arnaucube
arnaucube/poulpyPublic Self-hosted repository
poulpy/poulpy-core/src/tests/generics/trace.rs
poulpy-core/src/tests/generics/trace.rsRaw
  1use std::collections::HashMap;
  2
  3use poulpy_hal::{
  4    api::{
  5        DFT, IDFTConsume, ScratchOwnedAlloc, ScratchOwnedBorrow, SvpApplyInplace, SvpPPolAlloc, SvpPPolAllocBytes, SvpPrepare,
  6        VecZnxAddInplace, VecZnxAddNormal, VecZnxAddScalarInplace, VecZnxAutomorphism, VecZnxBigAddInplace,
  7        VecZnxBigAddSmallInplace, VecZnxBigAllocBytes, VecZnxBigAutomorphismInplace, VecZnxBigNormalize,
  8        VecZnxBigNormalizeTmpBytes, VecZnxBigSubSmallBInplace, VecZnxCopy, VecZnxDftAllocBytes, VecZnxFillUniform,
  9        VecZnxNormalize, VecZnxNormalizeInplace, VecZnxNormalizeTmpBytes, VecZnxRotateInplace, VecZnxRshInplace, VecZnxSub,
 10        VecZnxSubABInplace, VecZnxSwithcDegree, VmpApply, VmpApplyAdd, VmpApplyTmpBytes, VmpPMatAlloc, VmpPrepare,
 11    },
 12    layouts::{Backend, Module, ScratchOwned, ZnxView, ZnxViewMut},
 13    oep::{
 14        ScratchAvailableImpl, ScratchOwnedAllocImpl, ScratchOwnedBorrowImpl, TakeScalarZnxImpl, TakeSvpPPolImpl,
 15        TakeVecZnxBigImpl, TakeVecZnxDftImpl, TakeVecZnxImpl,
 16    },
 17    source::Source,
 18};
 19
 20use crate::{
 21    encryption::SIGMA,
 22    layouts::{
 23        GGLWEAutomorphismKey, GLWECiphertext, GLWEPlaintext, GLWESecret, Infos,
 24        prepared::{GGLWEAutomorphismKeyPrepared, GLWESecretPrepared, PrepareAlloc},
 25    },
 26    noise::var_noise_gglwe_product,
 27};
 28
 29pub fn test_glwe_trace_inplace<B>(module: &Module<B>, basek: usize, k: usize, rank: usize)
 30where
 31    Module<B>: VecZnxDftAllocBytes
 32        + VecZnxAutomorphism
 33        + VecZnxBigAutomorphismInplace<B>
 34        + VecZnxBigSubSmallBInplace<B>
 35        + VecZnxRshInplace
 36        + VecZnxRotateInplace
 37        + VecZnxBigNormalize<B>
 38        + DFT<B>
 39        + SvpApplyInplace<B>
 40        + IDFTConsume<B>
 41        + VecZnxFillUniform
 42        + VecZnxSubABInplace
 43        + VecZnxAddInplace
 44        + VecZnxNormalizeInplace<B>
 45        + VecZnxAddNormal
 46        + VecZnxNormalize<B>
 47        + VecZnxSub
 48        + SvpPrepare<B>
 49        + SvpPPolAllocBytes
 50        + SvpPPolAlloc<B>
 51        + VecZnxBigAllocBytes
 52        + VecZnxBigAddInplace<B>
 53        + VecZnxBigAddSmallInplace<B>
 54        + VecZnxNormalizeTmpBytes
 55        + VecZnxAddScalarInplace
 56        + VmpPMatAlloc<B>
 57        + VmpPrepare<B>
 58        + VmpApplyTmpBytes
 59        + VmpApply<B>
 60        + VmpApplyAdd<B>
 61        + VecZnxBigNormalizeTmpBytes
 62        + VecZnxSwithcDegree
 63        + VecZnxCopy,
 64    B: Backend
 65        + TakeVecZnxDftImpl<B>
 66        + TakeVecZnxBigImpl<B>
 67        + TakeSvpPPolImpl<B>
 68        + ScratchOwnedAllocImpl<B>
 69        + ScratchOwnedBorrowImpl<B>
 70        + ScratchAvailableImpl<B>
 71        + TakeScalarZnxImpl<B>
 72        + TakeVecZnxImpl<B>,
 73{
 74    let n: usize = module.n();
 75    let k_autokey: usize = k + basek;
 76
 77    let digits: usize = 1;
 78    let rows: usize = k.div_ceil(basek * digits);
 79
 80    let mut ct: GLWECiphertext<Vec<u8>> = GLWECiphertext::alloc(n, basek, k, rank);
 81    let mut pt_want: GLWEPlaintext<Vec<u8>> = GLWEPlaintext::alloc(n, basek, k);
 82    let mut pt_have: GLWEPlaintext<Vec<u8>> = GLWEPlaintext::alloc(n, basek, k);
 83
 84    let mut source_xs: Source = Source::new([0u8; 32]);
 85    let mut source_xe: Source = Source::new([0u8; 32]);
 86    let mut source_xa: Source = Source::new([0u8; 32]);
 87
 88    let mut scratch: ScratchOwned<B> = ScratchOwned::alloc(
 89        GLWECiphertext::encrypt_sk_scratch_space(module, basek, ct.k())
 90            | GLWECiphertext::decrypt_scratch_space(module, basek, ct.k())
 91            | GGLWEAutomorphismKey::encrypt_sk_scratch_space(module, basek, k_autokey, rank)
 92            | GLWECiphertext::trace_inplace_scratch_space(module, basek, ct.k(), k_autokey, digits, rank),
 93    );
 94
 95    let mut sk: GLWESecret<Vec<u8>> = GLWESecret::alloc(n, rank);
 96    sk.fill_ternary_prob(0.5, &mut source_xs);
 97    let sk_dft: GLWESecretPrepared<Vec<u8>, B> = sk.prepare_alloc(module, scratch.borrow());
 98
 99    let mut data_want: Vec<i64> = vec![0i64; n];
100
101    data_want
102        .iter_mut()
103        .for_each(|x| *x = source_xa.next_i64() & 0xFF);
104
105    module.vec_znx_fill_uniform(basek, &mut pt_have.data, 0, k, &mut source_xa);
106
107    ct.encrypt_sk(
108        module,
109        &pt_have,
110        &sk_dft,
111        &mut source_xa,
112        &mut source_xe,
113        scratch.borrow(),
114    );
115
116    let mut auto_keys: HashMap<i64, GGLWEAutomorphismKeyPrepared<Vec<u8>, B>> = HashMap::new();
117    let gal_els: Vec<i64> = GLWECiphertext::trace_galois_elements(module);
118    let mut tmp: GGLWEAutomorphismKey<Vec<u8>> = GGLWEAutomorphismKey::alloc(n, basek, k_autokey, rows, digits, rank);
119    gal_els.iter().for_each(|gal_el| {
120        tmp.encrypt_sk(
121            module,
122            *gal_el,
123            &sk,
124            &mut source_xa,
125            &mut source_xe,
126            scratch.borrow(),
127        );
128        let atk_prepared: GGLWEAutomorphismKeyPrepared<Vec<u8>, B> = tmp.prepare_alloc(module, scratch.borrow());
129        auto_keys.insert(*gal_el, atk_prepared);
130    });
131
132    ct.trace_inplace(module, 0, 5, &auto_keys, scratch.borrow());
133    ct.trace_inplace(module, 5, module.log_n(), &auto_keys, scratch.borrow());
134
135    (0..pt_want.size()).for_each(|i| pt_want.data.at_mut(0, i)[0] = pt_have.data.at(0, i)[0]);
136
137    ct.decrypt(module, &mut pt_have, &sk_dft, scratch.borrow());
138
139    module.vec_znx_sub_ab_inplace(&mut pt_want.data, 0, &pt_have.data, 0);
140    module.vec_znx_normalize_inplace(basek, &mut pt_want.data, 0, scratch.borrow());
141
142    let noise_have: f64 = pt_want.std().log2();
143
144    let mut noise_want: f64 = var_noise_gglwe_product(
145        n as f64,
146        basek,
147        0.5,
148        0.5,
149        1.0 / 12.0,
150        SIGMA * SIGMA,
151        0.0,
152        rank as f64,
153        k,
154        k_autokey,
155    );
156    noise_want += SIGMA * SIGMA * (-2.0 * (k) as f64).exp2();
157    noise_want += n as f64 * 1.0 / 12.0 * 0.5 * rank as f64 * (-2.0 * (k) as f64).exp2();
158    noise_want = noise_want.sqrt().log2();
159
160    assert!(
161        (noise_have - noise_want).abs() < 1.0,
162        "{} > {}",
163        noise_have,
164        noise_want
165    );
166}