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tfhe: add external prod TGSW * TLWE, also TLev * Vec<T64>
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@@ -37,6 +37,28 @@ impl<const K: usize> TGSW<K> {
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}
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}
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// external product TGSW x TLWE
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impl<const K: usize> Mul<TLWE<K>> for TGSW<K> {
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type Output = TLWE<K>;
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fn mul(self, tlwe: TLWE<K>) -> TLWE<K> {
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let beta: u32 = 2;
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let l: u32 = 64; // TODO wip
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// since N=1, each tlwe element is a vector of length=1, decomposed into
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// l elements, and we have K of them
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let tlwe_ab: Vec<T64> = [tlwe.0 .0 .0.clone(), vec![tlwe.0 .1]].concat();
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let tgsw_ab: Vec<TLev<K>> = [self.0.clone(), vec![self.1]].concat();
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assert_eq!(tgsw_ab.len(), tlwe_ab.len());
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let r: TLWE<K> = zip_eq(tgsw_ab, tlwe_ab)
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.map(|(tlev_i, tlwe_i)| tlev_i * tlwe_i.decompose(beta, l))
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.sum();
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r
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}
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}
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#[cfg(test)]
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mod tests {
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use anyhow::Result;
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@@ -71,4 +93,42 @@ mod tests {
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Ok(())
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}
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#[test]
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fn test_external_product() -> Result<()> {
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const T: u64 = 2; // plaintext modulus
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const K: usize = 32;
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let beta: u32 = 2;
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let l: u32 = 64;
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let mut rng = rand::thread_rng();
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let msg_dist = Uniform::new(0_u64, T);
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for i in 0..50 {
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dbg!(&i);
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let (sk, _) = TLWE::<K>::new_key(&mut rng)?;
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let m1: Rq<T, 1> = Rq::rand_u64(&mut rng, msg_dist)?;
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let p1: T64 = TLev::<K>::encode::<T>(&m1);
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let m2: Rq<T, 1> = Rq::rand_u64(&mut rng, msg_dist)?;
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let p2: T64 = TLWE::<K>::encode::<T>(&m2); // scaled by delta
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let tgsw = TGSW::<K>::encrypt_s(&mut rng, beta, l, &sk, &p1)?;
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let tlwe = TLWE::<K>::encrypt_s(&mut rng, &sk, &p2)?;
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let res: TLWE<K> = tgsw * tlwe;
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// let p_recovered = res.decrypt(&sk, beta);
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let p_recovered = res.decrypt(&sk);
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// downscaled by delta^-1
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let res_recovered = TLWE::<K>::decode::<T>(&p_recovered);
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// assert_eq!(m1 * m2, m_recovered);
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assert_eq!((m1.to_r() * m2.to_r()).to_rq::<T>(), res_recovered);
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}
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Ok(())
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}
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}
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@@ -64,6 +64,27 @@ impl<const K: usize> TLev<K> {
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}
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// TODO review u64::MAX, since is -1 of the value we actually want
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impl<const K: usize> TLev<K> {
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pub fn iter(&self) -> std::slice::Iter<TLWE<K>> {
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self.0.iter()
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}
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}
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// dot product between a TLev and Vec<T64>, usually Vec<T64> comes from a
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// decomposition of T64
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// TLev * Vec<T64> --> TLWE
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impl<const K: usize> Mul<Vec<T64>> for TLev<K> {
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type Output = TLWE<K>;
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fn mul(self, v: Vec<T64>) -> Self::Output {
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assert_eq!(self.0.len(), v.len());
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// l TLWES
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let tlwes: Vec<TLWE<K>> = self.0;
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let r: TLWE<K> = zip_eq(v, tlwes).map(|(a_d_i, glwe_i)| glwe_i * a_d_i).sum();
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r
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}
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}
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#[cfg(test)]
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mod tests {
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use anyhow::Result;
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@@ -98,4 +119,37 @@ mod tests {
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Ok(())
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}
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#[test]
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fn test_tlev_vect64_product() -> Result<()> {
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const T: u64 = 2; // plaintext modulus
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const K: usize = 16;
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let beta: u32 = 2;
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let l: u32 = 16;
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let mut rng = rand::thread_rng();
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let msg_dist = Uniform::new(0_u64, T);
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for _ in 0..200 {
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let (sk, pk) = TLWE::<K>::new_key(&mut rng)?;
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let m1: Rq<T, 1> = Rq::rand_u64(&mut rng, msg_dist)?;
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let m2: Rq<T, 1> = Rq::rand_u64(&mut rng, msg_dist)?;
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let p1: T64 = TLev::<K>::encode::<T>(&m1);
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let p2: T64 = TLev::<K>::encode::<T>(&m2);
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let c1 = TLev::<K>::encrypt(&mut rng, beta, l, &pk, &p1)?;
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let c2 = p2.decompose(beta, l);
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let c3 = c1 * c2;
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let p_recovered = c3.decrypt(&sk);
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let m_recovered = TLev::<K>::decode::<T>(&p_recovered);
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assert_eq!((m1.to_r() * m2.to_r()).to_rq::<T>(), m_recovered);
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}
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Ok(())
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}
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}
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