poulpy/core/src/test_fft64/grlwe.rs
core/src/test_fft64/grlwe.rsRaw
1use base2k::{FFT64, Module, ScalarZnx, ScalarZnxAlloc, ScratchOwned, Stats, VecZnxOps, ZnxViewMut};
2use sampling::source::Source;
3
4use crate::{
5 elem::{GetRow, Infos},
6 external_product::{
7 ExternalProduct, ExternalProductInplace, ExternalProductInplaceScratchSpace, ExternalProductScratchSpace,
8 },
9 ggsw::GGSWCiphertext,
10 glwe::{GLWECiphertextFourier, GLWEPlaintext},
11 keys::{SecretKey, SecretKeyFourier},
12 keyswitch::{KeySwitch, KeySwitchInplace, KeySwitchInplaceScratchSpace, KeySwitchScratchSpace},
13 keyswitch_key::GLWEKeySwitchKey,
14 test_fft64::rgsw::noise_rgsw_product,
15};
16
17#[test]
18fn encrypt_sk() {
19 let module: Module<FFT64> = Module::<FFT64>::new(2048);
20 let log_base2k: usize = 8;
21 let log_k_ct: usize = 54;
22 let rows: usize = 4;
23
24 let sigma: f64 = 3.2;
25 let bound: f64 = sigma * 6.0;
26
27 let mut ct: GLWEKeySwitchKey<Vec<u8>, FFT64> = GLWEKeySwitchKey::new(&module, log_base2k, log_k_ct, rows);
28 let mut pt: GLWEPlaintext<Vec<u8>> = GLWEPlaintext::new(&module, log_base2k, log_k_ct);
29 let mut pt_scalar: ScalarZnx<Vec<u8>> = module.new_scalar_znx(1);
30
31 let mut source_xs: Source = Source::new([0u8; 32]);
32 let mut source_xe: Source = Source::new([0u8; 32]);
33 let mut source_xa: Source = Source::new([0u8; 32]);
34
35 pt_scalar.fill_ternary_hw(0, module.n(), &mut source_xs);
36
37 let mut scratch: ScratchOwned = ScratchOwned::new(
38 GLWEKeySwitchKey::encrypt_sk_scratch_space(&module, ct.size())
39 | GLWECiphertextFourier::decrypt_scratch_space(&module, ct.size()),
40 );
41
42 let mut sk: SecretKey<Vec<u8>> = SecretKey::new(&module);
43 sk.fill_ternary_prob(0.5, &mut source_xs);
44
45 let mut sk_dft: SecretKeyFourier<Vec<u8>, FFT64> = SecretKeyFourier::new(&module);
46 sk_dft.dft(&module, &sk);
47
48 ct.encrypt_sk(
49 &module,
50 &pt_scalar,
51 &sk_dft,
52 &mut source_xa,
53 &mut source_xe,
54 sigma,
55 bound,
56 scratch.borrow(),
57 );
58
59 let mut ct_rlwe_dft: GLWECiphertextFourier<Vec<u8>, FFT64> = GLWECiphertextFourier::new(&module, log_base2k, log_k_ct);
60
61 (0..ct.rows()).for_each(|row_i| {
62 ct.get_row(&module, row_i, 0, &mut ct_rlwe_dft);
63 ct_rlwe_dft.decrypt(&module, &mut pt, &sk_dft, scratch.borrow());
64 module.vec_znx_sub_scalar_inplace(&mut pt, 0, row_i, &pt_scalar, 0);
65 let std_pt: f64 = pt.data.std(0, log_base2k) * (log_k_ct as f64).exp2();
66 assert!((sigma - std_pt).abs() <= 0.2, "{} {}", sigma, std_pt);
67 });
68}
69
70#[test]
71fn keyswitch() {
72 let module: Module<FFT64> = Module::<FFT64>::new(2048);
73 let log_base2k: usize = 12;
74 let log_k_grlwe: usize = 60;
75 let rows: usize = (log_k_grlwe + log_base2k - 1) / log_base2k;
76
77 let sigma: f64 = 3.2;
78 let bound: f64 = sigma * 6.0;
79
80 let mut ct_grlwe_s0s1: GLWEKeySwitchKey<Vec<u8>, FFT64> = GLWEKeySwitchKey::new(&module, log_base2k, log_k_grlwe, rows);
81 let mut ct_grlwe_s1s2: GLWEKeySwitchKey<Vec<u8>, FFT64> = GLWEKeySwitchKey::new(&module, log_base2k, log_k_grlwe, rows);
82 let mut ct_grlwe_s0s2: GLWEKeySwitchKey<Vec<u8>, FFT64> = GLWEKeySwitchKey::new(&module, log_base2k, log_k_grlwe, rows);
83
84 let mut source_xs: Source = Source::new([0u8; 32]);
85 let mut source_xe: Source = Source::new([0u8; 32]);
86 let mut source_xa: Source = Source::new([0u8; 32]);
87
88 let mut scratch: ScratchOwned = ScratchOwned::new(
89 GLWEKeySwitchKey::encrypt_sk_scratch_space(&module, ct_grlwe_s0s1.size())
90 | GLWECiphertextFourier::decrypt_scratch_space(&module, ct_grlwe_s0s2.size())
91 | GLWEKeySwitchKey::keyswitch_scratch_space(
92 &module,
93 ct_grlwe_s0s2.size(),
94 ct_grlwe_s0s1.size(),
95 ct_grlwe_s1s2.size(),
96 ),
97 );
98
99 let mut sk0: SecretKey<Vec<u8>> = SecretKey::new(&module);
100 sk0.fill_ternary_prob(0.5, &mut source_xs);
101
102 let mut sk0_dft: SecretKeyFourier<Vec<u8>, FFT64> = SecretKeyFourier::new(&module);
103 sk0_dft.dft(&module, &sk0);
104
105 let mut sk1: SecretKey<Vec<u8>> = SecretKey::new(&module);
106 sk1.fill_ternary_prob(0.5, &mut source_xs);
107
108 let mut sk1_dft: SecretKeyFourier<Vec<u8>, FFT64> = SecretKeyFourier::new(&module);
109 sk1_dft.dft(&module, &sk1);
110
111 let mut sk2: SecretKey<Vec<u8>> = SecretKey::new(&module);
112 sk2.fill_ternary_prob(0.5, &mut source_xs);
113
114 let mut sk2_dft: SecretKeyFourier<Vec<u8>, FFT64> = SecretKeyFourier::new(&module);
115 sk2_dft.dft(&module, &sk2);
116
117 // GRLWE_{s1}(s0) = s0 -> s1
118 ct_grlwe_s0s1.encrypt_sk(
119 &module,
120 &sk0.data,
121 &sk1_dft,
122 &mut source_xa,
123 &mut source_xe,
124 sigma,
125 bound,
126 scratch.borrow(),
127 );
128
129 // GRLWE_{s2}(s1) -> s1 -> s2
130 ct_grlwe_s1s2.encrypt_sk(
131 &module,
132 &sk1.data,
133 &sk2_dft,
134 &mut source_xa,
135 &mut source_xe,
136 sigma,
137 bound,
138 scratch.borrow(),
139 );
140
141 // GRLWE_{s1}(s0) (x) GRLWE_{s2}(s1) = GRLWE_{s2}(s0)
142 ct_grlwe_s0s2.keyswitch(&module, &ct_grlwe_s0s1, &ct_grlwe_s1s2, scratch.borrow());
143
144 let mut ct_rlwe_dft_s0s2: GLWECiphertextFourier<Vec<u8>, FFT64> =
145 GLWECiphertextFourier::new(&module, log_base2k, log_k_grlwe);
146 let mut pt: GLWEPlaintext<Vec<u8>> = GLWEPlaintext::new(&module, log_base2k, log_k_grlwe);
147
148 (0..ct_grlwe_s0s2.rows()).for_each(|row_i| {
149 ct_grlwe_s0s2.get_row(&module, row_i, 0, &mut ct_rlwe_dft_s0s2);
150 ct_rlwe_dft_s0s2.decrypt(&module, &mut pt, &sk2_dft, scratch.borrow());
151 module.vec_znx_sub_scalar_inplace(&mut pt, 0, row_i, &sk0, 0);
152
153 let noise_have: f64 = pt.data.std(0, log_base2k).log2();
154 let noise_want: f64 = noise_grlwe_rlwe_product(
155 module.n() as f64,
156 log_base2k,
157 0.5,
158 0.5,
159 0f64,
160 sigma * sigma,
161 0f64,
162 log_k_grlwe,
163 log_k_grlwe,
164 );
165
166 assert!(
167 (noise_have - noise_want).abs() <= 0.1,
168 "{} {}",
169 noise_have,
170 noise_want
171 );
172 });
173}
174
175#[test]
176fn keyswitch_inplace() {
177 let module: Module<FFT64> = Module::<FFT64>::new(2048);
178 let log_base2k: usize = 12;
179 let log_k_grlwe: usize = 60;
180 let rows: usize = (log_k_grlwe + log_base2k - 1) / log_base2k;
181
182 let sigma: f64 = 3.2;
183 let bound: f64 = sigma * 6.0;
184
185 let mut ct_grlwe_s0s1: GLWEKeySwitchKey<Vec<u8>, FFT64> = GLWEKeySwitchKey::new(&module, log_base2k, log_k_grlwe, rows);
186 let mut ct_grlwe_s1s2: GLWEKeySwitchKey<Vec<u8>, FFT64> = GLWEKeySwitchKey::new(&module, log_base2k, log_k_grlwe, rows);
187
188 let mut source_xs: Source = Source::new([0u8; 32]);
189 let mut source_xe: Source = Source::new([0u8; 32]);
190 let mut source_xa: Source = Source::new([0u8; 32]);
191
192 let mut scratch: ScratchOwned = ScratchOwned::new(
193 GLWEKeySwitchKey::encrypt_sk_scratch_space(&module, ct_grlwe_s0s1.size())
194 | GLWECiphertextFourier::decrypt_scratch_space(&module, ct_grlwe_s0s1.size())
195 | GLWEKeySwitchKey::keyswitch_inplace_scratch_space(&module, ct_grlwe_s0s1.size(), ct_grlwe_s1s2.size()),
196 );
197
198 let mut sk0: SecretKey<Vec<u8>> = SecretKey::new(&module);
199 sk0.fill_ternary_prob(0.5, &mut source_xs);
200
201 let mut sk0_dft: SecretKeyFourier<Vec<u8>, FFT64> = SecretKeyFourier::new(&module);
202 sk0_dft.dft(&module, &sk0);
203
204 let mut sk1: SecretKey<Vec<u8>> = SecretKey::new(&module);
205 sk1.fill_ternary_prob(0.5, &mut source_xs);
206
207 let mut sk1_dft: SecretKeyFourier<Vec<u8>, FFT64> = SecretKeyFourier::new(&module);
208 sk1_dft.dft(&module, &sk1);
209
210 let mut sk2: SecretKey<Vec<u8>> = SecretKey::new(&module);
211 sk2.fill_ternary_prob(0.5, &mut source_xs);
212
213 let mut sk2_dft: SecretKeyFourier<Vec<u8>, FFT64> = SecretKeyFourier::new(&module);
214 sk2_dft.dft(&module, &sk2);
215
216 // GRLWE_{s1}(s0) = s0 -> s1
217 ct_grlwe_s0s1.encrypt_sk(
218 &module,
219 &sk0.data,
220 &sk1_dft,
221 &mut source_xa,
222 &mut source_xe,
223 sigma,
224 bound,
225 scratch.borrow(),
226 );
227
228 // GRLWE_{s2}(s1) -> s1 -> s2
229 ct_grlwe_s1s2.encrypt_sk(
230 &module,
231 &sk1.data,
232 &sk2_dft,
233 &mut source_xa,
234 &mut source_xe,
235 sigma,
236 bound,
237 scratch.borrow(),
238 );
239
240 // GRLWE_{s1}(s0) (x) GRLWE_{s2}(s1) = GRLWE_{s2}(s0)
241 ct_grlwe_s0s1.keyswitch_inplace(&module, &ct_grlwe_s1s2, scratch.borrow());
242
243 let ct_grlwe_s0s2: GLWEKeySwitchKey<Vec<u8>, FFT64> = ct_grlwe_s0s1;
244
245 let mut ct_rlwe_dft_s0s2: GLWECiphertextFourier<Vec<u8>, FFT64> =
246 GLWECiphertextFourier::new(&module, log_base2k, log_k_grlwe);
247 let mut pt: GLWEPlaintext<Vec<u8>> = GLWEPlaintext::new(&module, log_base2k, log_k_grlwe);
248
249 (0..ct_grlwe_s0s2.rows()).for_each(|row_i| {
250 ct_grlwe_s0s2.get_row(&module, row_i, 0, &mut ct_rlwe_dft_s0s2);
251 ct_rlwe_dft_s0s2.decrypt(&module, &mut pt, &sk2_dft, scratch.borrow());
252 module.vec_znx_sub_scalar_inplace(&mut pt, 0, row_i, &sk0, 0);
253
254 let noise_have: f64 = pt.data.std(0, log_base2k).log2();
255 let noise_want: f64 = noise_grlwe_rlwe_product(
256 module.n() as f64,
257 log_base2k,
258 0.5,
259 0.5,
260 0f64,
261 sigma * sigma,
262 0f64,
263 log_k_grlwe,
264 log_k_grlwe,
265 );
266
267 assert!(
268 (noise_have - noise_want).abs() <= 0.1,
269 "{} {}",
270 noise_have,
271 noise_want
272 );
273 });
274}
275
276#[test]
277fn external_product() {
278 let module: Module<FFT64> = Module::<FFT64>::new(2048);
279 let log_base2k: usize = 12;
280 let log_k_grlwe: usize = 60;
281 let rows: usize = (log_k_grlwe + log_base2k - 1) / log_base2k;
282
283 let sigma: f64 = 3.2;
284 let bound: f64 = sigma * 6.0;
285
286 let mut ct_grlwe_in: GLWEKeySwitchKey<Vec<u8>, FFT64> = GLWEKeySwitchKey::new(&module, log_base2k, log_k_grlwe, rows);
287 let mut ct_grlwe_out: GLWEKeySwitchKey<Vec<u8>, FFT64> = GLWEKeySwitchKey::new(&module, log_base2k, log_k_grlwe, rows);
288 let mut ct_rgsw: GGSWCiphertext<Vec<u8>, FFT64> = GGSWCiphertext::new(&module, log_base2k, log_k_grlwe, rows);
289
290 let mut pt_rgsw: ScalarZnx<Vec<u8>> = module.new_scalar_znx(1);
291 let mut pt_grlwe: ScalarZnx<Vec<u8>> = module.new_scalar_znx(1);
292
293 let mut source_xs: Source = Source::new([0u8; 32]);
294 let mut source_xe: Source = Source::new([0u8; 32]);
295 let mut source_xa: Source = Source::new([0u8; 32]);
296
297 let mut scratch: ScratchOwned = ScratchOwned::new(
298 GLWEKeySwitchKey::encrypt_sk_scratch_space(&module, ct_grlwe_in.size())
299 | GLWECiphertextFourier::decrypt_scratch_space(&module, ct_grlwe_out.size())
300 | GLWEKeySwitchKey::external_product_scratch_space(
301 &module,
302 ct_grlwe_out.size(),
303 ct_grlwe_in.size(),
304 ct_rgsw.size(),
305 )
306 | GGSWCiphertext::encrypt_sk_scratch_space(&module, ct_rgsw.size()),
307 );
308
309 let k: usize = 1;
310
311 pt_rgsw.raw_mut()[k] = 1; // X^{k}
312
313 pt_grlwe.fill_ternary_prob(0, 0.5, &mut source_xs);
314
315 let mut sk: SecretKey<Vec<u8>> = SecretKey::new(&module);
316 sk.fill_ternary_prob(0.5, &mut source_xs);
317
318 let mut sk_dft: SecretKeyFourier<Vec<u8>, FFT64> = SecretKeyFourier::new(&module);
319 sk_dft.dft(&module, &sk);
320
321 // GRLWE_{s1}(s0) = s0 -> s1
322 ct_grlwe_in.encrypt_sk(
323 &module,
324 &pt_grlwe,
325 &sk_dft,
326 &mut source_xa,
327 &mut source_xe,
328 sigma,
329 bound,
330 scratch.borrow(),
331 );
332
333 ct_rgsw.encrypt_sk(
334 &module,
335 &pt_rgsw,
336 &sk_dft,
337 &mut source_xa,
338 &mut source_xe,
339 sigma,
340 bound,
341 scratch.borrow(),
342 );
343
344 // GRLWE_(m) (x) RGSW_(X^k) = GRLWE_(m * X^k)
345 ct_grlwe_out.external_product(&module, &ct_grlwe_in, &ct_rgsw, scratch.borrow());
346
347 let mut ct_rlwe_dft_s0s2: GLWECiphertextFourier<Vec<u8>, FFT64> =
348 GLWECiphertextFourier::new(&module, log_base2k, log_k_grlwe);
349 let mut pt: GLWEPlaintext<Vec<u8>> = GLWEPlaintext::new(&module, log_base2k, log_k_grlwe);
350
351 module.vec_znx_rotate_inplace(k as i64, &mut pt_grlwe, 0);
352
353 (0..ct_grlwe_out.rows()).for_each(|row_i| {
354 ct_grlwe_out.get_row(&module, row_i, 0, &mut ct_rlwe_dft_s0s2);
355 ct_rlwe_dft_s0s2.decrypt(&module, &mut pt, &sk_dft, scratch.borrow());
356 module.vec_znx_sub_scalar_inplace(&mut pt, 0, row_i, &pt_grlwe, 0);
357
358 let noise_have: f64 = pt.data.std(0, log_base2k).log2();
359
360 let var_gct_err_lhs: f64 = sigma * sigma;
361 let var_gct_err_rhs: f64 = 0f64;
362
363 let var_msg: f64 = 1f64 / module.n() as f64; // X^{k}
364 let var_a0_err: f64 = sigma * sigma;
365 let var_a1_err: f64 = 1f64 / 12f64;
366
367 let noise_want: f64 = noise_rgsw_product(
368 module.n() as f64,
369 log_base2k,
370 0.5,
371 var_msg,
372 var_a0_err,
373 var_a1_err,
374 var_gct_err_lhs,
375 var_gct_err_rhs,
376 log_k_grlwe,
377 log_k_grlwe,
378 );
379
380 assert!(
381 (noise_have - noise_want).abs() <= 0.1,
382 "{} {}",
383 noise_have,
384 noise_want
385 );
386 });
387}
388
389#[test]
390fn external_product_inplace() {
391 let module: Module<FFT64> = Module::<FFT64>::new(2048);
392 let log_base2k: usize = 12;
393 let log_k_grlwe: usize = 60;
394 let rows: usize = (log_k_grlwe + log_base2k - 1) / log_base2k;
395
396 let sigma: f64 = 3.2;
397 let bound: f64 = sigma * 6.0;
398
399 let mut ct_grlwe: GLWEKeySwitchKey<Vec<u8>, FFT64> = GLWEKeySwitchKey::new(&module, log_base2k, log_k_grlwe, rows);
400 let mut ct_rgsw: GGSWCiphertext<Vec<u8>, FFT64> = GGSWCiphertext::new(&module, log_base2k, log_k_grlwe, rows);
401
402 let mut pt_rgsw: ScalarZnx<Vec<u8>> = module.new_scalar_znx(1);
403 let mut pt_grlwe: ScalarZnx<Vec<u8>> = module.new_scalar_znx(1);
404
405 let mut source_xs: Source = Source::new([0u8; 32]);
406 let mut source_xe: Source = Source::new([0u8; 32]);
407 let mut source_xa: Source = Source::new([0u8; 32]);
408
409 let mut scratch: ScratchOwned = ScratchOwned::new(
410 GLWEKeySwitchKey::encrypt_sk_scratch_space(&module, ct_grlwe.size())
411 | GLWECiphertextFourier::decrypt_scratch_space(&module, ct_grlwe.size())
412 | GLWEKeySwitchKey::external_product_inplace_scratch_space(&module, ct_grlwe.size(), ct_rgsw.size())
413 | GGSWCiphertext::encrypt_sk_scratch_space(&module, ct_rgsw.size()),
414 );
415
416 let k: usize = 1;
417
418 pt_rgsw.raw_mut()[k] = 1; // X^{k}
419
420 pt_grlwe.fill_ternary_prob(0, 0.5, &mut source_xs);
421
422 let mut sk: SecretKey<Vec<u8>> = SecretKey::new(&module);
423 sk.fill_ternary_prob(0.5, &mut source_xs);
424
425 let mut sk_dft: SecretKeyFourier<Vec<u8>, FFT64> = SecretKeyFourier::new(&module);
426 sk_dft.dft(&module, &sk);
427
428 // GRLWE_{s1}(s0) = s0 -> s1
429 ct_grlwe.encrypt_sk(
430 &module,
431 &pt_grlwe,
432 &sk_dft,
433 &mut source_xa,
434 &mut source_xe,
435 sigma,
436 bound,
437 scratch.borrow(),
438 );
439
440 ct_rgsw.encrypt_sk(
441 &module,
442 &pt_rgsw,
443 &sk_dft,
444 &mut source_xa,
445 &mut source_xe,
446 sigma,
447 bound,
448 scratch.borrow(),
449 );
450
451 // GRLWE_(m) (x) RGSW_(X^k) = GRLWE_(m * X^k)
452 ct_grlwe.external_product_inplace(&module, &ct_rgsw, scratch.borrow());
453
454 let mut ct_rlwe_dft_s0s2: GLWECiphertextFourier<Vec<u8>, FFT64> =
455 GLWECiphertextFourier::new(&module, log_base2k, log_k_grlwe);
456 let mut pt: GLWEPlaintext<Vec<u8>> = GLWEPlaintext::new(&module, log_base2k, log_k_grlwe);
457
458 module.vec_znx_rotate_inplace(k as i64, &mut pt_grlwe, 0);
459
460 (0..ct_grlwe.rows()).for_each(|row_i| {
461 ct_grlwe.get_row(&module, row_i, 0, &mut ct_rlwe_dft_s0s2);
462 ct_rlwe_dft_s0s2.decrypt(&module, &mut pt, &sk_dft, scratch.borrow());
463 module.vec_znx_sub_scalar_inplace(&mut pt, 0, row_i, &pt_grlwe, 0);
464
465 let noise_have: f64 = pt.data.std(0, log_base2k).log2();
466
467 let var_gct_err_lhs: f64 = sigma * sigma;
468 let var_gct_err_rhs: f64 = 0f64;
469
470 let var_msg: f64 = 1f64 / module.n() as f64; // X^{k}
471 let var_a0_err: f64 = sigma * sigma;
472 let var_a1_err: f64 = 1f64 / 12f64;
473
474 let noise_want: f64 = noise_rgsw_product(
475 module.n() as f64,
476 log_base2k,
477 0.5,
478 var_msg,
479 var_a0_err,
480 var_a1_err,
481 var_gct_err_lhs,
482 var_gct_err_rhs,
483 log_k_grlwe,
484 log_k_grlwe,
485 );
486
487 assert!(
488 (noise_have - noise_want).abs() <= 0.1,
489 "{} {}",
490 noise_have,
491 noise_want
492 );
493 });
494}
495
496pub(crate) fn noise_grlwe_rlwe_product(
497 n: f64,
498 log_base2k: usize,
499 var_xs: f64,
500 var_msg: f64,
501 var_a_err: f64,
502 var_gct_err_lhs: f64,
503 var_gct_err_rhs: f64,
504 a_logq: usize,
505 b_logq: usize,
506) -> f64 {
507 let a_logq: usize = a_logq.min(b_logq);
508 let a_cols: usize = (a_logq + log_base2k - 1) / log_base2k;
509
510 let b_scale = 2.0f64.powi(b_logq as i32);
511 let a_scale: f64 = 2.0f64.powi((b_logq - a_logq) as i32);
512
513 let base: f64 = (1 << (log_base2k)) as f64;
514 let var_base: f64 = base * base / 12f64;
515
516 // lhs = a_cols * n * (var_base * var_gct_err_lhs + var_e_a * var_msg * p^2)
517 // rhs = a_cols * n * var_base * var_gct_err_rhs * var_xs
518 let mut noise: f64 = (a_cols as f64) * n * var_base * (var_gct_err_lhs + var_xs * var_gct_err_rhs);
519 noise += var_msg * var_a_err * a_scale * a_scale * n;
520 noise = noise.sqrt();
521 noise /= b_scale;
522 noise.log2().min(-1.0) // max noise is [-2^{-1}, 2^{-1}]
523}