#[cfg(test)] mod tests { use itertools::{izip, Itertools}; use num_traits::zero; use rand::{thread_rng, Rng}; use crate::{ bool::keys::ClientKey, ntt, random::{ DefaultSecureRng, RandomFill, RandomFillGaussianInModulus, RandomFillUniformInModulus, }, utils::{ fill_random_ternary_secret_with_hamming_weight, generate_prime, Stats, TryConvertFrom1, }, ArithmeticOps, Decomposer, DefaultDecomposer, ModInit, ModularOpsU64, Ntt, NttBackendU64, NttInit, VectorOps, }; #[test] fn non_interactive_multi_party() { let logq = 56; let ring_size = 1usize << 11; let q = generate_prime(logq, 2 * ring_size as u64, 1 << logq).unwrap(); let logb = 1; let d = 56; let decomposer = DefaultDecomposer::new(q, logb, d); let gadget_vec = decomposer.gadget_vector(); let mut rng = DefaultSecureRng::new(); let modop = ModularOpsU64::new(q); let nttop = NttBackendU64::new(&q, ring_size); let no_of_parties = 16; let client_secrets = (0..no_of_parties) .into_iter() .map(|_| { let mut sk = vec![0i64; ring_size]; fill_random_ternary_secret_with_hamming_weight(&mut sk, ring_size >> 1, &mut rng); sk }) .collect_vec(); let mut s_ideal = vec![0i64; ring_size]; client_secrets.iter().for_each(|s| { izip!(s_ideal.iter_mut(), s.iter()).for_each(|(add_to, v)| { *add_to = *add_to + *v; }); }); let sk_poly_ideal = Vec::::try_convert_from(s_ideal.as_slice(), &q); let mut sk_poly_ideal_eval = sk_poly_ideal.clone(); nttop.forward(&mut sk_poly_ideal_eval); let mut ksk_seed = [0u8; 32]; rng.fill_bytes(&mut ksk_seed); // zero encryptions for each party for ksk(u) let client_zero_encs = { client_secrets .iter() .map(|sk| { let sk_poly = Vec::::try_convert_from(sk.as_slice(), &q); let mut sk_poly_eval = sk_poly.clone(); nttop.forward(sk_poly_eval.as_mut_slice()); let mut zero_encs = vec![vec![0u64; ring_size]; decomposer.decomposition_count()]; let mut ksk_prng = DefaultSecureRng::new_seeded(ksk_seed); zero_encs.iter_mut().for_each(|out| { RandomFillUniformInModulus::random_fill( &mut ksk_prng, &q, out.as_mut_slice(), ); nttop.forward(out.as_mut_slice()); modop.elwise_mul_mut(out.as_mut_slice(), &sk_poly_eval); nttop.backward(out.as_mut_slice()); let mut error = vec![0u64; ring_size]; RandomFillGaussianInModulus::random_fill(&mut rng, &q, &mut error); modop.elwise_add_mut(out.as_mut_slice(), &error); }); zero_encs }) .collect_vec() }; // main values let main_a = { let mut a = vec![0u64; ring_size]; RandomFillUniformInModulus::random_fill(&mut rng, &q, &mut a); a }; let main_m = { let mut main_m = vec![0u64; ring_size]; RandomFillUniformInModulus::random_fill(&mut rng, &q, &mut main_m); main_m }; let mut main_u = vec![0i64; ring_size]; fill_random_ternary_secret_with_hamming_weight(&mut main_u, ring_size >> 1, &mut rng); let u_main_poly = Vec::::try_convert_from(main_u.as_slice(), &q); let mut u_main_poly_eval = u_main_poly.clone(); nttop.forward(u_main_poly_eval.as_mut_slice()); // party 0 let (mut party0_ksk_u, mut rlwe_main_m_parta) = { // party 0's secret let sk = client_secrets[0].clone(); let sk_poly = Vec::::try_convert_from(sk.as_slice(), &q); let mut sk_poly_eval = sk_poly.clone(); nttop.forward(sk_poly_eval.as_mut_slice()); // `main_a*u + main_m` with ephemeral key u let mut rlwe_main_m = main_a.clone(); nttop.forward(&mut rlwe_main_m); modop.elwise_mul_mut(&mut rlwe_main_m, &u_main_poly_eval); nttop.backward(&mut rlwe_main_m); let mut error = vec![0u64; ring_size]; RandomFillGaussianInModulus::random_fill(&mut rng, &q, &mut error); modop.elwise_add_mut(&mut rlwe_main_m, &error); modop.elwise_add_mut(&mut rlwe_main_m, &main_m); // Generate KSK(u) let mut ksk_prng = DefaultSecureRng::new_seeded(ksk_seed); let mut ksk_u = vec![vec![0u64; ring_size]; 2 * decomposer.decomposition_count()]; let (ksk_u_a, ksk_u_b) = ksk_u.split_at_mut(decomposer.decomposition_count()); izip!(ksk_u_b.iter_mut(), ksk_u_a.iter_mut(), gadget_vec.iter()).for_each( |(row_b, row_a, beta_i)| { // sample a RandomFillUniformInModulus::random_fill(&mut ksk_prng, &q, row_a.as_mut()); // s_i * a let mut s_i_a = row_a.clone(); nttop.forward(&mut s_i_a); modop.elwise_mul_mut(&mut s_i_a, &sk_poly_eval); nttop.backward(&mut s_i_a); // \beta * u let mut beta_u = u_main_poly.clone(); modop.elwise_scalar_mul_mut(beta_u.as_mut_slice(), beta_i); // e RandomFillGaussianInModulus::random_fill(&mut rng, &q, row_b.as_mut_slice()); // e + \beta * u modop.elwise_add_mut(row_b.as_mut_slice(), &beta_u); // b = e + \beta * u + a * s_i modop.elwise_add_mut(row_b.as_mut_slice(), &s_i_a); }, ); // send ksk u from s_0 to s_{ideal} ksk_u_b.iter_mut().enumerate().for_each(|(index, out_b)| { // note: skip zero encryption of party 0 client_zero_encs.iter().skip(1).for_each(|encs| { modop.elwise_add_mut(out_b, &encs[index]); }); }); // // put ksk in fourier domain // ksk_u // .iter_mut() // .for_each(|r| nttop.forward(r.as_mut_slice())); (ksk_u, rlwe_main_m) }; // Check ksk_u is correct // { // let (ksk_a, ksk_b) = // party0_ksk_u.split_at_mut(decomposer.decomposition_count()); // izip!( // ksk_a.iter(), // ksk_b.iter(), // decomposer.gadget_vector().iter() // ) // .for_each(|(row_a, row_b, beta_i)| { // // a * s // let mut sa = row_a.clone(); // nttop.forward(&mut sa); // modop.elwise_mul_mut(&mut sa, &sk_poly_ideal_eval); // nttop.backward(&mut sa); // // b - a*s // let mut out = sa; // modop.elwise_neg_mut(&mut out); // modop.elwise_add_mut(&mut out, row_b); // // beta * u // let mut expected = u_main_poly.clone(); // modop.elwise_scalar_mul_mut(&mut expected, beta_i); // assert_eq!(expected, out); // }); // } // RLWE(0) = main_a * s + e = \sum main_a*s_i + e_i let rlwe_to_switch = { let mut sum = vec![0u64; ring_size]; client_secrets.iter().for_each(|sk| { let sk_poly = Vec::::try_convert_from(sk.as_slice(), &q); let mut sk_poly_eval = sk_poly.clone(); nttop.forward(sk_poly_eval.as_mut_slice()); // a * s let mut rlwe = main_a.clone(); nttop.forward(&mut rlwe); modop.elwise_mul_mut(rlwe.as_mut_slice(), &sk_poly_eval); nttop.backward(&mut rlwe); // a * s + e let mut error = vec![0u64; ring_size]; RandomFillGaussianInModulus::random_fill(&mut rng, &q, &mut error); modop.elwise_add_mut(&mut rlwe, &error); modop.elwise_add_mut(&mut sum, &rlwe); }); sum }; // { // let mut tmp = main_a.clone(); // nttop.forward(&mut tmp); // modop.elwise_mul_mut(&mut tmp, &sk_poly_ideal_eval); // nttop.backward(&mut tmp); // assert_eq!(&rlwe_to_switch, &tmp); // } // Key switch \sum decomp * KSK(i) let mut decomp_rlwe = vec![vec![0u64; ring_size]; decomposer.decomposition_count()]; rlwe_to_switch.iter().enumerate().for_each(|(ri, el)| { decomposer .decompose_iter(el) .enumerate() .for_each(|(j, d_el)| { decomp_rlwe[j][ri] = d_el; }); }); // put ksk_u and decomp in fourier domain decomp_rlwe .iter_mut() .for_each(|r| nttop.forward(r.as_mut_slice())); party0_ksk_u .iter_mut() .for_each(|r| nttop.forward(r.as_mut_slice())); let (ksk_u_a, ksk_u_b) = party0_ksk_u.split_at(decomposer.decomposition_count()); let mut rlwe_main_m_partb_eval = vec![vec![0u64; ring_size]; 2]; izip!(decomp_rlwe.iter(), ksk_u_a.iter(), ksk_u_b.iter()).for_each(|(o, a, b)| { // A part // rlwe[0] += o*a izip!(rlwe_main_m_partb_eval[0].iter_mut(), o.iter(), a.iter()).for_each( |(r, o, a)| { *r = modop.add(r, &modop.mul(o, a)); }, ); // B part // rlwe[1] += o*b izip!(rlwe_main_m_partb_eval[1].iter_mut(), o.iter(), b.iter()).for_each( |(r, o, b)| { *r = modop.add(r, &modop.mul(o, b)); }, ); }); // construct RLWE_{s_{ideal}}(-sm) nttop.forward(rlwe_main_m_parta.as_mut_slice()); modop.elwise_add_mut(&mut rlwe_main_m_partb_eval[0], &rlwe_main_m_parta); let rlwe_main_m_eval = rlwe_main_m_partb_eval; // decrypt RLWE_{s_{ideal}}(m) and check let mut neg_s_m_main_out = rlwe_main_m_eval[0].clone(); modop.elwise_mul_mut(&mut neg_s_m_main_out, &sk_poly_ideal_eval); modop.elwise_neg_mut(&mut neg_s_m_main_out); modop.elwise_add_mut(&mut neg_s_m_main_out, &rlwe_main_m_eval[1]); nttop.backward(&mut neg_s_m_main_out); let mut neg_s_main_m = main_m.clone(); nttop.forward(&mut neg_s_main_m); modop.elwise_mul_mut(&mut neg_s_main_m, &sk_poly_ideal_eval); modop.elwise_neg_mut(&mut neg_s_main_m); nttop.backward(&mut neg_s_main_m); let mut diff = neg_s_m_main_out.clone(); modop.elwise_sub_mut(&mut diff, &neg_s_main_m); let mut stat = Stats::new(); stat.add_more(&Vec::::try_convert_from(&diff, &q)); println!("Log2 Std: {}", stat.std_dev().abs().log2()); } }