poulpy/poulpy-backend/examples/rlwe_encrypt.rs
poulpy-backend/examples/rlwe_encrypt.rsRaw
1use itertools::izip;
2use poulpy_backend::{
3 hal::{
4 api::{
5 ModuleNew, ScratchOwnedAlloc, ScratchOwnedBorrow, SvpApplyInplace, SvpPPolAlloc, SvpPrepare, VecZnxAddNormal,
6 VecZnxBigAddSmallInplace, VecZnxBigAlloc, VecZnxBigNormalize, VecZnxBigNormalizeTmpBytes, VecZnxBigSubSmallBInplace,
7 VecZnxDftAlloc, VecZnxDftFromVecZnx, VecZnxDftToVecZnxBigTmpA, VecZnxFillUniform, VecZnxNormalizeInplace, ZnxInfos,
8 },
9 layouts::{Module, ScalarZnx, ScratchOwned, SvpPPol, VecZnx, VecZnxBig, VecZnxDft},
10 source::Source,
11 },
12 implementation::cpu_spqlios::FFT64,
13};
14
15fn main() {
16 let n: usize = 16;
17 let basek: usize = 18;
18 let ct_size: usize = 3;
19 let msg_size: usize = 2;
20 let log_scale: usize = msg_size * basek - 5;
21 let module: Module<FFT64> = Module::<FFT64>::new(n as u64);
22
23 let mut scratch: ScratchOwned<FFT64> = ScratchOwned::<FFT64>::alloc(module.vec_znx_big_normalize_tmp_bytes(n));
24
25 let seed: [u8; 32] = [0; 32];
26 let mut source: Source = Source::new(seed);
27
28 // s <- Z_{-1, 0, 1}[X]/(X^{N}+1)
29 let mut s: ScalarZnx<Vec<u8>> = ScalarZnx::alloc(module.n(), 1);
30 s.fill_ternary_prob(0, 0.5, &mut source);
31
32 // Buffer to store s in the DFT domain
33 let mut s_dft: SvpPPol<Vec<u8>, FFT64> = module.svp_ppol_alloc(n, s.cols());
34
35 // s_dft <- DFT(s)
36 module.svp_prepare(&mut s_dft, 0, &s, 0);
37
38 // Allocates a VecZnx with two columns: ct=(0, 0)
39 let mut ct: VecZnx<Vec<u8>> = VecZnx::alloc(
40 module.n(),
41 2, // Number of columns
42 ct_size, // Number of small poly per column
43 );
44
45 // Fill the second column with random values: ct = (0, a)
46 module.vec_znx_fill_uniform(basek, &mut ct, 1, ct_size * basek, &mut source);
47
48 let mut buf_dft: VecZnxDft<Vec<u8>, FFT64> = module.vec_znx_dft_alloc(n, 1, ct_size);
49
50 module.vec_znx_dft_from_vec_znx(1, 0, &mut buf_dft, 0, &ct, 1);
51
52 // Applies DFT(ct[1]) * DFT(s)
53 module.svp_apply_inplace(
54 &mut buf_dft, // DFT(ct[1] * s)
55 0, // Selects the first column of res
56 &s_dft, // DFT(s)
57 0, // Selects the first column of s_dft
58 );
59
60 // Alias scratch space (VecZnxDft<B> is always at least as big as VecZnxBig<B>)
61
62 // BIG(ct[1] * s) <- IDFT(DFT(ct[1] * s)) (not normalized)
63 let mut buf_big: VecZnxBig<Vec<u8>, FFT64> = module.vec_znx_big_alloc(n, 1, ct_size);
64 module.vec_znx_dft_to_vec_znx_big_tmp_a(&mut buf_big, 0, &mut buf_dft, 0);
65
66 // Creates a plaintext: VecZnx with 1 column
67 let mut m = VecZnx::alloc(
68 module.n(),
69 1, // Number of columns
70 msg_size, // Number of small polynomials
71 );
72 let mut want: Vec<i64> = vec![0; n];
73 want.iter_mut()
74 .for_each(|x| *x = source.next_u64n(16, 15) as i64);
75 m.encode_vec_i64(basek, 0, log_scale, &want, 4);
76 module.vec_znx_normalize_inplace(basek, &mut m, 0, scratch.borrow());
77
78 // m - BIG(ct[1] * s)
79 module.vec_znx_big_sub_small_b_inplace(
80 &mut buf_big,
81 0, // Selects the first column of the receiver
82 &m,
83 0, // Selects the first column of the message
84 );
85
86 // Normalizes back to VecZnx
87 // ct[0] <- m - BIG(c1 * s)
88 module.vec_znx_big_normalize(
89 basek,
90 &mut ct,
91 0, // Selects the first column of ct (ct[0])
92 &buf_big,
93 0, // Selects the first column of buf_big
94 scratch.borrow(),
95 );
96
97 // Add noise to ct[0]
98 // ct[0] <- ct[0] + e
99 module.vec_znx_add_normal(
100 basek,
101 &mut ct,
102 0, // Selects the first column of ct (ct[0])
103 basek * ct_size, // Scaling of the noise: 2^{-basek * limbs}
104 &mut source,
105 3.2, // Standard deviation
106 3.2 * 6.0, // Truncatation bound
107 );
108
109 // Final ciphertext: ct = (-a * s + m + e, a)
110
111 // Decryption
112
113 // DFT(ct[1] * s)
114 module.vec_znx_dft_from_vec_znx(1, 0, &mut buf_dft, 0, &ct, 1);
115 module.svp_apply_inplace(
116 &mut buf_dft,
117 0, // Selects the first column of res.
118 &s_dft,
119 0,
120 );
121
122 // BIG(c1 * s) = IDFT(DFT(c1 * s))
123 module.vec_znx_dft_to_vec_znx_big_tmp_a(&mut buf_big, 0, &mut buf_dft, 0);
124
125 // BIG(c1 * s) + ct[0]
126 module.vec_znx_big_add_small_inplace(&mut buf_big, 0, &ct, 0);
127
128 // m + e <- BIG(ct[1] * s + ct[0])
129 let mut res = VecZnx::alloc(module.n(), 1, ct_size);
130 module.vec_znx_big_normalize(basek, &mut res, 0, &buf_big, 0, scratch.borrow());
131
132 // have = m * 2^{log_scale} + e
133 let mut have: Vec<i64> = vec![i64::default(); n];
134 res.decode_vec_i64(basek, 0, ct_size * basek, &mut have);
135 let scale: f64 = (1 << (res.size() * basek - log_scale)) as f64;
136 izip!(want.iter(), have.iter())
137 .enumerate()
138 .for_each(|(i, (a, b))| {
139 println!("{}: {} {}", i, a, (*b as f64) / scale);
140 });
141}