poulpy/backend/examples/rlwe_encrypt.rs
backend/examples/rlwe_encrypt.rsRaw
1use backend::{
2 hal::{
3 api::{
4 ModuleNew, ScalarZnxAlloc, ScratchOwnedAlloc, ScratchOwnedBorrow, SvpApplyInplace, SvpPPolAlloc, SvpPrepare,
5 VecZnxAddNormal, VecZnxAlloc, VecZnxBigAddSmallInplace, VecZnxBigAlloc, VecZnxBigNormalize,
6 VecZnxBigNormalizeTmpBytes, VecZnxBigSubSmallBInplace, VecZnxDecodeVeci64, VecZnxDftAlloc, VecZnxDftFromVecZnx,
7 VecZnxDftToVecZnxBigTmpA, VecZnxEncodeVeci64, VecZnxFillUniform, VecZnxNormalizeInplace, ZnxInfos,
8 },
9 layouts::{Module, ScalarZnx, ScratchOwned, SvpPPol, VecZnx, VecZnxBig, VecZnxDft},
10 },
11 implementation::cpu_spqlios::FFT64,
12};
13use itertools::izip;
14use sampling::source::Source;
15
16fn main() {
17 let n: usize = 16;
18 let basek: usize = 18;
19 let ct_size: usize = 3;
20 let msg_size: usize = 2;
21 let log_scale: usize = msg_size * basek - 5;
22 let module: Module<FFT64> = Module::<FFT64>::new(n as u64);
23
24 let mut scratch: ScratchOwned<FFT64> = ScratchOwned::<FFT64>::alloc(module.vec_znx_big_normalize_tmp_bytes(n));
25
26 let seed: [u8; 32] = [0; 32];
27 let mut source: Source = Source::new(seed);
28
29 // s <- Z_{-1, 0, 1}[X]/(X^{N}+1)
30 let mut s: ScalarZnx<Vec<u8>> = module.scalar_znx_alloc(1);
31 s.fill_ternary_prob(0, 0.5, &mut source);
32
33 // Buffer to store s in the DFT domain
34 let mut s_dft: SvpPPol<Vec<u8>, FFT64> = module.svp_ppol_alloc(s.cols());
35
36 // s_dft <- DFT(s)
37 module.svp_prepare(&mut s_dft, 0, &s, 0);
38
39 // Allocates a VecZnx with two columns: ct=(0, 0)
40 let mut ct: VecZnx<Vec<u8>> = module.vec_znx_alloc(
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(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(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 = module.vec_znx_alloc(
68 1, // Number of columns
69 msg_size, // Number of small polynomials
70 );
71 let mut want: Vec<i64> = vec![0; n];
72 want.iter_mut()
73 .for_each(|x| *x = source.next_u64n(16, 15) as i64);
74 module.encode_vec_i64(basek, &mut m, 0, log_scale, &want, 4);
75 module.vec_znx_normalize_inplace(basek, &mut m, 0, scratch.borrow());
76
77 // m - BIG(ct[1] * s)
78 module.vec_znx_big_sub_small_b_inplace(
79 &mut buf_big,
80 0, // Selects the first column of the receiver
81 &m,
82 0, // Selects the first column of the message
83 );
84
85 // Normalizes back to VecZnx
86 // ct[0] <- m - BIG(c1 * s)
87 module.vec_znx_big_normalize(
88 basek,
89 &mut ct,
90 0, // Selects the first column of ct (ct[0])
91 &buf_big,
92 0, // Selects the first column of buf_big
93 scratch.borrow(),
94 );
95
96 // Add noise to ct[0]
97 // ct[0] <- ct[0] + e
98 module.vec_znx_add_normal(
99 basek,
100 &mut ct,
101 0, // Selects the first column of ct (ct[0])
102 basek * ct_size, // Scaling of the noise: 2^{-basek * limbs}
103 &mut source,
104 3.2, // Standard deviation
105 3.2 * 6.0, // Truncatation bound
106 );
107
108 // Final ciphertext: ct = (-a * s + m + e, a)
109
110 // Decryption
111
112 // DFT(ct[1] * s)
113 module.vec_znx_dft_from_vec_znx(1, 0, &mut buf_dft, 0, &ct, 1);
114 module.svp_apply_inplace(
115 &mut buf_dft,
116 0, // Selects the first column of res.
117 &s_dft,
118 0,
119 );
120
121 // BIG(c1 * s) = IDFT(DFT(c1 * s))
122 module.vec_znx_dft_to_vec_znx_big_tmp_a(&mut buf_big, 0, &mut buf_dft, 0);
123
124 // BIG(c1 * s) + ct[0]
125 module.vec_znx_big_add_small_inplace(&mut buf_big, 0, &ct, 0);
126
127 // m + e <- BIG(ct[1] * s + ct[0])
128 let mut res = module.vec_znx_alloc(1, ct_size);
129 module.vec_znx_big_normalize(basek, &mut res, 0, &buf_big, 0, scratch.borrow());
130
131 // have = m * 2^{log_scale} + e
132 let mut have: Vec<i64> = vec![i64::default(); n];
133 module.decode_vec_i64(basek, &mut res, 0, ct_size * basek, &mut have);
134
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}