poulpy/core/src/glwe/test_fft64/packing.rs
core/src/glwe/test_fft64/packing.rsRaw
1use std::collections::HashMap;
2
3use backend::{
4 hal::{
5 api::{
6 MatZnxAlloc, ModuleNew, ScalarZnxAlloc, ScalarZnxAllocBytes, ScalarZnxAutomorphism, ScratchOwnedAlloc,
7 ScratchOwnedBorrow, VecZnxAddScalarInplace, VecZnxAlloc, VecZnxAllocBytes, VecZnxBigSubSmallBInplace,
8 VecZnxEncodeVeci64, VecZnxRotateInplace, VecZnxStd, VecZnxSwithcDegree,
9 },
10 layouts::{Backend, Module, ScratchOwned},
11 oep::{
12 ScratchAvailableImpl, ScratchOwnedAllocImpl, ScratchOwnedBorrowImpl, TakeScalarZnxImpl, TakeSvpPPolImpl,
13 TakeVecZnxBigImpl, TakeVecZnxDftImpl, TakeVecZnxImpl,
14 },
15 },
16 implementation::cpu_spqlios::FFT64,
17};
18use sampling::source::Source;
19
20use crate::{
21 AutomorphismKey, AutomorphismKeyExec, GGLWEExecLayoutFamily, GLWECiphertext, GLWEDecryptFamily, GLWEKeyswitchFamily, GLWEOps,
22 GLWEPacker, GLWEPackingFamily, GLWEPlaintext, GLWESecret, GLWESecretExec, GLWESecretFamily, GLWESwitchingKeyEncryptSkFamily,
23};
24
25#[test]
26fn trace() {
27 let log_n: usize = 5;
28 let module: Module<FFT64> = Module::<FFT64>::new(1 << log_n);
29 test_packing(&module);
30}
31
32pub(crate) trait PackingTestModuleFamily<B: Backend> = GLWEPackingFamily<B>
33 + GLWESecretFamily<B>
34 + GLWESwitchingKeyEncryptSkFamily<B>
35 + GLWEKeyswitchFamily<B>
36 + GLWEDecryptFamily<B>
37 + GGLWEExecLayoutFamily<B>
38 + MatZnxAlloc
39 + VecZnxAlloc
40 + ScalarZnxAlloc
41 + ScalarZnxAllocBytes
42 + VecZnxAllocBytes
43 + VecZnxStd
44 + VecZnxSwithcDegree
45 + VecZnxAddScalarInplace
46 + VecZnxEncodeVeci64
47 + ScalarZnxAutomorphism
48 + VecZnxRotateInplace
49 + VecZnxBigSubSmallBInplace<B>;
50
51pub(crate) trait PackingTestScratchFamily<B: Backend> = TakeVecZnxDftImpl<B>
52 + TakeVecZnxBigImpl<B>
53 + TakeSvpPPolImpl<B>
54 + ScratchOwnedAllocImpl<B>
55 + ScratchOwnedBorrowImpl<B>
56 + ScratchAvailableImpl<B>
57 + TakeScalarZnxImpl<B>
58 + TakeVecZnxImpl<B>;
59
60pub(crate) fn test_packing<B: Backend>(module: &Module<B>)
61where
62 Module<B>: PackingTestModuleFamily<B>,
63 B: PackingTestScratchFamily<B>,
64{
65 let mut source_xs: Source = Source::new([0u8; 32]);
66 let mut source_xe: Source = Source::new([0u8; 32]);
67 let mut source_xa: Source = Source::new([0u8; 32]);
68
69 let basek: usize = 18;
70 let k_ct: usize = 36;
71 let pt_k: usize = 18;
72 let rank: usize = 3;
73 let sigma: f64 = 3.2;
74 let digits: usize = 1;
75 let k_ksk: usize = k_ct + basek * digits;
76
77 let rows: usize = k_ct.div_ceil(basek * digits);
78
79 let mut scratch: ScratchOwned<B> = ScratchOwned::alloc(
80 GLWECiphertext::encrypt_sk_scratch_space(module, basek, k_ct)
81 | AutomorphismKey::encrypt_sk_scratch_space(module, basek, k_ksk, rank)
82 | GLWEPacker::scratch_space(module, basek, k_ct, k_ksk, digits, rank),
83 );
84
85 let mut sk: GLWESecret<Vec<u8>> = GLWESecret::alloc(module, rank);
86 sk.fill_ternary_prob(0.5, &mut source_xs);
87 let sk_dft: GLWESecretExec<Vec<u8>, B> = GLWESecretExec::from(module, &sk);
88
89 let mut pt: GLWEPlaintext<Vec<u8>> = GLWEPlaintext::alloc(module, basek, k_ct);
90 let mut data: Vec<i64> = vec![0i64; module.n()];
91 data.iter_mut().enumerate().for_each(|(i, x)| {
92 *x = i as i64;
93 });
94
95 module.encode_vec_i64(basek, &mut pt.data, 0, pt_k, &data, 32);
96
97 let gal_els: Vec<i64> = GLWEPacker::galois_elements(module);
98
99 let mut auto_keys: HashMap<i64, AutomorphismKeyExec<Vec<u8>, B>> = HashMap::new();
100 let mut tmp: AutomorphismKey<Vec<u8>> = AutomorphismKey::alloc(module, basek, k_ksk, rows, digits, rank);
101 gal_els.iter().for_each(|gal_el| {
102 tmp.encrypt_sk(
103 module,
104 *gal_el,
105 &sk,
106 &mut source_xa,
107 &mut source_xe,
108 sigma,
109 scratch.borrow(),
110 );
111 let atk_exec: AutomorphismKeyExec<Vec<u8>, B> = AutomorphismKeyExec::from(module, &tmp, scratch.borrow());
112 auto_keys.insert(*gal_el, atk_exec);
113 });
114
115 let log_batch: usize = 0;
116
117 let mut packer: GLWEPacker = GLWEPacker::new(module, log_batch, basek, k_ct, rank);
118
119 let mut ct: GLWECiphertext<Vec<u8>> = GLWECiphertext::alloc(module, basek, k_ct, rank);
120
121 ct.encrypt_sk(
122 module,
123 &pt,
124 &sk_dft,
125 &mut source_xa,
126 &mut source_xe,
127 sigma,
128 scratch.borrow(),
129 );
130
131 let log_n: usize = module.log_n();
132
133 (0..module.n() >> log_batch).for_each(|i| {
134 ct.encrypt_sk(
135 module,
136 &pt,
137 &sk_dft,
138 &mut source_xa,
139 &mut source_xe,
140 sigma,
141 scratch.borrow(),
142 );
143
144 pt.rotate_inplace(module, -(1 << log_batch)); // X^-batch * pt
145
146 if reverse_bits_msb(i, log_n as u32) % 5 == 0 {
147 packer.add(module, Some(&ct), &auto_keys, scratch.borrow());
148 } else {
149 packer.add(
150 module,
151 None::<&GLWECiphertext<Vec<u8>>>,
152 &auto_keys,
153 scratch.borrow(),
154 )
155 }
156 });
157
158 let mut res = GLWECiphertext::alloc(module, basek, k_ct, rank);
159 packer.flush(module, &mut res);
160
161 let mut pt_want: GLWEPlaintext<Vec<u8>> = GLWEPlaintext::alloc(module, basek, k_ct);
162 let mut data: Vec<i64> = vec![0i64; module.n()];
163 data.iter_mut().enumerate().for_each(|(i, x)| {
164 if i % 5 == 0 {
165 *x = reverse_bits_msb(i, log_n as u32) as i64;
166 }
167 });
168
169 module.encode_vec_i64(basek, &mut pt_want.data, 0, pt_k, &data, 32);
170
171 res.decrypt(module, &mut pt, &sk_dft, scratch.borrow());
172
173 pt.sub_inplace_ab(module, &pt_want);
174
175 let noise_have: f64 = module.vec_znx_std(basek, &pt.data, 0).log2();
176 // println!("noise_have: {}", noise_have);
177 assert!(
178 noise_have < -((k_ct - basek) as f64),
179 "noise: {}",
180 noise_have
181 );
182}
183
184#[inline(always)]
185fn reverse_bits_msb(x: usize, n: u32) -> usize {
186 x.reverse_bits() >> (usize::BITS - n)
187}