poulpy/base2k/examples/rlwe_encrypt.rs
base2k/examples/rlwe_encrypt.rsRaw
1use base2k::{
2 Encoding, FFT64, Module, Sampling, Scalar, ScalarOps, ScalarZnxDft, ScalarZnxDftOps, VecZnx, VecZnxBig, VecZnxBigOps,
3 VecZnxDft, VecZnxDftOps, VecZnxOps, ZnxInfos, alloc_aligned,
4};
5use itertools::izip;
6use sampling::source::Source;
7
8fn main() {
9 let n: usize = 16;
10 let log_base2k: usize = 18;
11 let ct_size: usize = 3;
12 let msg_size: usize = 2;
13 let log_scale: usize = msg_size * log_base2k - 5;
14 let module: Module<FFT64> = Module::<FFT64>::new(n);
15
16 let mut carry: Vec<u8> = alloc_aligned(module.vec_znx_big_normalize_tmp_bytes());
17
18 let seed: [u8; 32] = [0; 32];
19 let mut source: Source = Source::new(seed);
20
21 // s <- Z_{-1, 0, 1}[X]/(X^{N}+1)
22 let mut s: Scalar = module.new_scalar(1);
23 s.fill_ternary_prob(0, 0.5, &mut source);
24
25 // Buffer to store s in the DFT domain
26 let mut s_dft: ScalarZnxDft<FFT64> = module.new_scalar_znx_dft(s.cols());
27
28 // s_dft <- DFT(s)
29 module.svp_prepare(&mut s_dft, 0, &s, 0);
30
31 // Allocates a VecZnx with two columns: ct=(0, 0)
32 let mut ct: VecZnx = module.new_vec_znx(
33 2, // Number of columns
34 ct_size, // Number of small poly per column
35 );
36
37 // Fill the second column with random values: ct = (0, a)
38 module.fill_uniform(log_base2k, &mut ct, 1, ct_size, &mut source);
39
40 // Scratch space for DFT values
41 let mut buf_dft: VecZnxDft<FFT64> = module.new_vec_znx_dft(
42 1, // Number of columns
43 ct.size(), // Number of polynomials per column
44 );
45
46 // Applies DFT(ct[1]) * DFT(s)
47 module.svp_apply_dft(
48 &mut buf_dft, // DFT(ct[1] * s)
49 0, // Selects the first column of res
50 &s_dft, // DFT(s)
51 0, // Selects the first column of s_dft
52 &ct,
53 1, // Selects the second column of ct
54 );
55
56 // Alias scratch space (VecZnxDft<B> is always at least as big as VecZnxBig<B>)
57 let mut buf_big: VecZnxBig<FFT64> = buf_dft.alias_as_vec_znx_big();
58
59 // BIG(ct[1] * s) <- IDFT(DFT(ct[1] * s)) (not normalized)
60 module.vec_znx_idft_tmp_a(&mut buf_big, 0, &mut buf_dft, 0);
61
62 // Creates a plaintext: VecZnx with 1 column
63 let mut m: VecZnx = module.new_vec_znx(
64 1, // Number of columns
65 msg_size, // Number of small polynomials
66 );
67 let mut want: Vec<i64> = vec![0; n];
68 want.iter_mut()
69 .for_each(|x| *x = source.next_u64n(16, 15) as i64);
70 m.encode_vec_i64(0, log_base2k, log_scale, &want, 4);
71 m.normalize(log_base2k, &mut carry);
72
73 // m - BIG(ct[1] * s)
74 module.vec_znx_big_sub_small_a_inplace(
75 &mut buf_big,
76 0, // Selects the first column of the receiver
77 &m,
78 0, // Selects the first column of the message
79 );
80
81 // Normalizes back to VecZnx
82 // ct[0] <- m - BIG(c1 * s)
83 module.vec_znx_big_normalize(
84 log_base2k, &mut ct, 0, // Selects the first column of ct (ct[0])
85 &buf_big, 0, // Selects the first column of buf_big
86 &mut carry,
87 );
88
89 // Add noise to ct[0]
90 // ct[0] <- ct[0] + e
91 module.add_normal(
92 log_base2k,
93 &mut ct,
94 0, // Selects the first column of ct (ct[0])
95 log_base2k * ct_size, // Scaling of the noise: 2^{-log_base2k * limbs}
96 &mut source,
97 3.2, // Standard deviation
98 19.0, // Truncatation bound
99 );
100
101 // Final ciphertext: ct = (-a * s + m + e, a)
102
103 // Decryption
104
105 // DFT(ct[1] * s)
106 module.svp_apply_dft(
107 &mut buf_dft,
108 0, // Selects the first column of res.
109 &s_dft,
110 0,
111 &ct,
112 1, // Selects the second column of ct (ct[1])
113 );
114
115 // BIG(c1 * s) = IDFT(DFT(c1 * s))
116 module.vec_znx_idft_tmp_a(&mut buf_big, 0, &mut buf_dft, 0);
117
118 // BIG(c1 * s) + ct[0]
119 module.vec_znx_big_add_small_inplace(&mut buf_big, 0, &ct, 0);
120
121 // m + e <- BIG(ct[1] * s + ct[0])
122 let mut res: VecZnx = module.new_vec_znx(1, ct_size);
123 module.vec_znx_big_normalize(log_base2k, &mut res, 0, &buf_big, 0, &mut carry);
124
125 // have = m * 2^{log_scale} + e
126 let mut have: Vec<i64> = vec![i64::default(); n];
127 res.decode_vec_i64(0, log_base2k, res.size() * log_base2k, &mut have);
128
129 let scale: f64 = (1 << (res.size() * log_base2k - log_scale)) as f64;
130 izip!(want.iter(), have.iter())
131 .enumerate()
132 .for_each(|(i, (a, b))| {
133 println!("{}: {} {}", i, a, (*b as f64) / scale);
134 })
135}