poulpy/core/src/test_fft64/glwe_fourier.rs
core/src/test_fft64/glwe_fourier.rsRaw
1use crate::{
2 elem::Infos,
3 ggsw_ciphertext::GGSWCiphertext,
4 glwe_ciphertext::GLWECiphertext,
5 glwe_ciphertext_fourier::GLWECiphertextFourier,
6 glwe_plaintext::GLWEPlaintext,
7 keys::{SecretKey, SecretKeyFourier},
8 keyswitch_key::GLWESwitchingKey,
9 test_fft64::{gglwe::log2_std_noise_gglwe_product, ggsw::noise_ggsw_product},
10};
11use backend::{FFT64, FillUniform, Module, ScalarZnx, ScalarZnxAlloc, ScratchOwned, Stats, VecZnxOps, VecZnxToMut, ZnxViewMut};
12use sampling::source::Source;
13
14#[test]
15fn keyswitch() {
16 (1..4).for_each(|rank_in| {
17 (1..4).for_each(|rank_out| {
18 println!("test keyswitch rank_in: {} rank_out: {}", rank_in, rank_out);
19 test_keyswitch(12, 12, 60, 45, 60, rank_in, rank_out, 3.2);
20 });
21 });
22}
23
24#[test]
25fn keyswitch_inplace() {
26 (1..4).for_each(|rank| {
27 println!("test keyswitch_inplace rank: {}", rank);
28 test_keyswitch_inplace(12, 12, 60, 45, rank, 3.2);
29 });
30}
31
32#[test]
33fn external_product() {
34 (1..4).for_each(|rank| {
35 println!("test external_product rank: {}", rank);
36 test_external_product(12, 12, 60, 45, 60, rank, 3.2);
37 });
38}
39
40#[test]
41fn external_product_inplace() {
42 (1..4).for_each(|rank| {
43 println!("test external_product rank: {}", rank);
44 test_external_product_inplace(12, 15, 60, 60, rank, 3.2);
45 });
46}
47
48fn test_keyswitch(
49 log_n: usize,
50 basek: usize,
51 k_ksk: usize,
52 k_ct_in: usize,
53 k_ct_out: usize,
54 rank_in: usize,
55 rank_out: usize,
56 sigma: f64,
57) {
58 let module: Module<FFT64> = Module::<FFT64>::new(1 << log_n);
59
60 let rows: usize = (k_ct_in + basek - 1) / basek;
61
62 let mut ksk: GLWESwitchingKey<Vec<u8>, FFT64> = GLWESwitchingKey::alloc(&module, basek, k_ksk, rows, rank_in, rank_out);
63 let mut ct_glwe_in: GLWECiphertext<Vec<u8>> = GLWECiphertext::alloc(&module, basek, k_ct_in, rank_in);
64 let mut ct_glwe_dft_in: GLWECiphertextFourier<Vec<u8>, FFT64> = GLWECiphertextFourier::alloc(&module, basek, k_ct_in, rank_in);
65 let mut ct_glwe_out: GLWECiphertext<Vec<u8>> = GLWECiphertext::alloc(&module, basek, k_ct_out, rank_out);
66 let mut ct_glwe_dft_out: GLWECiphertextFourier<Vec<u8>, FFT64> =
67 GLWECiphertextFourier::alloc(&module, basek, k_ct_out, rank_out);
68 let mut pt_want: GLWEPlaintext<Vec<u8>> = GLWEPlaintext::alloc(&module, basek, k_ct_in);
69 let mut pt_have: GLWEPlaintext<Vec<u8>> = GLWEPlaintext::alloc(&module, basek, k_ct_out);
70
71 let mut source_xs: Source = Source::new([0u8; 32]);
72 let mut source_xe: Source = Source::new([0u8; 32]);
73 let mut source_xa: Source = Source::new([0u8; 32]);
74
75 // Random input plaintext
76 pt_want
77 .data
78 .fill_uniform(basek, 0, pt_want.size(), &mut source_xa);
79
80 let mut scratch: ScratchOwned = ScratchOwned::new(
81 GLWESwitchingKey::encrypt_sk_scratch_space(&module, rank_out, ksk.size())
82 | GLWECiphertext::decrypt_scratch_space(&module, ct_glwe_out.size())
83 | GLWECiphertext::encrypt_sk_scratch_space(&module, ct_glwe_in.size())
84 | GLWECiphertextFourier::keyswitch_scratch_space(
85 &module,
86 ct_glwe_out.size(),
87 rank_out,
88 ct_glwe_in.size(),
89 rank_in,
90 ksk.size(),
91 ),
92 );
93
94 let mut sk_in: SecretKey<Vec<u8>> = SecretKey::alloc(&module, rank_in);
95 sk_in.fill_ternary_prob(0.5, &mut source_xs);
96
97 let mut sk_in_dft: SecretKeyFourier<Vec<u8>, FFT64> = SecretKeyFourier::alloc(&module, rank_in);
98 sk_in_dft.dft(&module, &sk_in);
99
100 let mut sk_out: SecretKey<Vec<u8>> = SecretKey::alloc(&module, rank_out);
101 sk_out.fill_ternary_prob(0.5, &mut source_xs);
102
103 let mut sk_out_dft: SecretKeyFourier<Vec<u8>, FFT64> = SecretKeyFourier::alloc(&module, rank_out);
104 sk_out_dft.dft(&module, &sk_out);
105
106 ksk.encrypt_sk(
107 &module,
108 &sk_in,
109 &sk_out_dft,
110 &mut source_xa,
111 &mut source_xe,
112 sigma,
113 scratch.borrow(),
114 );
115
116 ct_glwe_in.encrypt_sk(
117 &module,
118 &pt_want,
119 &sk_in_dft,
120 &mut source_xa,
121 &mut source_xe,
122 sigma,
123 scratch.borrow(),
124 );
125
126 ct_glwe_in.dft(&module, &mut ct_glwe_dft_in);
127 ct_glwe_dft_out.keyswitch(&module, &ct_glwe_dft_in, &ksk, scratch.borrow());
128 ct_glwe_dft_out.idft(&module, &mut ct_glwe_out, scratch.borrow());
129
130 ct_glwe_out.decrypt(&module, &mut pt_have, &sk_out_dft, scratch.borrow());
131
132 module.vec_znx_sub_ab_inplace(&mut pt_have, 0, &pt_want, 0);
133
134 let noise_have: f64 = pt_have.data.std(0, basek).log2();
135 let noise_want: f64 = log2_std_noise_gglwe_product(
136 module.n() as f64,
137 basek,
138 0.5,
139 0.5,
140 0f64,
141 sigma * sigma,
142 0f64,
143 rank_in as f64,
144 k_ct_in,
145 k_ksk,
146 );
147
148 assert!(
149 (noise_have - noise_want).abs() <= 0.1,
150 "{} {}",
151 noise_have,
152 noise_want
153 );
154}
155
156fn test_keyswitch_inplace(log_n: usize, basek: usize, k_ksk: usize, k_ct: usize, rank: usize, sigma: f64) {
157 let module: Module<FFT64> = Module::<FFT64>::new(1 << log_n);
158 let rows: usize = (k_ct + basek - 1) / basek;
159
160 let mut ksk: GLWESwitchingKey<Vec<u8>, FFT64> = GLWESwitchingKey::alloc(&module, basek, k_ksk, rows, rank, rank);
161 let mut ct_glwe: GLWECiphertext<Vec<u8>> = GLWECiphertext::alloc(&module, basek, k_ct, rank);
162 let mut ct_rlwe_dft: GLWECiphertextFourier<Vec<u8>, FFT64> = GLWECiphertextFourier::alloc(&module, basek, k_ct, rank);
163 let mut pt_want: GLWEPlaintext<Vec<u8>> = GLWEPlaintext::alloc(&module, basek, k_ct);
164 let mut pt_have: GLWEPlaintext<Vec<u8>> = GLWEPlaintext::alloc(&module, basek, k_ct);
165
166 let mut source_xs: Source = Source::new([0u8; 32]);
167 let mut source_xe: Source = Source::new([0u8; 32]);
168 let mut source_xa: Source = Source::new([0u8; 32]);
169
170 // Random input plaintext
171 pt_want
172 .data
173 .fill_uniform(basek, 0, pt_want.size(), &mut source_xa);
174
175 let mut scratch: ScratchOwned = ScratchOwned::new(
176 GLWESwitchingKey::encrypt_sk_scratch_space(&module, rank, ksk.size())
177 | GLWECiphertext::decrypt_scratch_space(&module, ct_glwe.size())
178 | GLWECiphertext::encrypt_sk_scratch_space(&module, ct_glwe.size())
179 | GLWECiphertextFourier::keyswitch_inplace_scratch_space(&module, ct_rlwe_dft.size(), ksk.size(), rank),
180 );
181
182 let mut sk_in: SecretKey<Vec<u8>> = SecretKey::alloc(&module, rank);
183 sk_in.fill_ternary_prob(0.5, &mut source_xs);
184
185 let mut sk_in_dft: SecretKeyFourier<Vec<u8>, FFT64> = SecretKeyFourier::alloc(&module, rank);
186 sk_in_dft.dft(&module, &sk_in);
187
188 let mut sk_out: SecretKey<Vec<u8>> = SecretKey::alloc(&module, rank);
189 sk_out.fill_ternary_prob(0.5, &mut source_xs);
190
191 let mut sk_out_dft: SecretKeyFourier<Vec<u8>, FFT64> = SecretKeyFourier::alloc(&module, rank);
192 sk_out_dft.dft(&module, &sk_out);
193
194 ksk.encrypt_sk(
195 &module,
196 &sk_in,
197 &sk_out_dft,
198 &mut source_xa,
199 &mut source_xe,
200 sigma,
201 scratch.borrow(),
202 );
203
204 ct_glwe.encrypt_sk(
205 &module,
206 &pt_want,
207 &sk_in_dft,
208 &mut source_xa,
209 &mut source_xe,
210 sigma,
211 scratch.borrow(),
212 );
213
214 ct_glwe.dft(&module, &mut ct_rlwe_dft);
215 ct_rlwe_dft.keyswitch_inplace(&module, &ksk, scratch.borrow());
216 ct_rlwe_dft.idft(&module, &mut ct_glwe, scratch.borrow());
217
218 ct_glwe.decrypt(&module, &mut pt_have, &sk_out_dft, scratch.borrow());
219
220 module.vec_znx_sub_ab_inplace(&mut pt_have, 0, &pt_want, 0);
221
222 let noise_have: f64 = pt_have.data.std(0, basek).log2();
223 let noise_want: f64 = log2_std_noise_gglwe_product(
224 module.n() as f64,
225 basek,
226 0.5,
227 0.5,
228 0f64,
229 sigma * sigma,
230 0f64,
231 rank as f64,
232 k_ct,
233 k_ksk,
234 );
235
236 assert!(
237 (noise_have - noise_want).abs() <= 0.1,
238 "{} {}",
239 noise_have,
240 noise_want
241 );
242}
243
244fn test_external_product(log_n: usize, basek: usize, k_ggsw: usize, k_ct_in: usize, k_ct_out: usize, rank: usize, sigma: f64) {
245 let module: Module<FFT64> = Module::<FFT64>::new(1 << log_n);
246
247 let rows: usize = (k_ct_in + basek - 1) / basek;
248
249 let mut ct_rgsw: GGSWCiphertext<Vec<u8>, FFT64> = GGSWCiphertext::alloc(&module, basek, k_ggsw, rows, rank);
250 let mut ct_in: GLWECiphertext<Vec<u8>> = GLWECiphertext::alloc(&module, basek, k_ct_in, rank);
251 let mut ct_out: GLWECiphertext<Vec<u8>> = GLWECiphertext::alloc(&module, basek, k_ct_out, rank);
252 let mut ct_in_dft: GLWECiphertextFourier<Vec<u8>, FFT64> = GLWECiphertextFourier::alloc(&module, basek, k_ct_in, rank);
253 let mut ct_out_dft: GLWECiphertextFourier<Vec<u8>, FFT64> = GLWECiphertextFourier::alloc(&module, basek, k_ct_out, rank);
254 let mut pt_rgsw: ScalarZnx<Vec<u8>> = module.new_scalar_znx(1);
255 let mut pt_want: GLWEPlaintext<Vec<u8>> = GLWEPlaintext::alloc(&module, basek, k_ct_in);
256 let mut pt_have: GLWEPlaintext<Vec<u8>> = GLWEPlaintext::alloc(&module, basek, k_ct_out);
257
258 let mut source_xs: Source = Source::new([0u8; 32]);
259 let mut source_xe: Source = Source::new([0u8; 32]);
260 let mut source_xa: Source = Source::new([0u8; 32]);
261
262 // Random input plaintext
263 pt_want
264 .data
265 .fill_uniform(basek, 0, pt_want.size(), &mut source_xa);
266
267 pt_want.to_mut().at_mut(0, 0)[1] = 1;
268
269 let k: usize = 1;
270
271 pt_rgsw.raw_mut()[k] = 1; // X^{k}
272
273 let mut scratch: ScratchOwned = ScratchOwned::new(
274 GGSWCiphertext::encrypt_sk_scratch_space(&module, rank, ct_rgsw.size())
275 | GLWECiphertext::decrypt_scratch_space(&module, ct_out.size())
276 | GLWECiphertext::encrypt_sk_scratch_space(&module, ct_in.size())
277 | GLWECiphertextFourier::external_product_scratch_space(&module, ct_out.size(), ct_in.size(), ct_rgsw.size(), rank),
278 );
279
280 let mut sk: SecretKey<Vec<u8>> = SecretKey::alloc(&module, rank);
281 sk.fill_ternary_prob(0.5, &mut source_xs);
282
283 let mut sk_dft: SecretKeyFourier<Vec<u8>, FFT64> = SecretKeyFourier::alloc(&module, rank);
284 sk_dft.dft(&module, &sk);
285
286 ct_rgsw.encrypt_sk(
287 &module,
288 &pt_rgsw,
289 &sk_dft,
290 &mut source_xa,
291 &mut source_xe,
292 sigma,
293 scratch.borrow(),
294 );
295
296 ct_in.encrypt_sk(
297 &module,
298 &pt_want,
299 &sk_dft,
300 &mut source_xa,
301 &mut source_xe,
302 sigma,
303 scratch.borrow(),
304 );
305
306 ct_in.dft(&module, &mut ct_in_dft);
307 ct_out_dft.external_product(&module, &ct_in_dft, &ct_rgsw, scratch.borrow());
308 ct_out_dft.idft(&module, &mut ct_out, scratch.borrow());
309
310 ct_out.decrypt(&module, &mut pt_have, &sk_dft, scratch.borrow());
311
312 module.vec_znx_rotate_inplace(k as i64, &mut pt_want, 0);
313
314 module.vec_znx_sub_ab_inplace(&mut pt_have, 0, &pt_want, 0);
315
316 let noise_have: f64 = pt_have.data.std(0, basek).log2();
317
318 let var_gct_err_lhs: f64 = sigma * sigma;
319 let var_gct_err_rhs: f64 = 0f64;
320
321 let var_msg: f64 = 1f64 / module.n() as f64; // X^{k}
322 let var_a0_err: f64 = sigma * sigma;
323 let var_a1_err: f64 = 1f64 / 12f64;
324
325 let noise_want: f64 = noise_ggsw_product(
326 module.n() as f64,
327 basek,
328 0.5,
329 var_msg,
330 var_a0_err,
331 var_a1_err,
332 var_gct_err_lhs,
333 var_gct_err_rhs,
334 rank as f64,
335 k_ct_in,
336 k_ggsw,
337 );
338
339 assert!(
340 (noise_have - noise_want).abs() <= 0.1,
341 "{} {}",
342 noise_have,
343 noise_want
344 );
345}
346
347fn test_external_product_inplace(log_n: usize, basek: usize, k_ggsw: usize, k_ct: usize, rank: usize, sigma: f64) {
348 let module: Module<FFT64> = Module::<FFT64>::new(1 << log_n);
349 let rows: usize = (k_ct + basek - 1) / basek;
350
351 let mut ct_ggsw: GGSWCiphertext<Vec<u8>, FFT64> = GGSWCiphertext::alloc(&module, basek, k_ggsw, rows, rank);
352 let mut ct: GLWECiphertext<Vec<u8>> = GLWECiphertext::alloc(&module, basek, k_ct, rank);
353 let mut ct_rlwe_dft: GLWECiphertextFourier<Vec<u8>, FFT64> = GLWECiphertextFourier::alloc(&module, basek, k_ct, rank);
354 let mut pt_rgsw: ScalarZnx<Vec<u8>> = module.new_scalar_znx(1);
355 let mut pt_want: GLWEPlaintext<Vec<u8>> = GLWEPlaintext::alloc(&module, basek, k_ct);
356 let mut pt_have: GLWEPlaintext<Vec<u8>> = GLWEPlaintext::alloc(&module, basek, k_ct);
357
358 let mut source_xs: Source = Source::new([0u8; 32]);
359 let mut source_xe: Source = Source::new([0u8; 32]);
360 let mut source_xa: Source = Source::new([0u8; 32]);
361
362 // Random input plaintext
363 pt_want
364 .data
365 .fill_uniform(basek, 0, pt_want.size(), &mut source_xa);
366
367 pt_want.to_mut().at_mut(0, 0)[1] = 1;
368
369 let k: usize = 1;
370
371 pt_rgsw.raw_mut()[k] = 1; // X^{k}
372
373 let mut scratch: ScratchOwned = ScratchOwned::new(
374 GGSWCiphertext::encrypt_sk_scratch_space(&module, rank, ct_ggsw.size())
375 | GLWECiphertext::decrypt_scratch_space(&module, ct.size())
376 | GLWECiphertext::encrypt_sk_scratch_space(&module, ct.size())
377 | GLWECiphertextFourier::external_product_inplace_scratch_space(&module, ct.size(), ct_ggsw.size(), rank),
378 );
379
380 let mut sk: SecretKey<Vec<u8>> = SecretKey::alloc(&module, rank);
381 sk.fill_ternary_prob(0.5, &mut source_xs);
382
383 let mut sk_dft: SecretKeyFourier<Vec<u8>, FFT64> = SecretKeyFourier::alloc(&module, rank);
384 sk_dft.dft(&module, &sk);
385
386 ct_ggsw.encrypt_sk(
387 &module,
388 &pt_rgsw,
389 &sk_dft,
390 &mut source_xa,
391 &mut source_xe,
392 sigma,
393 scratch.borrow(),
394 );
395
396 ct.encrypt_sk(
397 &module,
398 &pt_want,
399 &sk_dft,
400 &mut source_xa,
401 &mut source_xe,
402 sigma,
403 scratch.borrow(),
404 );
405
406 ct.dft(&module, &mut ct_rlwe_dft);
407 ct_rlwe_dft.external_product_inplace(&module, &ct_ggsw, scratch.borrow());
408 ct_rlwe_dft.idft(&module, &mut ct, scratch.borrow());
409
410 ct.decrypt(&module, &mut pt_have, &sk_dft, scratch.borrow());
411
412 module.vec_znx_rotate_inplace(k as i64, &mut pt_want, 0);
413
414 module.vec_znx_sub_ab_inplace(&mut pt_have, 0, &pt_want, 0);
415
416 let noise_have: f64 = pt_have.data.std(0, basek).log2();
417
418 let var_gct_err_lhs: f64 = sigma * sigma;
419 let var_gct_err_rhs: f64 = 0f64;
420
421 let var_msg: f64 = 1f64 / module.n() as f64; // X^{k}
422 let var_a0_err: f64 = sigma * sigma;
423 let var_a1_err: f64 = 1f64 / 12f64;
424
425 let noise_want: f64 = noise_ggsw_product(
426 module.n() as f64,
427 basek,
428 0.5,
429 var_msg,
430 var_a0_err,
431 var_a1_err,
432 var_gct_err_lhs,
433 var_gct_err_rhs,
434 rank as f64,
435 k_ct,
436 k_ggsw,
437 );
438
439 assert!(
440 (noise_have - noise_want).abs() <= 0.1,
441 "{} {}",
442 noise_have,
443 noise_want
444 );
445}