);
263
264 for _ in 0..200 {
265 let (sk, pk) = S::new_key(&mut rng)?;
266
267 let m1 = Rq::<T, 1>::rand_u64(&mut rng, msg_dist)?;
268 let m2 = Rq::<T, 1>::rand_u64(&mut rng, msg_dist)?;
269 let p1: T64 = S::encode::<T>(&m1);
270 // don't scale up p2, set it directly from m2
271 // let p2: T64 = Tn(array::from_fn(|i| T64(m2.coeffs()[i].0)));
272 let p2: T64 = T64(m2.coeffs()[0].0);
273
274 let c1 = S::encrypt(&mut rng, &pk, &p1)?;
275
276 let c3 = c1 * p2;
277
278 let p3_recovered: T64 = c3.decrypt(&sk);
279 let m3_recovered = S::decode::<T>(&p3_recovered);
280 assert_eq!((m1.to_r() * m2.to_r()).to_rq::<T>(), m3_recovered);
281 }
282
283 Ok(())
284 }
285
286 #[test]
287 fn test_key_switch() -> Result<()> {
288 const T: u64 = 128; // plaintext modulus
289 const K: usize = 16;
290 type S = TLWE<K>;
291
292 let beta: u32 = 2;
293 let l: u32 = 64;
294
295 let mut rng = rand::thread_rng();
296
297 let (sk, pk) = S::new_key(&mut rng)?;
298 let (sk2, _) = S::new_key(&mut rng)?;
299 // ksk to switch from sk to sk2
300 let ksk = S::new_ksk(&mut rng, beta, l, &sk, &sk2)?;
301
302 let msg_dist = Uniform::new(0_u64, T);
303 let m = Rq::<T, 1>::rand_u64(&mut rng, msg_dist)?;
304 let p = S::encode::<T>(&m); // plaintext
305 //
306 let c = S::encrypt_s(&mut rng, &sk, &p)?;
307
308 let c2 = c.key_switch(beta, l, &ksk);
309
310 // decrypt with the 2nd secret key
311 let p_recovered = c2.decrypt(&sk2);
312 let m_recovered = S::decode::<T>(&p_recovered);
313 assert_eq!(m.remodule::<T>(), m_recovered.remodule::<T>());
314
315 // do the same but now encrypting with pk
316 let c = S::encrypt(&mut rng, &pk, &p)?;
317 let c2 = c.key_switch(beta, l, &ksk);
318 let p_recovered = c2.decrypt(&sk2);
319 let m_recovered = S::decode::<T>(&p_recovered);
320 assert_eq!(m, m_recovered);
321
322 Ok(())
323 }
324}