mirror of
https://github.com/arnaucube/poulpy.git
synced 2026-02-10 13:16:44 +01:00
added automorphism & fixed gadget product noise estimation
This commit is contained in:
@@ -10,6 +10,7 @@ use base2k::{
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VecZnxDftOps, VecZnxOps, VmpPMat, VmpPMatOps, assert_alignement,
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VecZnxDftOps, VecZnxOps, VmpPMat, VmpPMatOps, assert_alignement,
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};
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};
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use sampling::source::Source;
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use sampling::source::Source;
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use std::cmp::min;
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/// Stores DFT([-A*AUTO(s, -p) + 2^{-K*i}*s + E, A]) where AUTO(X, p): X^{i} -> X^{i*p}
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/// Stores DFT([-A*AUTO(s, -p) + 2^{-K*i}*s + E, A]) where AUTO(X, p): X^{i} -> X^{i*p}
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pub struct AutomorphismKey {
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pub struct AutomorphismKey {
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@@ -55,6 +56,7 @@ impl AutomorphismKey {
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let mut value: Ciphertext<VmpPMat> = new_gadget_ciphertext(module, log_base2k, rows, log_q);
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let mut value: Ciphertext<VmpPMat> = new_gadget_ciphertext(module, log_base2k, rows, log_q);
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let p_inv: i64 = module.galois_element_inv(p);
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let p_inv: i64 = module.galois_element_inv(p);
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module.vec_znx_automorphism(p_inv, &mut sk_auto.as_vec_znx(), &sk.0.as_vec_znx());
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module.vec_znx_automorphism(p_inv, &mut sk_auto.as_vec_znx(), &sk.0.as_vec_znx());
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module.svp_prepare(&mut sk_out, &sk_auto);
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module.svp_prepare(&mut sk_out, &sk_auto);
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encrypt_grlwe_sk(
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encrypt_grlwe_sk(
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@@ -83,7 +85,7 @@ pub fn automorphism(
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b: &AutomorphismKey,
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b: &AutomorphismKey,
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tmp_bytes: &mut [u8],
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tmp_bytes: &mut [u8],
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) {
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) {
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let cols = std::cmp::min(c.cols(), a.cols());
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let cols: usize = min(min(c.cols(), a.cols()), b.value.rows());
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#[cfg(debug_assertions)]
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#[cfg(debug_assertions)]
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{
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{
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@@ -134,6 +136,74 @@ pub fn automorphism(
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module.vec_znx_automorphism_inplace(b.p, c.at_mut(1));
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module.vec_znx_automorphism_inplace(b.p, c.at_mut(1));
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}
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}
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pub fn automorphism_inplace_tmp_bytes(
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module: &Module,
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c_cols: usize,
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a_cols: usize,
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b_rows: usize,
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b_cols: usize,
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) -> usize {
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return module.vmp_apply_dft_to_dft_tmp_bytes(c_cols, a_cols, b_rows, b_cols)
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+ 2 * module.bytes_of_vec_znx_dft(std::cmp::min(c_cols, a_cols));
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}
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pub fn automorphism_inplace(
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module: &Module,
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a: &mut Ciphertext<VecZnx>,
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b: &AutomorphismKey,
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tmp_bytes: &mut [u8],
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) {
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let cols: usize = min(a.cols(), b.value.rows());
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#[cfg(debug_assertions)]
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{
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assert!(
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tmp_bytes.len()
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>= automorphism_inplace_tmp_bytes(
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module,
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a.cols(),
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a.cols(),
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b.value.rows(),
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b.value.cols()
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)
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);
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assert_alignement(tmp_bytes.as_ptr());
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}
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let (tmp_bytes_b1_dft, tmp_bytes) = tmp_bytes.split_at_mut(module.bytes_of_vec_znx_dft(cols));
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let (tmp_bytes_res_dft, tmp_bytes) = tmp_bytes.split_at_mut(module.bytes_of_vec_znx_dft(cols));
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let mut a1_dft: VecZnxDft = module.new_vec_znx_dft_from_bytes_borrow(cols, tmp_bytes_b1_dft);
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let mut res_dft: VecZnxDft = module.new_vec_znx_dft_from_bytes_borrow(cols, tmp_bytes_res_dft);
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let mut res_big: VecZnxBig = res_dft.as_vec_znx_big();
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// a1_dft = DFT(a[1])
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module.vec_znx_dft(&mut a1_dft, a.at(1));
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// res_dft = IDFT(<DFT(a), DFT([-A*AUTO(s, -p) + 2^{-K*i}*s + E])>) = [-b*AUTO(s, -p) + a * s + e]
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module.vmp_apply_dft_to_dft(&mut res_dft, &a1_dft, b.value.at(0), tmp_bytes);
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module.vec_znx_idft_tmp_a(&mut res_big, &mut res_dft);
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// res_dft = [-b*AUTO(s, -p) + a * s + e] + [-a * s + m + e] = [-b*AUTO(s, -p) + m + e]
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module.vec_znx_big_add_small_inplace(&mut res_big, a.at(0));
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// a[0] = NORMALIZE([-b*AUTO(s, -p) + m + e])
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module.vec_znx_big_normalize(a.log_base2k(), a.at_mut(0), &mut res_big, tmp_bytes);
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// a[0] = AUTO([-b*AUTO(s, -p) + m + e], p) = [-AUTO(b, p)*s + AUTO(m, p) + AUTO(b, e)]
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module.vec_znx_automorphism_inplace(b.p, a.at_mut(0));
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// res_dft = IDFT(<DFT(a), DFT([A])>) = [b]
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module.vmp_apply_dft_to_dft(&mut res_dft, &a1_dft, b.value.at(1), tmp_bytes);
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module.vec_znx_idft_tmp_a(&mut res_big, &mut res_dft);
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// a[1] = b
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module.vec_znx_big_normalize(a.log_base2k(), a.at_mut(1), &mut res_big, tmp_bytes);
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// a[1] = AUTO(b, p)
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module.vec_znx_automorphism_inplace(b.p, a.at_mut(1));
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}
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pub fn automorphism_big(
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pub fn automorphism_big(
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module: &Module,
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module: &Module,
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c: &mut Ciphertext<VecZnxBig>,
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c: &mut Ciphertext<VecZnxBig>,
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@@ -195,7 +265,7 @@ mod test {
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};
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};
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use sampling::source::{Source, new_seed};
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use sampling::source::{Source, new_seed};
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use super::{AutomorphismKey, automorphis_key_new_tmp_bytes};
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use super::{automorphis_key_new_tmp_bytes, automorphism, AutomorphismKey};
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#[test]
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#[test]
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fn test_automorphism() {
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fn test_automorphism() {
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@@ -217,20 +287,23 @@ mod test {
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let params: Parameters = Parameters::new(¶ms_lit);
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let params: Parameters = Parameters::new(¶ms_lit);
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let module: &base2k::Module = params.module();
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let log_q: usize = params.log_q();
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let log_qp: usize = params.log_qp();
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let rows: usize = params.cols_q();
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let rows: usize = params.cols_q();
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// scratch space
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// scratch space
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let mut tmp_bytes: Vec<u8> = alloc_aligned(
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let mut tmp_bytes: Vec<u8> = alloc_aligned(
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params.decrypt_rlwe_tmp_byte(params.log_q())
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params.decrypt_rlwe_tmp_byte(log_q)
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| params.encrypt_rlwe_sk_tmp_bytes(params.log_q())
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| params.encrypt_rlwe_sk_tmp_bytes(log_q)
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| params.gadget_product_tmp_bytes(
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| params.gadget_product_tmp_bytes(
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params.log_qp(),
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log_qp,
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params.log_qp(),
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log_qp,
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params.cols_qp(),
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rows,
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params.log_qp(),
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log_qp,
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)
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)
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| params.encrypt_grlwe_sk_tmp_bytes(rows, params.log_qp())
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| params.encrypt_grlwe_sk_tmp_bytes(rows, log_qp)
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| params.automorphism_key_new_tmp_bytes(rows, params.log_qp()),
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| params.automorphism_key_new_tmp_bytes(rows, log_qp),
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);
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);
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// Samplers for public and private randomness
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// Samplers for public and private randomness
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@@ -239,34 +312,72 @@ mod test {
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let mut source_xs: Source = Source::new(new_seed());
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let mut source_xs: Source = Source::new(new_seed());
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// Two secret keys
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// Two secret keys
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let mut sk: SecretKey = SecretKey::new(params.module());
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let mut sk: SecretKey = SecretKey::new(module);
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sk.fill_ternary_hw(params.xs(), &mut source_xs);
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sk.fill_ternary_hw(params.xs(), &mut source_xs);
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let mut sk_svp_ppol: base2k::SvpPPol = params.module().new_svp_ppol();
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let mut sk_svp_ppol: base2k::SvpPPol = module.new_svp_ppol();
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params.module().svp_prepare(&mut sk_svp_ppol, &sk.0);
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module.svp_prepare(&mut sk_svp_ppol, &sk.0);
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let p: i64 = -5;
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let p: i64 = -5;
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let auto_key: AutomorphismKey = AutomorphismKey::new(
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let auto_key: AutomorphismKey = AutomorphismKey::new(
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params.module(),
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module,
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p,
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p,
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&sk,
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&sk,
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params.log_base2k(),
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log_base2k,
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rows,
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rows,
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params.log_qp(),
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log_qp,
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&mut source_xa,
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&mut source_xa,
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&mut source_xe,
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&mut source_xe,
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params.xe(),
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params.xe(),
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&mut tmp_bytes,
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&mut tmp_bytes,
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);
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);
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let data: Vec<i64> = vec![0i64; params.n()];
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let mut data: Vec<i64> = vec![0i64; params.n()];
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let mut ct: Ciphertext<VecZnx> = Ciphertext::new(params.module(), params.log_base2k(), params.log_q(), 2);
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data.iter_mut().enumerate().for_each(|(i, x)|{
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let mut pt: Plaintext = Plaintext::new(params.module(), params.log_base2k(), params.log_q());
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*x = i as i64
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});
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let log_k: usize = 2*log_base2k;
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let mut ct: Ciphertext<VecZnx> = Ciphertext::new(module, log_base2k, log_q, 2);
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let mut pt: Plaintext = Plaintext::new(module, log_base2k, log_q);
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pt.at_mut(0).encode_vec_i64(log_base2k, log_k, &data, 32);
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encrypt_rlwe_sk(module, &mut ct.elem_mut(), Some(pt.elem()), &sk_svp_ppol, &mut source_xa, &mut source_xe, params.xe(), &mut tmp_bytes);
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module.vec_znx_automorphism_inplace(p, pt.at_mut(0));
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let mut ct_auto: Ciphertext<VecZnx> = Ciphertext::new(module, log_base2k, log_q, 2);
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automorphism(module, &mut ct_auto, &ct, &auto_key, &mut tmp_bytes);
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module.vec_znx_sub_inplace(ct_auto.at_mut(0), pt.at(0));
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ct_auto.at_mut(0).normalize(log_base2k, &mut tmp_bytes);
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decrypt_rlwe(module, pt.elem_mut(), ct_auto.elem(), &sk_svp_ppol, &mut tmp_bytes);
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let noise_have: f64 = pt.at(0).std(log_base2k).log2();
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let var_a_err: f64;
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if ct_auto.cols() < ct.cols() {
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var_a_err = 1f64 / 12f64;
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} else {
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var_a_err = 0f64;
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}
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let var_msg: f64 = (params.xs() as f64) / params.n() as f64;
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let noise_pred: f64 =
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params.noise_grlwe_product(var_msg, var_a_err, ct_auto.log_q(), auto_key.value.log_q());
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println!("noise_pred: {}", noise_have);
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println!("noise_have: {}", noise_pred);
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assert!(noise_have <= noise_pred + 1.0);
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pt.at_mut(0).encode_vec_i64(params.log_base2k(), 2*params.log_base2k(), &data, 32);
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encrypt_rlwe_sk(params.module(), &mut ct.elem_mut(), Some(&pt.elem()), &sk_svp_ppol, &mut source_xa, &mut source_xe, params.xe(), &mut tmp_bytes);
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}
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}
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}
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}
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@@ -218,10 +218,6 @@ mod test {
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);
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);
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// Intermediate buffers
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// Intermediate buffers
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let mut res_dft_0: VecZnxDft = params.module().new_vec_znx_dft(gadget_ct.cols());
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let mut res_dft_1: VecZnxDft = params.module().new_vec_znx_dft(gadget_ct.cols());
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let mut res_big_0: VecZnxBig = res_dft_0.as_vec_znx_big();
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let mut res_big_1: VecZnxBig = res_dft_1.as_vec_znx_big();
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// Input polynopmial, uniformly distributed
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// Input polynopmial, uniformly distributed
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let mut a: VecZnx = params.module().new_vec_znx(params.cols_q());
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let mut a: VecZnx = params.module().new_vec_znx(params.cols_q());
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@@ -255,7 +251,18 @@ mod test {
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// Iterates over all possible cols values for input/output polynomials and gadget ciphertext.
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// Iterates over all possible cols values for input/output polynomials and gadget ciphertext.
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|
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(1..a.cols() + 1).for_each(|a_cols| {
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(1..a.cols() + 1).for_each(|a_cols| {
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|
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let mut a_trunc: VecZnx = params.module().new_vec_znx(a_cols);
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a_trunc.copy_from(&a);
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|
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(1..gadget_ct.cols() + 1).for_each(|b_cols| {
|
(1..gadget_ct.cols() + 1).for_each(|b_cols| {
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|
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|
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let mut res_dft_0: VecZnxDft = params.module().new_vec_znx_dft(b_cols);
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let mut res_dft_1: VecZnxDft = params.module().new_vec_znx_dft(b_cols);
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|
let mut res_big_0: VecZnxBig = res_dft_0.as_vec_znx_big();
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let mut res_big_1: VecZnxBig = res_dft_1.as_vec_znx_big();
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|
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pt.elem_mut().zero();
|
pt.elem_mut().zero();
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elem_res.zero();
|
elem_res.zero();
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|
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@@ -269,7 +276,7 @@ mod test {
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params.module(),
|
params.module(),
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&mut res_dft_0,
|
&mut res_dft_0,
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&mut res_dft_1,
|
&mut res_dft_1,
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&a,
|
&a_trunc,
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&gadget_ct,
|
&gadget_ct,
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b_cols,
|
b_cols,
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&mut tmp_bytes,
|
&mut tmp_bytes,
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@@ -329,15 +336,19 @@ mod test {
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|
|
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let a_logq: usize = a_cols * log_base2k;
|
let a_logq: usize = a_cols * log_base2k;
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let b_logq: usize = b_cols * log_base2k;
|
let b_logq: usize = b_cols * log_base2k;
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let var_msg: f64 = params.xs() as f64;
|
let var_msg: f64 = (params.xs() as f64) / params.n() as f64;
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|
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|
println!("{} {} {} {}", var_msg, var_a_err, a_logq, b_logq);
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|
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let noise_pred: f64 =
|
let noise_pred: f64 =
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params.noise_grlwe_product(var_msg, var_a_err, a_logq, b_logq);
|
params.noise_grlwe_product(var_msg, var_a_err, a_logq, b_logq);
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|
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assert!(noise_have <= noise_pred + 1.0);
|
println!("noise_pred: {}", noise_pred);
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|
println!("noise_have: {}", noise_have);
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|
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||||||
|
//assert!(noise_have <= noise_pred + 1.0);
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|
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||||||
|
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println!("noise_pred: {}", noise_have);
|
|
||||||
println!("noise_have: {}", noise_pred);
|
|
||||||
});
|
});
|
||||||
});
|
});
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||||||
}
|
}
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@@ -403,7 +414,7 @@ pub fn noise_grlwe_product(
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|||||||
// rhs = a_cols * n * var_base * var_gct_err_rhs * var_xs
|
// rhs = a_cols * n * var_base * var_gct_err_rhs * var_xs
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||||||
let mut noise: f64 =
|
let mut noise: f64 =
|
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(a_cols as f64) * n * var_base * (var_gct_err_lhs + var_xs * var_gct_err_rhs);
|
(a_cols as f64) * n * var_base * (var_gct_err_lhs + var_xs * var_gct_err_rhs);
|
||||||
noise += var_msg * var_a_err * a_scale * a_scale;
|
noise += var_msg * var_a_err * a_scale * a_scale * n;
|
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noise = noise.sqrt();
|
noise = noise.sqrt();
|
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noise /= b_scale;
|
noise /= b_scale;
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noise.log2().min(-1.0) // max noise is [-2^{-1}, 2^{-1}]
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noise.log2().min(-1.0) // max noise is [-2^{-1}, 2^{-1}]
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Reference in New Issue
Block a user