arnaucube
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fhe-study/tfhe/src/tlwe.rs
tfhe/src/tlwe.rsRaw
  1use anyhow::Result;
  2use itertools::zip_eq;
  3use rand::Rng;
  4use std::iter::Sum;
  5use std::ops::{Add, AddAssign, Mul, Sub};
  6
  7use arith::{Ring, Rq, Tn, Zq, T64, TR};
  8use gfhe::{glwe, GLWE};
  9
 10use crate::tggsw::TGGSW;
 11use crate::tlev::TLev;
 12use crate::{tglwe, tglwe::TGLWE};
 13
 14pub struct SecretKey<const K: usize>(pub glwe::SecretKey<T64, K>);
 15
 16impl<const KN: usize> SecretKey<KN> {
 17    /// from TFHE [2018-421] paper: A TLWE key k \in B^n, can be interpreted as a
 18    /// TRLWE key K \in B_N[X]^k having the same sequence of coefficients and
 19    /// vice-versa.
 20    pub fn to_tglwe<const N: usize, const K: usize>(self) -> crate::tglwe::SecretKey<N, K> {
 21        let s: TR<T64, KN> = self.0 .0;
 22        // split into K vectors, and interpret each of them as a T_N[X]/(X^N+1)
 23        // polynomial
 24        let r: Vec<Tn<N>> =
 25            s.0.chunks(N)
 26                .map(|v| Tn::<N>::from_vec(v.to_vec()))
 27                .collect();
 28        crate::tglwe::SecretKey(glwe::SecretKey::<Tn<N>, K>(TR(r)))
 29    }
 30}
 31
 32pub type PublicKey<const K: usize> = glwe::PublicKey<T64, K>;
 33
 34#[derive(Clone, Debug)]
 35pub struct KSK<const K: usize>(Vec<TLev<K>>);
 36
 37#[derive(Clone, Debug)]
 38pub struct TLWE<const K: usize>(pub GLWE<T64, K>);
 39
 40impl<const K: usize> TLWE<K> {
 41    pub fn zero() -> Self {
 42        Self(GLWE::<T64, K>::zero())
 43    }
 44
 45    pub fn new_key(rng: impl Rng) -> Result<(SecretKey<K>, PublicKey<K>)> {
 46        let (sk, pk): (glwe::SecretKey<T64, K>, glwe::PublicKey<T64, K>) = GLWE::new_key(rng)?;
 47        Ok((SecretKey(sk), pk))
 48    }
 49
 50    pub fn encode<const P: u64>(m: &Rq<P, 1>) -> T64 {
 51        let delta = u64::MAX / P; // floored
 52        let coeffs = m.coeffs();
 53        T64(coeffs[0].0 * delta)
 54    }
 55    pub fn decode<const P: u64>(p: &T64) -> Rq<P, 1> {
 56        let p = p.mul_div_round(P, u64::MAX);
 57        Rq::<P, 1>::from_vec_u64(p.coeffs().iter().map(|c| c.0).collect())
 58    }
 59
 60    // encrypts with the given SecretKey (instead of PublicKey)
 61    pub fn encrypt_s(rng: impl Rng, sk: &SecretKey<K>, p: &T64) -> Result<Self> {
 62        let glwe = GLWE::encrypt_s(rng, &sk.0, p)?;
 63        Ok(Self(glwe))
 64    }
 65    pub fn encrypt(rng: impl Rng, pk: &PublicKey<K>, p: &T64) -> Result<Self> {
 66        let glwe = GLWE::encrypt(rng, &pk, p)?;
 67        Ok(Self(glwe))
 68    }
 69    pub fn decrypt(&self, sk: &SecretKey<K>) -> T64 {
 70        self.0.decrypt(&sk.0)
 71    }
 72
 73    pub fn new_ksk(
 74        mut rng: impl Rng,
 75        beta: u32,
 76        l: u32,
 77        sk: &SecretKey<K>,
 78        new_sk: &SecretKey<K>,
 79    ) -> Result<KSK<K>> {
 80        let r: Vec<TLev<K>> = (0..K)
 81            .into_iter()
 82            .map(|i|
 83                // treat sk_i as the msg being encrypted
 84                TLev::<K>::encrypt_s(&mut rng, beta, l, &new_sk, &sk.0.0 .0[i]))
 85            .collect::<Result<Vec<_>>>()?;
 86
 87        Ok(KSK(r))
 88    }
 89    pub fn key_switch(&self, beta: u32, l: u32, ksk: &KSK<K>) -> Self {
 90        let (a, b): (TR<T64, K>, T64) = (self.0 .0.clone(), self.0 .1);
 91
 92        let lhs: TLWE<K> = TLWE(GLWE(TR::zero(), b));
 93
 94        // K iterations, ksk.0 contains K times GLev
 95        let rhs: TLWE<K> = zip_eq(a.0, ksk.0.clone())
 96            .map(|(a_i, ksk_i)| ksk_i * a_i.decompose(beta, l)) // dot_product
 97            .sum();
 98
 99        lhs - rhs
100    }
101    // modulus switch from Q (2^64) to Q2 (in blind_rotation Q2=K*N)
102    pub fn mod_switch<const Q2: u64>(&self) -> Self {
103        let a: TR<T64, K> = self.0 .0.mod_switch::<Q2>();
104        let b: T64 = self.0 .1.mod_switch::<Q2>();
105        Self(GLWE(a, b))
106    }
107}
108// NOTE: the ugly const generics are temporary
109pub fn blind_rotation<const N: usize, const K: usize, const KN: usize, const KN2: u64>(
110    c: TLWE<KN>,
111    btk: BootstrappingKey<N, K, KN>,
112    table: TGLWE<N, K>,
113) -> TGLWE<N, K> {
114    let c_kn: TLWE<KN> = c.mod_switch::<KN2>();
115    let (a, b): (TR<T64, KN>, T64) = (c_kn.0 .0, c_kn.0 .1);
116    // two main parts: rotate by a known power of X, rotate by a secret
117    // power of X (using the C gate)
118
119    // table * X^-b, ie. left rotate
120    let v_xb: TGLWE<N, K> = table.left_rotate(b.0 as usize);
121
122    // rotate by a secret power of X using the cmux gate
123    let mut c_j: TGLWE<N, K> = v_xb.clone();
124    let _ = (1..K).map(|j| {
125        c_j = TGGSW::<N, K>::cmux(
126            btk.0[j].clone(),
127            c_j.clone(),
128            c_j.clone().left_rotate(a.0[j].0 as usize),
129        );
130        dbg!(&c_j);
131    });
132    c_j
133}
134
135#[derive(Clone, Debug)]
136pub struct BootstrappingKey<const N: usize, const K: usize, const KN: usize>(pub Vec<TGGSW<N, K>>);
137impl<const N: usize, const K: usize, const KN: usize> BootstrappingKey<N, K, KN> {
138    pub fn from_sk(mut rng: impl Rng, sk: &tglwe::SecretKey<N, K>) -> Result<Self> {
139        let (beta, l) = (2u32, 64u32); // TMP
140                                       //
141        let s: TR<Tn<N>, K> = sk.0 .0.clone();
142
143        // each btk_j = TGGSW_sk(s_i)
144        let btk: Vec<TGGSW<N, K>> = s
145            .iter()
146            .map(|s_i| TGGSW::<N, K>::encrypt_s(&mut rng, beta, l, sk, s_i))
147            .collect::<Result<Vec<_>>>()?;
148
149        Ok(Self(btk))
150    }
151}
152
153pub fn compute_lookup_table<const T: u64, const K: usize, const N: usize>() -> TGLWE<N, K> {
154    // from 2021-1402:
155    // v(x) = \sum_j^{N-1} [(p_j / 2N mod p)/p] X^j
156
157    // matrix of coefficients with size K*N = delta x T
158    let delta: usize = N / T as usize;
159    let values: Vec<Zq<T>> = (0..T).map(|v| Zq::<T>::from_u64(v)).collect();
160    let coeffs: Vec<Zq<T>> = (0..T as usize)
161        .flat_map(|i| vec![values[i]; delta])
162        .collect();
163    let table = Rq::<T, N>::from_vec(coeffs);
164
165    // encode the table as plaintext
166    let v: Tn<N> = TGLWE::<N, K>::encode::<T>(&table);
167
168    // encode the table as TGLWE ciphertext
169    let v: TGLWE<N, K> = TGLWE::<N, K>::from_plaintext(v);
170    v
171}
172
173impl<const K: usize> Add<TLWE<K>> for TLWE<K> {
174    type Output = Self;
175    fn add(self, other: Self) -> Self {
176        Self(self.0 + other.0)
177    }
178}
179impl<const K: usize> AddAssign for TLWE<K> {
180    fn add_assign(&mut self, rhs: Self) {
181        self.0 += rhs.0
182    }
183}
184impl<const K: usize> Sum<TLWE<K>> for TLWE<K> {
185    fn sum<I>(iter: I) -> Self
186    where
187        I: Iterator<Item = Self>,
188    {
189        let mut acc = TLWE::<K>::zero();
190        for e in iter {
191            acc += e;
192        }
193        acc
194    }
195}
196
197impl<const K: usize> Sub<TLWE<K>> for TLWE<K> {
198    type Output = Self;
199    fn sub(self, other: Self) -> Self {
200        Self(self.0 - other.0)
201    }
202}
203
204// plaintext addition
205impl<const K: usize> Add<T64> for TLWE<K> {
206    type Output = Self;
207    fn add(self, plaintext: T64) -> Self {
208        let a: TR<T64, K> = self.0 .0;
209        let b: T64 = self.0 .1 + plaintext;
210        Self(GLWE(a, b))
211    }
212}
213// plaintext substraction
214impl<const K: usize> Sub<T64> for TLWE<K> {
215    type Output = Self;
216    fn sub(self, plaintext: T64) -> Self {
217        let a: TR<T64, K> = self.0 .0;
218        let b: T64 = self.0 .1 - plaintext;
219        Self(GLWE(a, b))
220    }
221}
222// plaintext multiplication
223impl<const K: usize> Mul<T64> for TLWE<K> {
224    type Output = Self;
225    fn mul(self, plaintext: T64) -> Self {
226        let a: TR<T64, K> = TR(self.0 .0 .0.iter().map(|r_i| *r_i * plaintext).collect());
227        let b: T64 = self.0 .1 * plaintext;
228        Self(GLWE(a, b))
229    }
230}
231
232#[cfg(test)]
233mod tests {
234    use anyhow::Result;
235    use rand::distributions::Uniform;
236    use std::time::Instant;
237
238    use super::*;
239
240    #[test]
241    fn test_encrypt_decrypt() -> Result<()> {
242        const T: u64 = 128; // msg space (msg modulus)
243        const K: usize = 16;
244        type S = TLWE<K>;
245
246        let mut rng = rand::thread_rng();
247        let msg_dist = Uniform::new(0_u64, T);
248
249        for _ in 0..200 {
250            let (sk, pk) = S::new_key(&mut rng)?;
251
252            let m = Rq::<T, 1>::rand_u64(&mut rng, msg_dist)?;
253            let p: T64 = S::encode::<T>(&m);
254
255            let c = S::encrypt(&mut rng, &pk, &p)?;
256            let p_recovered = c.decrypt(&sk);
257            let m_recovered = S::decode::<T>(&p_recovered);
258
259            assert_eq!(m, m_recovered);
260
261            // same but using encrypt_s (with sk instead of pk))
262            let c = S::encrypt_s(&mut rng, &sk, &p)?;
263            let p_recovered = c.decrypt(&sk);
264            let m_recovered = S::decode::<T>(&p_recovered);
265
266            assert_eq!(m, m_recovered);
267        }
268
269        Ok(())
270    }
271
272    #[test]
273    fn test_addition() -> Result<()> {
274        const T: u64 = 128;
275        const K: usize = 16;
276        type S = TLWE<K>;
277
278        let mut rng = rand::thread_rng();
279        let msg_dist = Uniform::new(0_u64, T);
280
281        for _ in 0..200 {
282            let (sk, pk) = S::new_key(&mut rng)?;
283
284            let m1 = Rq::<T, 1>::rand_u64(&mut rng, msg_dist)?;
285            let m2 = Rq::<T, 1>::rand_u64(&mut rng, msg_dist)?;
286            let p1: T64 = S::encode::<T>(&m1); // plaintext
287            let p2: T64 = S::encode::<T>(&m2); // plaintext
288
289            let c1 = S::encrypt(&mut rng, &pk, &p1)?;
290            let c2 = S::encrypt(&mut rng, &pk, &p2)?;
291
292            let c3 = c1 + c2;
293
294            let p3_recovered = c3.decrypt(&sk);
295            let m3_recovered = S::decode::<T>(&p3_recovered);
296
297            assert_eq!((m1 + m2).remodule::<T>(), m3_recovered.remodule::<T>());
298        }
299
300        Ok(())
301    }
302
303    #[test]
304    fn test_add_plaintext() -> Result<()> {
305        const T: u64 = 128;
306        const K: usize = 16;
307        type S = TLWE<K>;
308
309        let mut rng = rand::thread_rng();
310        let msg_dist = Uniform::new(0_u64, T);
311
312        for _ in 0..200 {
313            let (sk, pk) = S::new_key(&mut rng)?;
314
315            let m1 = Rq::<T, 1>::rand_u64(&mut rng, msg_dist)?;
316            let m2 = Rq::<T, 1>::rand_u64(&mut rng, msg_dist)?;
317            let p1: T64 = S::encode::<T>(&m1); // plaintext
318            let p2: T64 = S::encode::<T>(&m2); // plaintext
319
320            let c1 = S::encrypt(&mut rng, &pk, &p1)?;
321
322            let c3 = c1 + p2;
323
324            let p3_recovered = c3.decrypt(&sk);
325            let m3_recovered = S::decode::<T>(&p3_recovered);
326
327            assert_eq!(m1 + m2, m3_recovered);
328        }
329
330        Ok(())
331    }
332
333    #[test]
334    fn test_mul_plaintext() -> Result<()> {
335        const T: u64 = 128;
336        const K: usize = 16;
337        type S = TLWE<K>;
338
339        let mut rng = rand::thread_rng();
340        let msg_dist = Uniform::new(0_u64, T);
341
342        for _ in 0..200 {
343            let (sk, pk) = S::new_key(&mut rng)?;
344
345            let m1 = Rq::<T, 1>::rand_u64(&mut rng, msg_dist)?;
346            let m2 = Rq::<T, 1>::rand_u64(&mut rng, msg_dist)?;
347            let p1: T64 = S::encode::<T>(&m1);
348            // don't scale up p2, set it directly from m2
349            // let p2: T64 = Tn(array::from_fn(|i| T64(m2.coeffs()[i].0)));
350            let p2: T64 = T64(m2.coeffs()[0].0);
351
352            let c1 = S::encrypt(&mut rng, &pk, &p1)?;
353
354            let c3 = c1 * p2;
355
356            let p3_recovered: T64 = c3.decrypt(&sk);
357            let m3_recovered = S::decode::<T>(&p3_recovered);
358            assert_eq!((m1.to_r() * m2.to_r()).to_rq::<T>(), m3_recovered);
359        }
360
361        Ok(())
362    }
363
364    #[test]
365    fn test_key_switch() -> Result<()> {
366        const T: u64 = 128; // plaintext modulus
367        const K: usize = 16;
368        type S = TLWE<K>;
369
370        let beta: u32 = 2;
371        let l: u32 = 64;
372
373        let mut rng = rand::thread_rng();
374
375        let (sk, pk) = S::new_key(&mut rng)?;
376        let (sk2, _) = S::new_key(&mut rng)?;
377        // ksk to switch from sk to sk2
378        let ksk = S::new_ksk(&mut rng, beta, l, &sk, &sk2)?;
379
380        let msg_dist = Uniform::new(0_u64, T);
381        let m = Rq::<T, 1>::rand_u64(&mut rng, msg_dist)?;
382        let p = S::encode::<T>(&m); // plaintext
383                                    //
384        let c = S::encrypt_s(&mut rng, &sk, &p)?;
385
386        let c2 = c.key_switch(beta, l, &ksk);
387
388        // decrypt with the 2nd secret key
389        let p_recovered = c2.decrypt(&sk2);
390        let m_recovered = S::decode::<T>(&p_recovered);
391        assert_eq!(m.remodule::<T>(), m_recovered.remodule::<T>());
392
393        // do the same but now encrypting with pk
394        let c = S::encrypt(&mut rng, &pk, &p)?;
395        let c2 = c.key_switch(beta, l, &ksk);
396        let p_recovered = c2.decrypt(&sk2);
397        let m_recovered = S::decode::<T>(&p_recovered);
398        assert_eq!(m, m_recovered);
399
400        Ok(())
401    }
402}