poulpy/base2k/examples/rlwe_encrypt.rs
base2k/examples/rlwe_encrypt.rsRaw
1use base2k::{
2 Encoding, FFT64, Module, Sampling, ScalarAlloc, ScalarZnxDftAlloc, ScalarZnxDftOps, ScratchOwned, VecZnxAlloc, VecZnxBigOps,
3 VecZnxBigScratch, VecZnxDftAlloc, VecZnxDftOps, ZnxInfos,
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 scratch =
17 ScratchOwned::new((2 * module.bytes_of_vec_znx_dft(1, ct_size)) + 2 * module.vec_znx_big_normalize_tmp_bytes());
18
19 let seed: [u8; 32] = [0; 32];
20 let mut source: Source = Source::new(seed);
21
22 // s <- Z_{-1, 0, 1}[X]/(X^{N}+1)
23 let mut s = module.new_scalar(1);
24 s.fill_ternary_prob(0, 0.5, &mut source);
25
26 // Buffer to store s in the DFT domain
27 let mut s_dft = module.new_scalar_znx_dft(s.cols());
28
29 // s_dft <- DFT(s)
30 module.svp_prepare(&mut s_dft, 0, &s, 0);
31
32 // Allocates a VecZnx with two columns: ct=(0, 0)
33 let mut ct = module.new_vec_znx(
34 2, // Number of columns
35 ct_size, // Number of small poly per column
36 );
37
38 // Fill the second column with random values: ct = (0, a)
39 module.fill_uniform(log_base2k, &mut ct, 1, ct_size, &mut source);
40
41 // Scratch space for DFT values
42 let scratch = scratch.borrow();
43 let (mut buf_dft, scratch) = scratch.tmp_vec_znx_dft(&module, 1, ct_size);
44
45 // Applies DFT(ct[1]) * DFT(s)
46 module.svp_apply_dft(
47 &mut buf_dft, // DFT(ct[1] * s)
48 0, // Selects the first column of res
49 &s_dft, // DFT(s)
50 0, // Selects the first column of s_dft
51 &ct,
52 1, // Selects the second column of ct
53 );
54
55 // Alias scratch space (VecZnxDft<B> is always at least as big as VecZnxBig<B>)
56 let (mut buf_big, scratch) = scratch.tmp_vec_znx_big(&module, 1, ct_size);
57
58 // BIG(ct[1] * s) <- IDFT(DFT(ct[1] * s)) (not normalized)
59 // Note: Since `vec_znx_idft_tmp_a` takes no argument for generic `Data` a full qualified path seems necessary
60 <Module<_> as VecZnxDftOps<_, &[u8], _>>::vec_znx_idft_tmp_a(&module, &mut buf_big, 0, &mut buf_dft, 0);
61
62 // Creates a plaintext: VecZnx with 1 column
63 let mut m = 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 let (tmp_bytes_norm, scratch) = scratch.tmp_scalar_slice(n * std::mem::size_of::<i64>());
72 m.normalize(log_base2k, 0, tmp_bytes_norm);
73
74 // m - BIG(ct[1] * s)
75 module.vec_znx_big_sub_small_b_inplace(
76 &mut buf_big,
77 0, // Selects the first column of the receiver
78 &m,
79 0, // Selects the first column of the message
80 );
81
82 // Normalizes back to VecZnx
83 // ct[0] <- m - BIG(c1 * s)
84 module.vec_znx_big_normalize(
85 log_base2k, &mut ct, 0, // Selects the first column of ct (ct[0])
86 &buf_big, 0, // Selects the first column of buf_big
87 scratch,
88 );
89
90 // Add noise to ct[0]
91 // ct[0] <- ct[0] + e
92 module.add_normal(
93 log_base2k,
94 &mut ct,
95 0, // Selects the first column of ct (ct[0])
96 log_base2k * ct_size, // Scaling of the noise: 2^{-log_base2k * limbs}
97 &mut source,
98 3.2, // Standard deviation
99 19.0, // Truncatation bound
100 );
101
102 // Final ciphertext: ct = (-a * s + m + e, a)
103
104 // Decryption
105
106 // DFT(ct[1] * s)
107 module.svp_apply_dft(
108 &mut buf_dft,
109 0, // Selects the first column of res.
110 &s_dft,
111 0,
112 &ct,
113 1, // Selects the second column of ct (ct[1])
114 );
115
116 // BIG(c1 * s) = IDFT(DFT(c1 * s))
117 <Module<_> as VecZnxDftOps<_, &[u8], _>>::vec_znx_idft_tmp_a(&module, &mut buf_big, 0, &mut buf_dft, 0);
118
119 // BIG(c1 * s) + ct[0]
120 module.vec_znx_big_add_small_inplace(&mut buf_big, 0, &ct, 0);
121
122 // m + e <- BIG(ct[1] * s + ct[0])
123 let mut res = module.new_vec_znx(1, ct_size);
124 module.vec_znx_big_normalize(log_base2k, &mut res, 0, &buf_big, 0, scratch);
125
126 // have = m * 2^{log_scale} + e
127 let mut have: Vec<i64> = vec![i64::default(); n];
128 res.decode_vec_i64(0, log_base2k, res.size() * log_base2k, &mut have);
129
130 let scale: f64 = (1 << (res.size() * log_base2k - log_scale)) as f64;
131 izip!(want.iter(), have.iter())
132 .enumerate()
133 .for_each(|(i, (a, b))| {
134 println!("{}: {} {}", i, a, (*b as f64) / scale);
135 });
136
137 module.free();
138}