poulpy/core/src/glwe/tests/trace.rs
core/src/glwe/tests/trace.rsRaw
1use std::collections::HashMap;
2
3use backend::hal::{
4 api::{
5 ScratchOwnedAlloc, ScratchOwnedBorrow, VecZnxAddScalarInplace, VecZnxAutomorphism, VecZnxBigAutomorphismInplace,
6 VecZnxBigSubSmallBInplace, VecZnxCopy, VecZnxEncodeVeci64, VecZnxFillUniform, VecZnxNormalizeInplace,
7 VecZnxRotateInplace, VecZnxRshInplace, VecZnxStd, VecZnxSubABInplace, VecZnxSwithcDegree, ZnxView, ZnxViewMut,
8 },
9 layouts::{Backend, Module, ScratchOwned},
10 oep::{
11 ScratchAvailableImpl, ScratchOwnedAllocImpl, ScratchOwnedBorrowImpl, TakeScalarZnxImpl, TakeSvpPPolImpl,
12 TakeVecZnxBigImpl, TakeVecZnxDftImpl, TakeVecZnxImpl,
13 },
14};
15use sampling::source::Source;
16
17use crate::{
18 AutomorphismKey, AutomorphismKeyExec, GGLWEExecLayoutFamily, GLWECiphertext, GLWEDecryptFamily, GLWEKeyswitchFamily,
19 GLWEPlaintext, GLWESecret, GLWESecretExec, GLWESecretFamily, GLWESwitchingKeyEncryptSkFamily, Infos,
20 noise::var_noise_gglwe_product,
21};
22
23pub(crate) trait TraceTestModuleFamily<B: Backend> = GLWESecretFamily<B>
24 + GLWESwitchingKeyEncryptSkFamily<B>
25 + GLWEKeyswitchFamily<B>
26 + GLWEDecryptFamily<B>
27 + GGLWEExecLayoutFamily<B>
28 + VecZnxStd
29 + VecZnxSwithcDegree
30 + VecZnxAddScalarInplace
31 + VecZnxEncodeVeci64
32 + VecZnxRotateInplace
33 + VecZnxBigSubSmallBInplace<B>
34 + VecZnxBigAutomorphismInplace<B>
35 + VecZnxCopy
36 + VecZnxAutomorphism
37 + VecZnxRshInplace;
38
39pub(crate) trait TraceTestScratchFamily<B: Backend> = TakeVecZnxDftImpl<B>
40 + TakeVecZnxBigImpl<B>
41 + TakeSvpPPolImpl<B>
42 + ScratchOwnedAllocImpl<B>
43 + ScratchOwnedBorrowImpl<B>
44 + ScratchAvailableImpl<B>
45 + TakeScalarZnxImpl<B>
46 + TakeVecZnxImpl<B>;
47
48pub(crate) fn test_trace_inplace<B: Backend>(module: &Module<B>, basek: usize, k: usize, sigma: f64, rank: usize)
49where
50 Module<B>: TraceTestModuleFamily<B>,
51 B: TraceTestScratchFamily<B>,
52{
53 let n: usize = module.n();
54 let k_autokey: usize = k + basek;
55
56 let digits: usize = 1;
57 let rows: usize = k.div_ceil(basek * digits);
58
59 let mut ct: GLWECiphertext<Vec<u8>> = GLWECiphertext::alloc(n, basek, k, rank);
60 let mut pt_want: GLWEPlaintext<Vec<u8>> = GLWEPlaintext::alloc(n, basek, k);
61 let mut pt_have: GLWEPlaintext<Vec<u8>> = GLWEPlaintext::alloc(n, basek, k);
62
63 let mut source_xs: Source = Source::new([0u8; 32]);
64 let mut source_xe: Source = Source::new([0u8; 32]);
65 let mut source_xa: Source = Source::new([0u8; 32]);
66
67 let mut scratch: ScratchOwned<B> = ScratchOwned::alloc(
68 GLWECiphertext::encrypt_sk_scratch_space(module, n, basek, ct.k())
69 | GLWECiphertext::decrypt_scratch_space(module, n, basek, ct.k())
70 | AutomorphismKey::encrypt_sk_scratch_space(module, n, basek, k_autokey, rank)
71 | GLWECiphertext::trace_inplace_scratch_space(module, n, basek, ct.k(), k_autokey, digits, rank),
72 );
73
74 let mut sk: GLWESecret<Vec<u8>> = GLWESecret::alloc(n, rank);
75 sk.fill_ternary_prob(0.5, &mut source_xs);
76 let sk_dft: GLWESecretExec<Vec<u8>, B> = GLWESecretExec::from(module, &sk);
77
78 let mut data_want: Vec<i64> = vec![0i64; n];
79
80 data_want
81 .iter_mut()
82 .for_each(|x| *x = source_xa.next_i64() & 0xFF);
83
84 module.vec_znx_fill_uniform(basek, &mut pt_have.data, 0, k, &mut source_xa);
85
86 ct.encrypt_sk(
87 module,
88 &pt_have,
89 &sk_dft,
90 &mut source_xa,
91 &mut source_xe,
92 sigma,
93 scratch.borrow(),
94 );
95
96 let mut auto_keys: HashMap<i64, AutomorphismKeyExec<Vec<u8>, B>> = HashMap::new();
97 let gal_els: Vec<i64> = GLWECiphertext::trace_galois_elements(module);
98 let mut tmp: AutomorphismKey<Vec<u8>> = AutomorphismKey::alloc(n, basek, k_autokey, rows, digits, rank);
99 gal_els.iter().for_each(|gal_el| {
100 tmp.encrypt_sk(
101 module,
102 *gal_el,
103 &sk,
104 &mut source_xa,
105 &mut source_xe,
106 sigma,
107 scratch.borrow(),
108 );
109 let atk_exec: AutomorphismKeyExec<Vec<u8>, B> = AutomorphismKeyExec::from(module, &tmp, scratch.borrow());
110 auto_keys.insert(*gal_el, atk_exec);
111 });
112
113 ct.trace_inplace(module, 0, 5, &auto_keys, scratch.borrow());
114 ct.trace_inplace(module, 5, module.log_n(), &auto_keys, scratch.borrow());
115
116 (0..pt_want.size()).for_each(|i| pt_want.data.at_mut(0, i)[0] = pt_have.data.at(0, i)[0]);
117
118 ct.decrypt(module, &mut pt_have, &sk_dft, scratch.borrow());
119
120 module.vec_znx_sub_ab_inplace(&mut pt_want.data, 0, &pt_have.data, 0);
121 module.vec_znx_normalize_inplace(basek, &mut pt_want.data, 0, scratch.borrow());
122
123 let noise_have: f64 = module.vec_znx_std(basek, &pt_want.data, 0).log2();
124
125 let mut noise_want: f64 = var_noise_gglwe_product(
126 n as f64,
127 basek,
128 0.5,
129 0.5,
130 1.0 / 12.0,
131 sigma * sigma,
132 0.0,
133 rank as f64,
134 k,
135 k_autokey,
136 );
137 noise_want += sigma * sigma * (-2.0 * (k) as f64).exp2();
138 noise_want += n as f64 * 1.0 / 12.0 * 0.5 * rank as f64 * (-2.0 * (k) as f64).exp2();
139 noise_want = noise_want.sqrt().log2();
140
141 assert!(
142 (noise_have - noise_want).abs() < 1.0,
143 "{} > {}",
144 noise_have,
145 noise_want
146 );
147}