poulpy/core/src/tests/generics/packing.rs
core/src/tests/generics/packing.rsRaw
1use std::collections::HashMap;
2
3use backend::hal::{
4 api::{
5 ScratchOwnedAlloc, ScratchOwnedBorrow, VecZnxAddScalarInplace, VecZnxAutomorphism, VecZnxBigSubSmallBInplace,
6 VecZnxEncodeVeci64, VecZnxRotateInplace, VecZnxStd, VecZnxSwithcDegree, VmpPMatAlloc, VmpPMatPrepare,
7 },
8 layouts::{Backend, Module, ScratchOwned},
9 oep::{
10 ScratchAvailableImpl, ScratchOwnedAllocImpl, ScratchOwnedBorrowImpl, TakeScalarZnxImpl, TakeSvpPPolImpl,
11 TakeVecZnxBigImpl, TakeVecZnxDftImpl, TakeVecZnxImpl,
12 },
13};
14use sampling::source::Source;
15
16use crate::{
17 GLWEOperations, GLWEPacker,
18 layouts::{
19 GGLWEAutomorphismKey, GLWECiphertext, GLWEPlaintext, GLWESecret,
20 prepared::{GGLWEAutomorphismKeyExec, GLWESecretExec},
21 },
22 trait_families::{GLWEDecryptFamily, GLWEKeyswitchFamily, GLWEPackingFamily},
23};
24
25use crate::trait_families::{GGLWESwitchingKeyEncryptSkFamily, GLWESecretExecModuleFamily};
26
27pub trait PackingTestModuleFamily<B: Backend> = GLWEPackingFamily<B>
28 + GLWESecretExecModuleFamily<B>
29 + GGLWESwitchingKeyEncryptSkFamily<B>
30 + GLWEKeyswitchFamily<B>
31 + GLWEDecryptFamily<B>
32 + VecZnxStd
33 + VecZnxSwithcDegree
34 + VecZnxAddScalarInplace
35 + VecZnxEncodeVeci64
36 + VecZnxRotateInplace
37 + VecZnxAutomorphism
38 + VecZnxBigSubSmallBInplace<B>
39 + VmpPMatAlloc<B>
40 + VmpPMatPrepare<B>;
41
42pub trait PackingTestScratchFamily<B: Backend> = TakeVecZnxDftImpl<B>
43 + TakeVecZnxBigImpl<B>
44 + TakeSvpPPolImpl<B>
45 + ScratchOwnedAllocImpl<B>
46 + ScratchOwnedBorrowImpl<B>
47 + ScratchAvailableImpl<B>
48 + TakeScalarZnxImpl<B>
49 + TakeVecZnxImpl<B>;
50
51pub fn test_glwe_packing<B: Backend>(module: &Module<B>)
52where
53 Module<B>: PackingTestModuleFamily<B>,
54 B: PackingTestScratchFamily<B>,
55{
56 let mut source_xs: Source = Source::new([0u8; 32]);
57 let mut source_xe: Source = Source::new([0u8; 32]);
58 let mut source_xa: Source = Source::new([0u8; 32]);
59
60 let n: usize = module.n();
61 let basek: usize = 18;
62 let k_ct: usize = 36;
63 let pt_k: usize = 18;
64 let rank: usize = 3;
65 let sigma: f64 = 3.2;
66 let digits: usize = 1;
67 let k_ksk: usize = k_ct + basek * digits;
68
69 let rows: usize = k_ct.div_ceil(basek * digits);
70
71 let mut scratch: ScratchOwned<B> = ScratchOwned::alloc(
72 GLWECiphertext::encrypt_sk_scratch_space(module, n, basek, k_ct)
73 | GGLWEAutomorphismKey::encrypt_sk_scratch_space(module, n, basek, k_ksk, rank)
74 | GLWEPacker::scratch_space(module, n, basek, k_ct, k_ksk, digits, rank),
75 );
76
77 let mut sk: GLWESecret<Vec<u8>> = GLWESecret::alloc(n, rank);
78 sk.fill_ternary_prob(0.5, &mut source_xs);
79 let sk_dft: GLWESecretExec<Vec<u8>, B> = GLWESecretExec::from(module, &sk);
80
81 let mut pt: GLWEPlaintext<Vec<u8>> = GLWEPlaintext::alloc(n, basek, k_ct);
82 let mut data: Vec<i64> = vec![0i64; n];
83 data.iter_mut().enumerate().for_each(|(i, x)| {
84 *x = i as i64;
85 });
86
87 module.encode_vec_i64(basek, &mut pt.data, 0, pt_k, &data, 32);
88
89 let gal_els: Vec<i64> = GLWEPacker::galois_elements(module);
90
91 let mut auto_keys: HashMap<i64, GGLWEAutomorphismKeyExec<Vec<u8>, B>> = HashMap::new();
92 let mut tmp: GGLWEAutomorphismKey<Vec<u8>> = GGLWEAutomorphismKey::alloc(n, basek, k_ksk, rows, digits, rank);
93 gal_els.iter().for_each(|gal_el| {
94 tmp.encrypt_sk(
95 module,
96 *gal_el,
97 &sk,
98 &mut source_xa,
99 &mut source_xe,
100 sigma,
101 scratch.borrow(),
102 );
103 let atk_exec: GGLWEAutomorphismKeyExec<Vec<u8>, B> = GGLWEAutomorphismKeyExec::from(module, &tmp, scratch.borrow());
104 auto_keys.insert(*gal_el, atk_exec);
105 });
106
107 let log_batch: usize = 0;
108
109 let mut packer: GLWEPacker = GLWEPacker::new(n, log_batch, basek, k_ct, rank);
110
111 let mut ct: GLWECiphertext<Vec<u8>> = GLWECiphertext::alloc(n, basek, k_ct, rank);
112
113 ct.encrypt_sk(
114 module,
115 &pt,
116 &sk_dft,
117 &mut source_xa,
118 &mut source_xe,
119 sigma,
120 scratch.borrow(),
121 );
122
123 let log_n: usize = module.log_n();
124
125 (0..n >> log_batch).for_each(|i| {
126 ct.encrypt_sk(
127 module,
128 &pt,
129 &sk_dft,
130 &mut source_xa,
131 &mut source_xe,
132 sigma,
133 scratch.borrow(),
134 );
135
136 pt.rotate_inplace(module, -(1 << log_batch)); // X^-batch * pt
137
138 if reverse_bits_msb(i, log_n as u32) % 5 == 0 {
139 packer.add(module, Some(&ct), &auto_keys, scratch.borrow());
140 } else {
141 packer.add(
142 module,
143 None::<&GLWECiphertext<Vec<u8>>>,
144 &auto_keys,
145 scratch.borrow(),
146 )
147 }
148 });
149
150 let mut res = GLWECiphertext::alloc(n, basek, k_ct, rank);
151 packer.flush(module, &mut res);
152
153 let mut pt_want: GLWEPlaintext<Vec<u8>> = GLWEPlaintext::alloc(n, basek, k_ct);
154 let mut data: Vec<i64> = vec![0i64; n];
155 data.iter_mut().enumerate().for_each(|(i, x)| {
156 if i % 5 == 0 {
157 *x = reverse_bits_msb(i, log_n as u32) as i64;
158 }
159 });
160
161 module.encode_vec_i64(basek, &mut pt_want.data, 0, pt_k, &data, 32);
162
163 res.decrypt(module, &mut pt, &sk_dft, scratch.borrow());
164
165 pt.sub_inplace_ab(module, &pt_want);
166
167 let noise_have: f64 = module.vec_znx_std(basek, &pt.data, 0).log2();
168 // println!("noise_have: {}", noise_have);
169 assert!(
170 noise_have < -((k_ct - basek) as f64),
171 "noise: {}",
172 noise_have
173 );
174}
175
176#[inline(always)]
177fn reverse_bits_msb(x: usize, n: u32) -> usize {
178 x.reverse_bits() >> (usize::BITS - n)
179}