poulpy/core/src/glwe/test_fft64/trace.rs
core/src/glwe/test_fft64/trace.rsRaw
1use std::collections::HashMap;
2
3use backend::{
4 hal::{
5 api::{
6 MatZnxAlloc, ModuleNew, ScalarZnxAlloc, ScalarZnxAllocBytes, ScalarZnxAutomorphism, ScratchOwnedAlloc,
7 ScratchOwnedBorrow, VecZnxAddScalarInplace, VecZnxAlloc, VecZnxAllocBytes, VecZnxBigAutomorphismInplace,
8 VecZnxBigSubSmallBInplace, VecZnxCopy, VecZnxEncodeVeci64, VecZnxFillUniform, VecZnxNormalizeInplace,
9 VecZnxRotateInplace, VecZnxRshInplace, VecZnxStd, VecZnxSubABInplace, VecZnxSwithcDegree, ZnxView, ZnxViewMut,
10 },
11 layouts::{Backend, Module, ScratchOwned},
12 oep::{
13 ScratchAvailableImpl, ScratchOwnedAllocImpl, ScratchOwnedBorrowImpl, TakeScalarZnxImpl, TakeSvpPPolImpl,
14 TakeVecZnxBigImpl, TakeVecZnxDftImpl, TakeVecZnxImpl,
15 },
16 },
17 implementation::cpu_spqlios::FFT64,
18};
19use sampling::source::Source;
20
21use crate::{
22 AutomorphismKey, AutomorphismKeyExec, GGLWEExecLayoutFamily, GLWECiphertext, GLWEDecryptFamily, GLWEKeyswitchFamily,
23 GLWEPlaintext, GLWESecret, GLWESecretExec, GLWESecretFamily, GLWESwitchingKeyEncryptSkFamily, Infos,
24 noise::var_noise_gglwe_product,
25};
26
27#[test]
28fn apply_inplace() {
29 let log_n: usize = 8;
30 let module: Module<FFT64> = Module::<FFT64>::new(1 << log_n);
31 (1..4).for_each(|rank| {
32 println!("test trace_inplace rank: {}", rank);
33 test_trace_inplace(&module, 8, 54, 3.2, rank);
34 });
35}
36
37pub(crate) trait TraceTestModuleFamily<B: Backend> = GLWESecretFamily<B>
38 + GLWESwitchingKeyEncryptSkFamily<B>
39 + GLWEKeyswitchFamily<B>
40 + GLWEDecryptFamily<B>
41 + GGLWEExecLayoutFamily<B>
42 + MatZnxAlloc
43 + VecZnxAlloc
44 + ScalarZnxAlloc
45 + ScalarZnxAllocBytes
46 + VecZnxAllocBytes
47 + VecZnxStd
48 + VecZnxSwithcDegree
49 + VecZnxAddScalarInplace
50 + VecZnxEncodeVeci64
51 + ScalarZnxAutomorphism
52 + VecZnxRotateInplace
53 + VecZnxBigSubSmallBInplace<B>
54 + VecZnxBigAutomorphismInplace<B>
55 + VecZnxCopy
56 + VecZnxRshInplace;
57
58pub(crate) trait TraceTestScratchFamily<B: Backend> = TakeVecZnxDftImpl<B>
59 + TakeVecZnxBigImpl<B>
60 + TakeSvpPPolImpl<B>
61 + ScratchOwnedAllocImpl<B>
62 + ScratchOwnedBorrowImpl<B>
63 + ScratchAvailableImpl<B>
64 + TakeScalarZnxImpl<B>
65 + TakeVecZnxImpl<B>;
66
67fn test_trace_inplace<B: Backend>(module: &Module<B>, basek: usize, k: usize, sigma: f64, rank: usize)
68where
69 Module<B>: TraceTestModuleFamily<B>,
70 B: TraceTestScratchFamily<B>,
71{
72 let k_autokey: usize = k + basek;
73
74 let digits: usize = 1;
75 let rows: usize = k.div_ceil(basek * digits);
76
77 let mut ct: GLWECiphertext<Vec<u8>> = GLWECiphertext::alloc(module, basek, k, rank);
78 let mut pt_want: GLWEPlaintext<Vec<u8>> = GLWEPlaintext::alloc(module, basek, k);
79 let mut pt_have: GLWEPlaintext<Vec<u8>> = GLWEPlaintext::alloc(module, basek, k);
80
81 let mut source_xs: Source = Source::new([0u8; 32]);
82 let mut source_xe: Source = Source::new([0u8; 32]);
83 let mut source_xa: Source = Source::new([0u8; 32]);
84
85 let mut scratch: ScratchOwned<B> = ScratchOwned::alloc(
86 GLWECiphertext::encrypt_sk_scratch_space(module, basek, ct.k())
87 | GLWECiphertext::decrypt_scratch_space(module, basek, ct.k())
88 | AutomorphismKey::encrypt_sk_scratch_space(module, basek, k_autokey, rank)
89 | GLWECiphertext::trace_inplace_scratch_space(module, basek, ct.k(), k_autokey, digits, rank),
90 );
91
92 let mut sk: GLWESecret<Vec<u8>> = GLWESecret::alloc(module, rank);
93 sk.fill_ternary_prob(0.5, &mut source_xs);
94 let sk_dft: GLWESecretExec<Vec<u8>, B> = GLWESecretExec::from(module, &sk);
95
96 let mut data_want: Vec<i64> = vec![0i64; module.n()];
97
98 data_want
99 .iter_mut()
100 .for_each(|x| *x = source_xa.next_i64() & 0xFF);
101
102 module.vec_znx_fill_uniform(basek, &mut pt_have.data, 0, k, &mut source_xa);
103
104 ct.encrypt_sk(
105 module,
106 &pt_have,
107 &sk_dft,
108 &mut source_xa,
109 &mut source_xe,
110 sigma,
111 scratch.borrow(),
112 );
113
114 let mut auto_keys: HashMap<i64, AutomorphismKeyExec<Vec<u8>, B>> = HashMap::new();
115 let gal_els: Vec<i64> = GLWECiphertext::trace_galois_elements(module);
116 let mut tmp: AutomorphismKey<Vec<u8>> = AutomorphismKey::alloc(module, basek, k_autokey, rows, digits, rank);
117 gal_els.iter().for_each(|gal_el| {
118 tmp.encrypt_sk(
119 module,
120 *gal_el,
121 &sk,
122 &mut source_xa,
123 &mut source_xe,
124 sigma,
125 scratch.borrow(),
126 );
127 let atk_exec: AutomorphismKeyExec<Vec<u8>, B> = AutomorphismKeyExec::from(module, &tmp, scratch.borrow());
128 auto_keys.insert(*gal_el, atk_exec);
129 });
130
131 ct.trace_inplace(module, 0, 5, &auto_keys, scratch.borrow());
132 ct.trace_inplace(module, 5, module.log_n(), &auto_keys, scratch.borrow());
133
134 (0..pt_want.size()).for_each(|i| pt_want.data.at_mut(0, i)[0] = pt_have.data.at(0, i)[0]);
135
136 ct.decrypt(module, &mut pt_have, &sk_dft, scratch.borrow());
137
138 module.vec_znx_sub_ab_inplace(&mut pt_want.data, 0, &pt_have.data, 0);
139 module.vec_znx_normalize_inplace(basek, &mut pt_want.data, 0, scratch.borrow());
140
141 let noise_have: f64 = module.vec_znx_std(basek, &pt_want.data, 0).log2();
142
143 let mut noise_want: f64 = var_noise_gglwe_product(
144 module.n() as f64,
145 basek,
146 0.5,
147 0.5,
148 1.0 / 12.0,
149 sigma * sigma,
150 0.0,
151 rank as f64,
152 k,
153 k_autokey,
154 );
155 noise_want += sigma * sigma * (-2.0 * (k) as f64).exp2();
156 noise_want += module.n() as f64 * 1.0 / 12.0 * 0.5 * rank as f64 * (-2.0 * (k) as f64).exp2();
157 noise_want = noise_want.sqrt().log2();
158
159 assert!(
160 (noise_have - noise_want).abs() < 1.0,
161 "{} > {}",
162 noise_have,
163 noise_want
164 );
165}