arnaucube
arnaucube/poulpyPublic Self-hosted repository
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> =
 65        GLWECiphertextFourier::alloc(&module, basek, k_ct_in, rank_in);
 66    let mut ct_glwe_out: GLWECiphertext<Vec<u8>> = GLWECiphertext::alloc(&module, basek, k_ct_out, rank_out);
 67    let mut ct_glwe_dft_out: GLWECiphertextFourier<Vec<u8>, FFT64> =
 68        GLWECiphertextFourier::alloc(&module, basek, k_ct_out, rank_out);
 69    let mut pt_want: GLWEPlaintext<Vec<u8>> = GLWEPlaintext::alloc(&module, basek, k_ct_in);
 70    let mut pt_have: GLWEPlaintext<Vec<u8>> = GLWEPlaintext::alloc(&module, basek, k_ct_out);
 71
 72    let mut source_xs: Source = Source::new([0u8; 32]);
 73    let mut source_xe: Source = Source::new([0u8; 32]);
 74    let mut source_xa: Source = Source::new([0u8; 32]);
 75
 76    // Random input plaintext
 77    pt_want
 78        .data
 79        .fill_uniform(basek, 0, pt_want.size(), &mut source_xa);
 80
 81    let mut scratch: ScratchOwned = ScratchOwned::new(
 82        GLWESwitchingKey::encrypt_sk_scratch_space(&module, rank_out, ksk.size())
 83            | GLWECiphertext::decrypt_scratch_space(&module, ct_glwe_out.size())
 84            | GLWECiphertext::encrypt_sk_scratch_space(&module, ct_glwe_in.size())
 85            | GLWECiphertextFourier::keyswitch_scratch_space(
 86                &module,
 87                ct_glwe_out.size(),
 88                rank_out,
 89                ct_glwe_in.size(),
 90                rank_in,
 91                ksk.size(),
 92            ),
 93    );
 94
 95    let mut sk_in: SecretKey<Vec<u8>> = SecretKey::alloc(&module, rank_in);
 96    sk_in.fill_ternary_prob(0.5, &mut source_xs);
 97
 98    let mut sk_in_dft: SecretKeyFourier<Vec<u8>, FFT64> = SecretKeyFourier::alloc(&module, rank_in);
 99    sk_in_dft.dft(&module, &sk_in);
100
101    let mut sk_out: SecretKey<Vec<u8>> = SecretKey::alloc(&module, rank_out);
102    sk_out.fill_ternary_prob(0.5, &mut source_xs);
103
104    let mut sk_out_dft: SecretKeyFourier<Vec<u8>, FFT64> = SecretKeyFourier::alloc(&module, rank_out);
105    sk_out_dft.dft(&module, &sk_out);
106
107    ksk.encrypt_sk(
108        &module,
109        &sk_in,
110        &sk_out_dft,
111        &mut source_xa,
112        &mut source_xe,
113        sigma,
114        scratch.borrow(),
115    );
116
117    ct_glwe_in.encrypt_sk(
118        &module,
119        &pt_want,
120        &sk_in_dft,
121        &mut source_xa,
122        &mut source_xe,
123        sigma,
124        scratch.borrow(),
125    );
126
127    ct_glwe_in.dft(&module, &mut ct_glwe_dft_in);
128    ct_glwe_dft_out.keyswitch(&module, &ct_glwe_dft_in, &ksk, scratch.borrow());
129    ct_glwe_dft_out.idft(&module, &mut ct_glwe_out, scratch.borrow());
130
131    ct_glwe_out.decrypt(&module, &mut pt_have, &sk_out_dft, scratch.borrow());
132
133    module.vec_znx_sub_ab_inplace(&mut pt_have, 0, &pt_want, 0);
134
135    let noise_have: f64 = pt_have.data.std(0, basek).log2();
136    let noise_want: f64 = log2_std_noise_gglwe_product(
137        module.n() as f64,
138        basek,
139        0.5,
140        0.5,
141        0f64,
142        sigma * sigma,
143        0f64,
144        rank_in as f64,
145        k_ct_in,
146        k_ksk,
147    );
148
149    assert!(
150        (noise_have - noise_want).abs() <= 0.1,
151        "{} {}",
152        noise_have,
153        noise_want
154    );
155}
156
157fn test_keyswitch_inplace(log_n: usize, basek: usize, k_ksk: usize, k_ct: usize, rank: usize, sigma: f64) {
158    let module: Module<FFT64> = Module::<FFT64>::new(1 << log_n);
159    let rows: usize = (k_ct + basek - 1) / basek;
160
161    let mut ksk: GLWESwitchingKey<Vec<u8>, FFT64> = GLWESwitchingKey::alloc(&module, basek, k_ksk, rows, rank, rank);
162    let mut ct_glwe: GLWECiphertext<Vec<u8>> = GLWECiphertext::alloc(&module, basek, k_ct, rank);
163    let mut ct_rlwe_dft: GLWECiphertextFourier<Vec<u8>, FFT64> = GLWECiphertextFourier::alloc(&module, basek, k_ct, rank);
164    let mut pt_want: GLWEPlaintext<Vec<u8>> = GLWEPlaintext::alloc(&module, basek, k_ct);
165    let mut pt_have: GLWEPlaintext<Vec<u8>> = GLWEPlaintext::alloc(&module, basek, k_ct);
166
167    let mut source_xs: Source = Source::new([0u8; 32]);
168    let mut source_xe: Source = Source::new([0u8; 32]);
169    let mut source_xa: Source = Source::new([0u8; 32]);
170
171    // Random input plaintext
172    pt_want
173        .data
174        .fill_uniform(basek, 0, pt_want.size(), &mut source_xa);
175
176    let mut scratch: ScratchOwned = ScratchOwned::new(
177        GLWESwitchingKey::encrypt_sk_scratch_space(&module, rank, ksk.size())
178            | GLWECiphertext::decrypt_scratch_space(&module, ct_glwe.size())
179            | GLWECiphertext::encrypt_sk_scratch_space(&module, ct_glwe.size())
180            | GLWECiphertextFourier::keyswitch_inplace_scratch_space(&module, ct_rlwe_dft.size(), ksk.size(), rank),
181    );
182
183    let mut sk_in: SecretKey<Vec<u8>> = SecretKey::alloc(&module, rank);
184    sk_in.fill_ternary_prob(0.5, &mut source_xs);
185
186    let mut sk_in_dft: SecretKeyFourier<Vec<u8>, FFT64> = SecretKeyFourier::alloc(&module, rank);
187    sk_in_dft.dft(&module, &sk_in);
188
189    let mut sk_out: SecretKey<Vec<u8>> = SecretKey::alloc(&module, rank);
190    sk_out.fill_ternary_prob(0.5, &mut source_xs);
191
192    let mut sk_out_dft: SecretKeyFourier<Vec<u8>, FFT64> = SecretKeyFourier::alloc(&module, rank);
193    sk_out_dft.dft(&module, &sk_out);
194
195    ksk.encrypt_sk(
196        &module,
197        &sk_in,
198        &sk_out_dft,
199        &mut source_xa,
200        &mut source_xe,
201        sigma,
202        scratch.borrow(),
203    );
204
205    ct_glwe.encrypt_sk(
206        &module,
207        &pt_want,
208        &sk_in_dft,
209        &mut source_xa,
210        &mut source_xe,
211        sigma,
212        scratch.borrow(),
213    );
214
215    ct_glwe.dft(&module, &mut ct_rlwe_dft);
216    ct_rlwe_dft.keyswitch_inplace(&module, &ksk, scratch.borrow());
217    ct_rlwe_dft.idft(&module, &mut ct_glwe, scratch.borrow());
218
219    ct_glwe.decrypt(&module, &mut pt_have, &sk_out_dft, scratch.borrow());
220
221    module.vec_znx_sub_ab_inplace(&mut pt_have, 0, &pt_want, 0);
222
223    let noise_have: f64 = pt_have.data.std(0, basek).log2();
224    let noise_want: f64 = log2_std_noise_gglwe_product(
225        module.n() as f64,
226        basek,
227        0.5,
228        0.5,
229        0f64,
230        sigma * sigma,
231        0f64,
232        rank as f64,
233        k_ct,
234        k_ksk,
235    );
236
237    assert!(
238        (noise_have - noise_want).abs() <= 0.1,
239        "{} {}",
240        noise_have,
241        noise_want
242    );
243}
244
245fn test_external_product(log_n: usize, basek: usize, k_ggsw: usize, k_ct_in: usize, k_ct_out: usize, rank: usize, sigma: f64) {
246    let module: Module<FFT64> = Module::<FFT64>::new(1 << log_n);
247
248    let rows: usize = (k_ct_in + basek - 1) / basek;
249
250    let mut ct_rgsw: GGSWCiphertext<Vec<u8>, FFT64> = GGSWCiphertext::alloc(&module, basek, k_ggsw, rows, rank);
251    let mut ct_in: GLWECiphertext<Vec<u8>> = GLWECiphertext::alloc(&module, basek, k_ct_in, rank);
252    let mut ct_out: GLWECiphertext<Vec<u8>> = GLWECiphertext::alloc(&module, basek, k_ct_out, rank);
253    let mut ct_in_dft: GLWECiphertextFourier<Vec<u8>, FFT64> = GLWECiphertextFourier::alloc(&module, basek, k_ct_in, rank);
254    let mut ct_out_dft: GLWECiphertextFourier<Vec<u8>, FFT64> = GLWECiphertextFourier::alloc(&module, basek, k_ct_out, rank);
255    let mut pt_rgsw: ScalarZnx<Vec<u8>> = module.new_scalar_znx(1);
256    let mut pt_want: GLWEPlaintext<Vec<u8>> = GLWEPlaintext::alloc(&module, basek, k_ct_in);
257    let mut pt_have: GLWEPlaintext<Vec<u8>> = GLWEPlaintext::alloc(&module, basek, k_ct_out);
258
259    let mut source_xs: Source = Source::new([0u8; 32]);
260    let mut source_xe: Source = Source::new([0u8; 32]);
261    let mut source_xa: Source = Source::new([0u8; 32]);
262
263    // Random input plaintext
264    pt_want
265        .data
266        .fill_uniform(basek, 0, pt_want.size(), &mut source_xa);
267
268    pt_want.to_mut().at_mut(0, 0)[1] = 1;
269
270    let k: usize = 1;
271
272    pt_rgsw.raw_mut()[k] = 1; // X^{k}
273
274    let mut scratch: ScratchOwned = ScratchOwned::new(
275        GGSWCiphertext::encrypt_sk_scratch_space(&module, rank, ct_rgsw.size())
276            | GLWECiphertext::decrypt_scratch_space(&module, ct_out.size())
277            | GLWECiphertext::encrypt_sk_scratch_space(&module, ct_in.size())
278            | GLWECiphertextFourier::external_product_scratch_space(&module, ct_out.size(), ct_in.size(), ct_rgsw.size(), rank),
279    );
280
281    let mut sk: SecretKey<Vec<u8>> = SecretKey::alloc(&module, rank);
282    sk.fill_ternary_prob(0.5, &mut source_xs);
283
284    let mut sk_dft: SecretKeyFourier<Vec<u8>, FFT64> = SecretKeyFourier::alloc(&module, rank);
285    sk_dft.dft(&module, &sk);
286
287    ct_rgsw.encrypt_sk(
288        &module,
289        &pt_rgsw,
290        &sk_dft,
291        &mut source_xa,
292        &mut source_xe,
293        sigma,
294        scratch.borrow(),
295    );
296
297    ct_in.encrypt_sk(
298        &module,
299        &pt_want,
300        &sk_dft,
301        &mut source_xa,
302        &mut source_xe,
303        sigma,
304        scratch.borrow(),
305    );
306
307    ct_in.dft(&module, &mut ct_in_dft);
308    ct_out_dft.external_product(&module, &ct_in_dft, &ct_rgsw, scratch.borrow());
309    ct_out_dft.idft(&module, &mut ct_out, scratch.borrow());
310
311    ct_out.decrypt(&module, &mut pt_have, &sk_dft, scratch.borrow());
312
313    module.vec_znx_rotate_inplace(k as i64, &mut pt_want, 0);
314
315    module.vec_znx_sub_ab_inplace(&mut pt_have, 0, &pt_want, 0);
316
317    let noise_have: f64 = pt_have.data.std(0, basek).log2();
318
319    let var_gct_err_lhs: f64 = sigma * sigma;
320    let var_gct_err_rhs: f64 = 0f64;
321
322    let var_msg: f64 = 1f64 / module.n() as f64; // X^{k}
323    let var_a0_err: f64 = sigma * sigma;
324    let var_a1_err: f64 = 1f64 / 12f64;
325
326    let noise_want: f64 = noise_ggsw_product(
327        module.n() as f64,
328        basek,
329        0.5,
330        var_msg,
331        var_a0_err,
332        var_a1_err,
333        var_gct_err_lhs,
334        var_gct_err_rhs,
335        rank as f64,
336        k_ct_in,
337        k_ggsw,
338    );
339
340    assert!(
341        (noise_have - noise_want).abs() <= 0.1,
342        "{} {}",
343        noise_have,
344        noise_want
345    );
346}
347
348fn test_external_product_inplace(log_n: usize, basek: usize, k_ggsw: usize, k_ct: usize, rank: usize, sigma: f64) {
349    let module: Module<FFT64> = Module::<FFT64>::new(1 << log_n);
350    let rows: usize = (k_ct + basek - 1) / basek;
351
352    let mut ct_ggsw: GGSWCiphertext<Vec<u8>, FFT64> = GGSWCiphertext::alloc(&module, basek, k_ggsw, rows, rank);
353    let mut ct: GLWECiphertext<Vec<u8>> = GLWECiphertext::alloc(&module, basek, k_ct, rank);
354    let mut ct_rlwe_dft: GLWECiphertextFourier<Vec<u8>, FFT64> = GLWECiphertextFourier::alloc(&module, basek, k_ct, rank);
355    let mut pt_rgsw: ScalarZnx<Vec<u8>> = module.new_scalar_znx(1);
356    let mut pt_want: GLWEPlaintext<Vec<u8>> = GLWEPlaintext::alloc(&module, basek, k_ct);
357    let mut pt_have: GLWEPlaintext<Vec<u8>> = GLWEPlaintext::alloc(&module, basek, k_ct);
358
359    let mut source_xs: Source = Source::new([0u8; 32]);
360    let mut source_xe: Source = Source::new([0u8; 32]);
361    let mut source_xa: Source = Source::new([0u8; 32]);
362
363    // Random input plaintext
364    pt_want
365        .data
366        .fill_uniform(basek, 0, pt_want.size(), &mut source_xa);
367
368    pt_want.to_mut().at_mut(0, 0)[1] = 1;
369
370    let k: usize = 1;
371
372    pt_rgsw.raw_mut()[k] = 1; // X^{k}
373
374    let mut scratch: ScratchOwned = ScratchOwned::new(
375        GGSWCiphertext::encrypt_sk_scratch_space(&module, rank, ct_ggsw.size())
376            | GLWECiphertext::decrypt_scratch_space(&module, ct.size())
377            | GLWECiphertext::encrypt_sk_scratch_space(&module, ct.size())
378            | GLWECiphertextFourier::external_product_inplace_scratch_space(&module, ct.size(), ct_ggsw.size(), rank),
379    );
380
381    let mut sk: SecretKey<Vec<u8>> = SecretKey::alloc(&module, rank);
382    sk.fill_ternary_prob(0.5, &mut source_xs);
383
384    let mut sk_dft: SecretKeyFourier<Vec<u8>, FFT64> = SecretKeyFourier::alloc(&module, rank);
385    sk_dft.dft(&module, &sk);
386
387    ct_ggsw.encrypt_sk(
388        &module,
389        &pt_rgsw,
390        &sk_dft,
391        &mut source_xa,
392        &mut source_xe,
393        sigma,
394        scratch.borrow(),
395    );
396
397    ct.encrypt_sk(
398        &module,
399        &pt_want,
400        &sk_dft,
401        &mut source_xa,
402        &mut source_xe,
403        sigma,
404        scratch.borrow(),
405    );
406
407    ct.dft(&module, &mut ct_rlwe_dft);
408    ct_rlwe_dft.external_product_inplace(&module, &ct_ggsw, scratch.borrow());
409    ct_rlwe_dft.idft(&module, &mut ct, scratch.borrow());
410
411    ct.decrypt(&module, &mut pt_have, &sk_dft, scratch.borrow());
412
413    module.vec_znx_rotate_inplace(k as i64, &mut pt_want, 0);
414
415    module.vec_znx_sub_ab_inplace(&mut pt_have, 0, &pt_want, 0);
416
417    let noise_have: f64 = pt_have.data.std(0, basek).log2();
418
419    let var_gct_err_lhs: f64 = sigma * sigma;
420    let var_gct_err_rhs: f64 = 0f64;
421
422    let var_msg: f64 = 1f64 / module.n() as f64; // X^{k}
423    let var_a0_err: f64 = sigma * sigma;
424    let var_a1_err: f64 = 1f64 / 12f64;
425
426    let noise_want: f64 = noise_ggsw_product(
427        module.n() as f64,
428        basek,
429        0.5,
430        var_msg,
431        var_a0_err,
432        var_a1_err,
433        var_gct_err_lhs,
434        var_gct_err_rhs,
435        rank as f64,
436        k_ct,
437        k_ggsw,
438    );
439
440    assert!(
441        (noise_have - noise_want).abs() <= 0.1,
442        "{} {}",
443        noise_have,
444        noise_want
445    );
446}