poulpy/core/src/glwe/tests/trace.rs
core/src/glwe/tests/trace.rsRaw
1use std::collections::HashMap;
2
3use backend::hal::{
4 api::{
5 MatZnxAlloc, ScalarZnxAlloc, ScalarZnxAllocBytes, ScratchOwnedAlloc, ScratchOwnedBorrow, VecZnxAddScalarInplace,
6 VecZnxAlloc, VecZnxAllocBytes, VecZnxAutomorphism, VecZnxBigAutomorphismInplace, VecZnxBigSubSmallBInplace, VecZnxCopy,
7 VecZnxEncodeVeci64, VecZnxFillUniform, VecZnxNormalizeInplace, VecZnxRotateInplace, VecZnxRshInplace, VecZnxStd,
8 VecZnxSubABInplace, VecZnxSwithcDegree, ZnxView, ZnxViewMut,
9 },
10 layouts::{Backend, Module, ScratchOwned},
11 oep::{
12 ScratchAvailableImpl, ScratchOwnedAllocImpl, ScratchOwnedBorrowImpl, TakeScalarZnxImpl, TakeSvpPPolImpl,
13 TakeVecZnxBigImpl, TakeVecZnxDftImpl, TakeVecZnxImpl,
14 },
15};
16use sampling::source::Source;
17
18use crate::{
19 AutomorphismKey, AutomorphismKeyExec, GGLWEExecLayoutFamily, GLWECiphertext, GLWEDecryptFamily, GLWEKeyswitchFamily,
20 GLWEPlaintext, GLWESecret, GLWESecretExec, GLWESecretFamily, GLWESwitchingKeyEncryptSkFamily, Infos,
21 noise::var_noise_gglwe_product,
22};
23
24pub(crate) trait TraceTestModuleFamily<B: Backend> = GLWESecretFamily<B>
25 + GLWESwitchingKeyEncryptSkFamily<B>
26 + GLWEKeyswitchFamily<B>
27 + GLWEDecryptFamily<B>
28 + GGLWEExecLayoutFamily<B>
29 + MatZnxAlloc
30 + VecZnxAlloc
31 + ScalarZnxAlloc
32 + ScalarZnxAllocBytes
33 + VecZnxAllocBytes
34 + VecZnxStd
35 + VecZnxSwithcDegree
36 + VecZnxAddScalarInplace
37 + VecZnxEncodeVeci64
38 + VecZnxRotateInplace
39 + VecZnxBigSubSmallBInplace<B>
40 + VecZnxBigAutomorphismInplace<B>
41 + VecZnxCopy
42 + VecZnxAutomorphism
43 + VecZnxRshInplace;
44
45pub(crate) trait TraceTestScratchFamily<B: Backend> = TakeVecZnxDftImpl<B>
46 + TakeVecZnxBigImpl<B>
47 + TakeSvpPPolImpl<B>
48 + ScratchOwnedAllocImpl<B>
49 + ScratchOwnedBorrowImpl<B>
50 + ScratchAvailableImpl<B>
51 + TakeScalarZnxImpl<B>
52 + TakeVecZnxImpl<B>;
53
54pub(crate) fn test_trace_inplace<B: Backend>(module: &Module<B>, basek: usize, k: usize, sigma: f64, rank: usize)
55where
56 Module<B>: TraceTestModuleFamily<B>,
57 B: TraceTestScratchFamily<B>,
58{
59 let k_autokey: usize = k + basek;
60
61 let digits: usize = 1;
62 let rows: usize = k.div_ceil(basek * digits);
63
64 let mut ct: GLWECiphertext<Vec<u8>> = GLWECiphertext::alloc(module, basek, k, rank);
65 let mut pt_want: GLWEPlaintext<Vec<u8>> = GLWEPlaintext::alloc(module, basek, k);
66 let mut pt_have: GLWEPlaintext<Vec<u8>> = GLWEPlaintext::alloc(module, basek, k);
67
68 let mut source_xs: Source = Source::new([0u8; 32]);
69 let mut source_xe: Source = Source::new([0u8; 32]);
70 let mut source_xa: Source = Source::new([0u8; 32]);
71
72 let mut scratch: ScratchOwned<B> = ScratchOwned::alloc(
73 GLWECiphertext::encrypt_sk_scratch_space(module, basek, ct.k())
74 | GLWECiphertext::decrypt_scratch_space(module, basek, ct.k())
75 | AutomorphismKey::encrypt_sk_scratch_space(module, basek, k_autokey, rank)
76 | GLWECiphertext::trace_inplace_scratch_space(module, basek, ct.k(), k_autokey, digits, rank),
77 );
78
79 let mut sk: GLWESecret<Vec<u8>> = GLWESecret::alloc(module, rank);
80 sk.fill_ternary_prob(0.5, &mut source_xs);
81 let sk_dft: GLWESecretExec<Vec<u8>, B> = GLWESecretExec::from(module, &sk);
82
83 let mut data_want: Vec<i64> = vec![0i64; module.n()];
84
85 data_want
86 .iter_mut()
87 .for_each(|x| *x = source_xa.next_i64() & 0xFF);
88
89 module.vec_znx_fill_uniform(basek, &mut pt_have.data, 0, k, &mut source_xa);
90
91 ct.encrypt_sk(
92 module,
93 &pt_have,
94 &sk_dft,
95 &mut source_xa,
96 &mut source_xe,
97 sigma,
98 scratch.borrow(),
99 );
100
101 let mut auto_keys: HashMap<i64, AutomorphismKeyExec<Vec<u8>, B>> = HashMap::new();
102 let gal_els: Vec<i64> = GLWECiphertext::trace_galois_elements(module);
103 let mut tmp: AutomorphismKey<Vec<u8>> = AutomorphismKey::alloc(module, basek, k_autokey, rows, digits, rank);
104 gal_els.iter().for_each(|gal_el| {
105 tmp.encrypt_sk(
106 module,
107 *gal_el,
108 &sk,
109 &mut source_xa,
110 &mut source_xe,
111 sigma,
112 scratch.borrow(),
113 );
114 let atk_exec: AutomorphismKeyExec<Vec<u8>, B> = AutomorphismKeyExec::from(module, &tmp, scratch.borrow());
115 auto_keys.insert(*gal_el, atk_exec);
116 });
117
118 ct.trace_inplace(module, 0, 5, &auto_keys, scratch.borrow());
119 ct.trace_inplace(module, 5, module.log_n(), &auto_keys, scratch.borrow());
120
121 (0..pt_want.size()).for_each(|i| pt_want.data.at_mut(0, i)[0] = pt_have.data.at(0, i)[0]);
122
123 ct.decrypt(module, &mut pt_have, &sk_dft, scratch.borrow());
124
125 module.vec_znx_sub_ab_inplace(&mut pt_want.data, 0, &pt_have.data, 0);
126 module.vec_znx_normalize_inplace(basek, &mut pt_want.data, 0, scratch.borrow());
127
128 let noise_have: f64 = module.vec_znx_std(basek, &pt_want.data, 0).log2();
129
130 let mut noise_want: f64 = var_noise_gglwe_product(
131 module.n() as f64,
132 basek,
133 0.5,
134 0.5,
135 1.0 / 12.0,
136 sigma * sigma,
137 0.0,
138 rank as f64,
139 k,
140 k_autokey,
141 );
142 noise_want += sigma * sigma * (-2.0 * (k) as f64).exp2();
143 noise_want += module.n() as f64 * 1.0 / 12.0 * 0.5 * rank as f64 * (-2.0 * (k) as f64).exp2();
144 noise_want = noise_want.sqrt().log2();
145
146 assert!(
147 (noise_have - noise_want).abs() < 1.0,
148 "{} > {}",
149 noise_have,
150 noise_want
151 );
152}