#[cfg(test)] mod tests { use base2k::{FFT64, FillUniform, Module, ScalarZnx, ScalarZnxAlloc, ScratchOwned, Stats, VecZnxOps}; use sampling::source::Source; use crate::{ elem::Infos, grlwe::GRLWECt, keys::{SecretKey, SecretKeyDft}, rlwe::{RLWECt, RLWECtDft, RLWEPt}, test_fft64::grlwe::noise_grlwe_rlwe_product, }; #[test] fn encrypt_sk() { let module: Module = Module::::new(2048); let log_base2k: usize = 8; let log_k_ct: usize = 54; let rows: usize = 4; let sigma: f64 = 3.2; let bound: f64 = sigma * 6.0; let mut ct: GRLWECt, FFT64> = GRLWECt::new(&module, log_base2k, log_k_ct, rows); let mut pt: RLWEPt> = RLWEPt::new(&module, log_base2k, log_k_ct); let mut pt_scalar: ScalarZnx> = module.new_scalar_znx(1); let mut source_xs: Source = Source::new([0u8; 32]); let mut source_xe: Source = Source::new([0u8; 32]); let mut source_xa: Source = Source::new([0u8; 32]); pt_scalar.fill_ternary_hw(0, module.n(), &mut source_xs); let mut scratch: ScratchOwned = ScratchOwned::new( GRLWECt::encrypt_sk_scratch_space(&module, ct.size()) | RLWECtDft::decrypt_scratch_space(&module, ct.size()), ); let mut sk: SecretKey> = SecretKey::new(&module); sk.fill_ternary_prob(0.5, &mut source_xs); let mut sk_dft: SecretKeyDft, FFT64> = SecretKeyDft::new(&module); sk_dft.dft(&module, &sk); ct.encrypt_sk( &module, &pt_scalar, &sk_dft, &mut source_xa, &mut source_xe, sigma, bound, scratch.borrow(), ); let mut ct_rlwe_dft: RLWECtDft, FFT64> = RLWECtDft::new(&module, log_base2k, log_k_ct); (0..ct.rows()).for_each(|row_i| { ct.get_row(&module, row_i, &mut ct_rlwe_dft); ct_rlwe_dft.decrypt(&module, &mut pt, &sk_dft, scratch.borrow()); module.vec_znx_sub_scalar_inplace(&mut pt, 0, row_i, &pt_scalar, 0); let std_pt: f64 = pt.data.std(0, log_base2k) * (log_k_ct as f64).exp2(); assert!((sigma - std_pt).abs() <= 0.2, "{} {}", sigma, std_pt); }); module.free(); } #[test] fn mul_rlwe() { let module: Module = Module::::new(2048); let log_base2k: usize = 12; let log_k_grlwe: usize = 60; let log_k_rlwe_in: usize = 45; let log_k_rlwe_out: usize = 60; let rows: usize = (log_k_rlwe_in + log_base2k - 1) / log_base2k; let sigma: f64 = 3.2; let bound: f64 = sigma * 6.0; let mut ct_grlwe: GRLWECt, FFT64> = GRLWECt::new(&module, log_base2k, log_k_grlwe, rows); let mut ct_rlwe_in: RLWECt> = RLWECt::new(&module, log_base2k, log_k_rlwe_in); let mut ct_rlwe_out: RLWECt> = RLWECt::new(&module, log_base2k, log_k_rlwe_out); let mut pt_want: RLWEPt> = RLWEPt::new(&module, log_base2k, log_k_rlwe_in); let mut pt_have: RLWEPt> = RLWEPt::new(&module, log_base2k, log_k_rlwe_out); let mut source_xs: Source = Source::new([0u8; 32]); let mut source_xe: Source = Source::new([0u8; 32]); let mut source_xa: Source = Source::new([0u8; 32]); // Random input plaintext pt_want .data .fill_uniform(log_base2k, 0, pt_want.size(), &mut source_xa); let mut scratch: ScratchOwned = ScratchOwned::new( GRLWECt::encrypt_sk_scratch_space(&module, ct_grlwe.size()) | RLWECt::decrypt_scratch_space(&module, ct_rlwe_out.size()) | RLWECt::encrypt_sk_scratch_space(&module, ct_rlwe_in.size()) | GRLWECt::mul_rlwe_scratch_space( &module, ct_rlwe_out.size(), ct_rlwe_in.size(), ct_grlwe.size(), ), ); let mut sk0: SecretKey> = SecretKey::new(&module); sk0.fill_ternary_prob(0.5, &mut source_xs); let mut sk0_dft: SecretKeyDft, FFT64> = SecretKeyDft::new(&module); sk0_dft.dft(&module, &sk0); let mut sk1: SecretKey> = SecretKey::new(&module); sk1.fill_ternary_prob(0.5, &mut source_xs); let mut sk1_dft: SecretKeyDft, FFT64> = SecretKeyDft::new(&module); sk1_dft.dft(&module, &sk1); ct_grlwe.encrypt_sk( &module, &sk0.data, &sk1_dft, &mut source_xa, &mut source_xe, sigma, bound, scratch.borrow(), ); ct_rlwe_in.encrypt_sk( &module, Some(&pt_want), &sk0_dft, &mut source_xa, &mut source_xe, sigma, bound, scratch.borrow(), ); ct_grlwe.mul_rlwe(&module, &mut ct_rlwe_out, &ct_rlwe_in, scratch.borrow()); ct_rlwe_out.decrypt(&module, &mut pt_have, &sk1_dft, scratch.borrow()); module.vec_znx_sub_ab_inplace(&mut pt_have, 0, &pt_want, 0); let noise_have: f64 = pt_have.data.std(0, log_base2k).log2(); let noise_want: f64 = noise_grlwe_rlwe_product( module.n() as f64, log_base2k, 0.5, 0.5, 0f64, sigma * sigma, 0f64, log_k_rlwe_in, log_k_grlwe, ); assert!( (noise_have - noise_want).abs() <= 0.1, "{} {}", noise_have, noise_want ); module.free(); } #[test] fn mul_rlwe_inplace() { let module: Module = Module::::new(2048); let log_base2k: usize = 12; let log_k_grlwe: usize = 60; let log_k_rlwe: usize = 45; let rows: usize = (log_k_rlwe + log_base2k - 1) / log_base2k; let sigma: f64 = 3.2; let bound: f64 = sigma * 6.0; let mut ct_grlwe: GRLWECt, FFT64> = GRLWECt::new(&module, log_base2k, log_k_grlwe, rows); let mut ct_rlwe: RLWECt> = RLWECt::new(&module, log_base2k, log_k_rlwe); let mut pt_want: RLWEPt> = RLWEPt::new(&module, log_base2k, log_k_rlwe); let mut pt_have: RLWEPt> = RLWEPt::new(&module, log_base2k, log_k_rlwe); let mut source_xs: Source = Source::new([0u8; 32]); let mut source_xe: Source = Source::new([0u8; 32]); let mut source_xa: Source = Source::new([0u8; 32]); // Random input plaintext pt_want .data .fill_uniform(log_base2k, 0, pt_want.size(), &mut source_xa); let mut scratch: ScratchOwned = ScratchOwned::new( GRLWECt::encrypt_sk_scratch_space(&module, ct_grlwe.size()) | RLWECt::decrypt_scratch_space(&module, ct_rlwe.size()) | RLWECt::encrypt_sk_scratch_space(&module, ct_rlwe.size()) | GRLWECt::mul_rlwe_scratch_space(&module, ct_rlwe.size(), ct_rlwe.size(), ct_grlwe.size()), ); let mut sk0: SecretKey> = SecretKey::new(&module); sk0.fill_ternary_prob(0.5, &mut source_xs); let mut sk0_dft: SecretKeyDft, FFT64> = SecretKeyDft::new(&module); sk0_dft.dft(&module, &sk0); let mut sk1: SecretKey> = SecretKey::new(&module); sk1.fill_ternary_prob(0.5, &mut source_xs); let mut sk1_dft: SecretKeyDft, FFT64> = SecretKeyDft::new(&module); sk1_dft.dft(&module, &sk1); ct_grlwe.encrypt_sk( &module, &sk0.data, &sk1_dft, &mut source_xa, &mut source_xe, sigma, bound, scratch.borrow(), ); ct_rlwe.encrypt_sk( &module, Some(&pt_want), &sk0_dft, &mut source_xa, &mut source_xe, sigma, bound, scratch.borrow(), ); ct_grlwe.mul_rlwe_inplace(&module, &mut ct_rlwe, scratch.borrow()); ct_rlwe.decrypt(&module, &mut pt_have, &sk1_dft, scratch.borrow()); module.vec_znx_sub_ab_inplace(&mut pt_have, 0, &pt_want, 0); let noise_have: f64 = pt_have.data.std(0, log_base2k).log2(); let noise_want: f64 = noise_grlwe_rlwe_product( module.n() as f64, log_base2k, 0.5, 0.5, 0f64, sigma * sigma, 0f64, log_k_rlwe, log_k_grlwe, ); assert!( (noise_have - noise_want).abs() <= 0.1, "{} {}", noise_have, noise_want ); module.free(); } #[test] fn mul_rlwe_dft() { let module: Module = Module::::new(2048); let log_base2k: usize = 12; let log_k_grlwe: usize = 60; let log_k_rlwe_in: usize = 45; let log_k_rlwe_out: usize = 60; let rows: usize = (log_k_rlwe_in + log_base2k - 1) / log_base2k; let sigma: f64 = 3.2; let bound: f64 = sigma * 6.0; let mut ct_grlwe: GRLWECt, FFT64> = GRLWECt::new(&module, log_base2k, log_k_grlwe, rows); let mut ct_rlwe_in: RLWECt> = RLWECt::new(&module, log_base2k, log_k_rlwe_in); let mut ct_rlwe_in_dft: RLWECtDft, FFT64> = RLWECtDft::new(&module, log_base2k, log_k_rlwe_in); let mut ct_rlwe_out: RLWECt> = RLWECt::new(&module, log_base2k, log_k_rlwe_out); let mut ct_rlwe_out_dft: RLWECtDft, FFT64> = RLWECtDft::new(&module, log_base2k, log_k_rlwe_out); let mut pt_want: RLWEPt> = RLWEPt::new(&module, log_base2k, log_k_rlwe_in); let mut pt_have: RLWEPt> = RLWEPt::new(&module, log_base2k, log_k_rlwe_out); let mut source_xs: Source = Source::new([0u8; 32]); let mut source_xe: Source = Source::new([0u8; 32]); let mut source_xa: Source = Source::new([0u8; 32]); // Random input plaintext pt_want .data .fill_uniform(log_base2k, 0, pt_want.size(), &mut source_xa); let mut scratch: ScratchOwned = ScratchOwned::new( GRLWECt::encrypt_sk_scratch_space(&module, ct_grlwe.size()) | RLWECt::decrypt_scratch_space(&module, ct_rlwe_out.size()) | RLWECt::encrypt_sk_scratch_space(&module, ct_rlwe_in.size()) | GRLWECt::mul_rlwe_scratch_space( &module, ct_rlwe_out.size(), ct_rlwe_in.size(), ct_grlwe.size(), ), ); let mut sk0: SecretKey> = SecretKey::new(&module); sk0.fill_ternary_prob(0.5, &mut source_xs); let mut sk0_dft: SecretKeyDft, FFT64> = SecretKeyDft::new(&module); sk0_dft.dft(&module, &sk0); let mut sk1: SecretKey> = SecretKey::new(&module); sk1.fill_ternary_prob(0.5, &mut source_xs); let mut sk1_dft: SecretKeyDft, FFT64> = SecretKeyDft::new(&module); sk1_dft.dft(&module, &sk1); ct_grlwe.encrypt_sk( &module, &sk0.data, &sk1_dft, &mut source_xa, &mut source_xe, sigma, bound, scratch.borrow(), ); ct_rlwe_in.encrypt_sk( &module, Some(&pt_want), &sk0_dft, &mut source_xa, &mut source_xe, sigma, bound, scratch.borrow(), ); ct_rlwe_in.dft(&module, &mut ct_rlwe_in_dft); ct_grlwe.mul_rlwe_dft( &module, &mut ct_rlwe_out_dft, &ct_rlwe_in_dft, scratch.borrow(), ); ct_rlwe_out_dft.idft(&module, &mut ct_rlwe_out, scratch.borrow()); ct_rlwe_out.decrypt(&module, &mut pt_have, &sk1_dft, scratch.borrow()); module.vec_znx_sub_ab_inplace(&mut pt_have, 0, &pt_want, 0); let noise_have: f64 = pt_have.data.std(0, log_base2k).log2(); let noise_want: f64 = noise_grlwe_rlwe_product( module.n() as f64, log_base2k, 0.5, 0.5, 0f64, sigma * sigma, 0f64, log_k_rlwe_in, log_k_grlwe, ); assert!( (noise_have - noise_want).abs() <= 0.1, "{} {}", noise_have, noise_want ); module.free(); } #[test] fn mul_rlwe_dft_inplace() { let module: Module = Module::::new(2048); let log_base2k: usize = 12; let log_k_grlwe: usize = 60; let log_k_rlwe: usize = 45; let rows: usize = (log_k_rlwe + log_base2k - 1) / log_base2k; let sigma: f64 = 3.2; let bound: f64 = sigma * 6.0; let mut ct_grlwe: GRLWECt, FFT64> = GRLWECt::new(&module, log_base2k, log_k_grlwe, rows); let mut ct_rlwe: RLWECt> = RLWECt::new(&module, log_base2k, log_k_rlwe); let mut ct_rlwe_dft: RLWECtDft, FFT64> = RLWECtDft::new(&module, log_base2k, log_k_rlwe); let mut pt_want: RLWEPt> = RLWEPt::new(&module, log_base2k, log_k_rlwe); let mut pt_have: RLWEPt> = RLWEPt::new(&module, log_base2k, log_k_rlwe); let mut source_xs: Source = Source::new([0u8; 32]); let mut source_xe: Source = Source::new([0u8; 32]); let mut source_xa: Source = Source::new([0u8; 32]); // Random input plaintext pt_want .data .fill_uniform(log_base2k, 0, pt_want.size(), &mut source_xa); let mut scratch: ScratchOwned = ScratchOwned::new( GRLWECt::encrypt_sk_scratch_space(&module, ct_grlwe.size()) | RLWECt::decrypt_scratch_space(&module, ct_rlwe.size()) | RLWECt::encrypt_sk_scratch_space(&module, ct_rlwe.size()) | GRLWECt::mul_rlwe_scratch_space(&module, ct_rlwe.size(), ct_rlwe.size(), ct_grlwe.size()), ); let mut sk0: SecretKey> = SecretKey::new(&module); sk0.fill_ternary_prob(0.5, &mut source_xs); let mut sk0_dft: SecretKeyDft, FFT64> = SecretKeyDft::new(&module); sk0_dft.dft(&module, &sk0); let mut sk1: SecretKey> = SecretKey::new(&module); sk1.fill_ternary_prob(0.5, &mut source_xs); let mut sk1_dft: SecretKeyDft, FFT64> = SecretKeyDft::new(&module); sk1_dft.dft(&module, &sk1); ct_grlwe.encrypt_sk( &module, &sk0.data, &sk1_dft, &mut source_xa, &mut source_xe, sigma, bound, scratch.borrow(), ); ct_rlwe.encrypt_sk( &module, Some(&pt_want), &sk0_dft, &mut source_xa, &mut source_xe, sigma, bound, scratch.borrow(), ); ct_rlwe.dft(&module, &mut ct_rlwe_dft); ct_grlwe.mul_rlwe_dft_inplace(&module, &mut ct_rlwe_dft, scratch.borrow()); ct_rlwe_dft.idft(&module, &mut ct_rlwe, scratch.borrow()); ct_rlwe.decrypt(&module, &mut pt_have, &sk1_dft, scratch.borrow()); module.vec_znx_sub_ab_inplace(&mut pt_have, 0, &pt_want, 0); let noise_have: f64 = pt_have.data.std(0, log_base2k).log2(); let noise_want: f64 = noise_grlwe_rlwe_product( module.n() as f64, log_base2k, 0.5, 0.5, 0f64, sigma * sigma, 0f64, log_k_rlwe, log_k_grlwe, ); assert!( (noise_have - noise_want).abs() <= 0.1, "{} {}", noise_have, noise_want ); module.free(); } #[test] fn mul_grlwe() { let module: Module = Module::::new(2048); let log_base2k: usize = 12; let log_k_grlwe: usize = 60; let rows: usize = (log_k_grlwe + log_base2k - 1) / log_base2k; let sigma: f64 = 3.2; let bound: f64 = sigma * 6.0; let mut ct_grlwe_s0s1: GRLWECt, FFT64> = GRLWECt::new(&module, log_base2k, log_k_grlwe, rows); let mut ct_grlwe_s1s2: GRLWECt, FFT64> = GRLWECt::new(&module, log_base2k, log_k_grlwe, rows); let mut ct_grlwe_s0s2: GRLWECt, FFT64> = GRLWECt::new(&module, log_base2k, log_k_grlwe, rows); let mut source_xs: Source = Source::new([0u8; 32]); let mut source_xe: Source = Source::new([0u8; 32]); let mut source_xa: Source = Source::new([0u8; 32]); let mut scratch: ScratchOwned = ScratchOwned::new( GRLWECt::encrypt_sk_scratch_space(&module, ct_grlwe_s0s1.size()) | RLWECtDft::decrypt_scratch_space(&module, ct_grlwe_s0s2.size()) | GRLWECt::mul_grlwe_scratch_space( &module, ct_grlwe_s0s2.size(), ct_grlwe_s0s1.size(), ct_grlwe_s1s2.size(), ), ); let mut sk0: SecretKey> = SecretKey::new(&module); sk0.fill_ternary_prob(0.5, &mut source_xs); let mut sk0_dft: SecretKeyDft, FFT64> = SecretKeyDft::new(&module); sk0_dft.dft(&module, &sk0); let mut sk1: SecretKey> = SecretKey::new(&module); sk1.fill_ternary_prob(0.5, &mut source_xs); let mut sk1_dft: SecretKeyDft, FFT64> = SecretKeyDft::new(&module); sk1_dft.dft(&module, &sk1); let mut sk2: SecretKey> = SecretKey::new(&module); sk2.fill_ternary_prob(0.5, &mut source_xs); let mut sk2_dft: SecretKeyDft, FFT64> = SecretKeyDft::new(&module); sk2_dft.dft(&module, &sk2); // GRLWE_{s1}(s0) = s0 -> s1 ct_grlwe_s0s1.encrypt_sk( &module, &sk0.data, &sk1_dft, &mut source_xa, &mut source_xe, sigma, bound, scratch.borrow(), ); // GRLWE_{s2}(s1) -> s1 -> s2 ct_grlwe_s1s2.encrypt_sk( &module, &sk1.data, &sk2_dft, &mut source_xa, &mut source_xe, sigma, bound, scratch.borrow(), ); // GRLWE_{s1}(s0) (x) GRLWE_{s2}(s1) = GRLWE_{s2}(s0) ct_grlwe_s1s2.mul_grlwe( &module, &mut ct_grlwe_s0s2, &ct_grlwe_s0s1, scratch.borrow(), ); let mut ct_rlwe_dft_s0s2: RLWECtDft, FFT64> = RLWECtDft::new(&module, log_base2k, log_k_grlwe); let mut pt: RLWEPt> = RLWEPt::new(&module, log_base2k, log_k_grlwe); (0..ct_grlwe_s0s2.rows()).for_each(|row_i| { ct_grlwe_s0s2.get_row(&module, row_i, &mut ct_rlwe_dft_s0s2); ct_rlwe_dft_s0s2.decrypt(&module, &mut pt, &sk2_dft, scratch.borrow()); module.vec_znx_sub_scalar_inplace(&mut pt, 0, row_i, &sk0, 0); let noise_have: f64 = pt.data.std(0, log_base2k).log2(); let noise_want: f64 = noise_grlwe_rlwe_product( module.n() as f64, log_base2k, 0.5, 0.5, 0f64, sigma * sigma, 0f64, log_k_grlwe, log_k_grlwe, ); assert!( (noise_have - noise_want).abs() <= 0.1, "{} {}", noise_have, noise_want ); }); module.free(); } #[test] fn mul_grlwe_inplace() { let module: Module = Module::::new(2048); let log_base2k: usize = 12; let log_k_grlwe: usize = 60; let rows: usize = (log_k_grlwe + log_base2k - 1) / log_base2k; let sigma: f64 = 3.2; let bound: f64 = sigma * 6.0; let mut ct_grlwe_s0s1: GRLWECt, FFT64> = GRLWECt::new(&module, log_base2k, log_k_grlwe, rows); let mut ct_grlwe_s1s2: GRLWECt, FFT64> = GRLWECt::new(&module, log_base2k, log_k_grlwe, rows); let mut source_xs: Source = Source::new([0u8; 32]); let mut source_xe: Source = Source::new([0u8; 32]); let mut source_xa: Source = Source::new([0u8; 32]); let mut scratch: ScratchOwned = ScratchOwned::new( GRLWECt::encrypt_sk_scratch_space(&module, ct_grlwe_s0s1.size()) | RLWECtDft::decrypt_scratch_space(&module, ct_grlwe_s0s1.size()) | GRLWECt::mul_grlwe_scratch_space( &module, ct_grlwe_s0s1.size(), ct_grlwe_s0s1.size(), ct_grlwe_s1s2.size(), ), ); let mut sk0: SecretKey> = SecretKey::new(&module); sk0.fill_ternary_prob(0.5, &mut source_xs); let mut sk0_dft: SecretKeyDft, FFT64> = SecretKeyDft::new(&module); sk0_dft.dft(&module, &sk0); let mut sk1: SecretKey> = SecretKey::new(&module); sk1.fill_ternary_prob(0.5, &mut source_xs); let mut sk1_dft: SecretKeyDft, FFT64> = SecretKeyDft::new(&module); sk1_dft.dft(&module, &sk1); let mut sk2: SecretKey> = SecretKey::new(&module); sk2.fill_ternary_prob(0.5, &mut source_xs); let mut sk2_dft: SecretKeyDft, FFT64> = SecretKeyDft::new(&module); sk2_dft.dft(&module, &sk2); // GRLWE_{s1}(s0) = s0 -> s1 ct_grlwe_s0s1.encrypt_sk( &module, &sk0.data, &sk1_dft, &mut source_xa, &mut source_xe, sigma, bound, scratch.borrow(), ); // GRLWE_{s2}(s1) -> s1 -> s2 ct_grlwe_s1s2.encrypt_sk( &module, &sk1.data, &sk2_dft, &mut source_xa, &mut source_xe, sigma, bound, scratch.borrow(), ); // GRLWE_{s1}(s0) (x) GRLWE_{s2}(s1) = GRLWE_{s2}(s0) ct_grlwe_s1s2.mul_grlwe_inplace(&module, &mut ct_grlwe_s0s1, scratch.borrow()); let ct_grlwe_s0s2: GRLWECt, FFT64> = ct_grlwe_s0s1; let mut ct_rlwe_dft_s0s2: RLWECtDft, FFT64> = RLWECtDft::new(&module, log_base2k, log_k_grlwe); let mut pt: RLWEPt> = RLWEPt::new(&module, log_base2k, log_k_grlwe); (0..ct_grlwe_s0s2.rows()).for_each(|row_i| { ct_grlwe_s0s2.get_row(&module, row_i, &mut ct_rlwe_dft_s0s2); ct_rlwe_dft_s0s2.decrypt(&module, &mut pt, &sk2_dft, scratch.borrow()); module.vec_znx_sub_scalar_inplace(&mut pt, 0, row_i, &sk0, 0); let noise_have: f64 = pt.data.std(0, log_base2k).log2(); let noise_want: f64 = noise_grlwe_rlwe_product( module.n() as f64, log_base2k, 0.5, 0.5, 0f64, sigma * sigma, 0f64, log_k_grlwe, log_k_grlwe, ); assert!( (noise_have - noise_want).abs() <= 0.1, "{} {}", noise_have, noise_want ); }); module.free(); } } #[allow(dead_code)] pub(crate) fn noise_grlwe_rlwe_product( n: f64, log_base2k: usize, var_xs: f64, var_msg: f64, var_a_err: f64, var_gct_err_lhs: f64, var_gct_err_rhs: f64, a_logq: usize, b_logq: usize, ) -> f64 { let a_logq: usize = a_logq.min(b_logq); let a_cols: usize = (a_logq + log_base2k - 1) / log_base2k; let b_scale = 2.0f64.powi(b_logq as i32); let a_scale: f64 = 2.0f64.powi((b_logq - a_logq) as i32); let base: f64 = (1 << (log_base2k)) as f64; let var_base: f64 = base * base / 12f64; // lhs = a_cols * n * (var_base * var_gct_err_lhs + var_e_a * var_msg * p^2) // rhs = a_cols * n * var_base * var_gct_err_rhs * var_xs let mut noise: f64 = (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 * n; noise = noise.sqrt(); noise /= b_scale; noise.log2().min(-1.0) // max noise is [-2^{-1}, 2^{-1}] }