pir_server.cpp 17 KB

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  1. #include "pir_server.hpp"
  2. #include "pir_client.hpp"
  3. using namespace std;
  4. using namespace seal;
  5. using namespace seal::util;
  6. PIRServer::PIRServer(const EncryptionParameters &params, const PirParams &pir_params) :
  7. params_(params),
  8. pir_params_(pir_params),
  9. is_db_preprocessed_(false)
  10. {
  11. context_ = make_shared<SEALContext>(params, true);
  12. evaluator_ = make_unique<Evaluator>(*context_);
  13. }
  14. void PIRServer::preprocess_database() {
  15. if (!is_db_preprocessed_) {
  16. for (uint32_t i = 0; i < db_->size(); i++) {
  17. evaluator_->transform_to_ntt_inplace(
  18. db_->operator[](i), context_->first_parms_id());
  19. }
  20. is_db_preprocessed_ = true;
  21. }
  22. }
  23. // Server takes over ownership of db and will free it when it exits
  24. void PIRServer::set_database(unique_ptr<vector<Plaintext>> &&db) {
  25. if (!db) {
  26. throw invalid_argument("db cannot be null");
  27. }
  28. db_ = move(db);
  29. is_db_preprocessed_ = false;
  30. }
  31. void PIRServer::set_database(const std::unique_ptr<const std::uint8_t[]> &bytes,
  32. uint64_t ele_num, uint64_t ele_size) {
  33. uint32_t logt = floor(log2(params_.plain_modulus().value()));
  34. uint32_t N = params_.poly_modulus_degree();
  35. cout << "logt: " << logt << endl << "N: " << N << endl <<
  36. "ele_num: " << ele_num << endl << "ele_size: " << ele_size << endl;
  37. // number of FV plaintexts needed to represent all elements
  38. uint64_t total = plaintexts_per_db(logt, N, ele_num, ele_size);
  39. // number of FV plaintexts needed to create the d-dimensional matrix
  40. uint64_t prod = 1;
  41. for (uint32_t i = 0; i < pir_params_.nvec.size(); i++) {
  42. prod *= pir_params_.nvec[i];
  43. }
  44. uint64_t matrix_plaintexts = prod;
  45. cout << "Total:" << total << endl << "Prod: "
  46. << matrix_plaintexts << endl;
  47. assert(total <= matrix_plaintexts);
  48. auto result = make_unique<vector<Plaintext>>();
  49. result->reserve(matrix_plaintexts);
  50. uint64_t ele_per_ptxt = elements_per_ptxt(logt, N, ele_size);
  51. uint64_t bytes_per_ptxt = ele_per_ptxt * ele_size;
  52. uint64_t db_size = ele_num * ele_size;
  53. uint64_t coeff_per_ptxt = ele_per_ptxt * coefficients_per_element(logt, ele_size);
  54. assert(coeff_per_ptxt <= N);
  55. cout << "Server: total number of FV plaintext = " << total << endl;
  56. cout << "Server: elements packed into each plaintext " << ele_per_ptxt << endl;
  57. uint32_t offset = 0;
  58. for (uint64_t i = 0; i < total; i++) {
  59. uint64_t process_bytes = 0;
  60. if (db_size <= offset) {
  61. break;
  62. } else if (db_size < offset + bytes_per_ptxt) {
  63. process_bytes = db_size - offset;
  64. } else {
  65. process_bytes = bytes_per_ptxt;
  66. }
  67. // Get the coefficients of the elements that will be packed in plaintext i
  68. vector<uint64_t> coefficients = bytes_to_coeffs(logt, bytes.get() + offset, process_bytes);
  69. offset += process_bytes;
  70. uint64_t used = coefficients.size();
  71. assert(used <= coeff_per_ptxt);
  72. // Pad the rest with 1s
  73. for (uint64_t j = 0; j < (N - used); j++) {
  74. coefficients.push_back(1);
  75. }
  76. Plaintext plain;
  77. vector_to_plaintext(coefficients, plain);
  78. // cout << i << "-th encoded plaintext = " << plain.to_string() << endl;
  79. result->push_back(move(plain));
  80. }
  81. // Add padding to make database a matrix
  82. uint64_t current_plaintexts = result->size();
  83. assert(current_plaintexts <= total);
  84. #ifdef DEBUG
  85. cout << "adding: " << matrix_plaintexts - current_plaintexts
  86. << " FV plaintexts of padding (equivalent to: "
  87. << (matrix_plaintexts - current_plaintexts) * elements_per_ptxt(logtp, N, ele_size)
  88. << " elements)" << endl;
  89. #endif
  90. vector<uint64_t> padding(N, 1);
  91. for (uint64_t i = 0; i < (matrix_plaintexts - current_plaintexts); i++) {
  92. Plaintext plain;
  93. vector_to_plaintext(padding, plain);
  94. result->push_back(plain);
  95. }
  96. set_database(move(result));
  97. }
  98. void PIRServer::set_galois_key(std::uint32_t client_id, seal::GaloisKeys galkey) {
  99. galoisKeys_[client_id] = galkey;
  100. }
  101. PirReply PIRServer::generate_reply(PirQuery query, uint32_t client_id, const PIRClient& client) {
  102. vector<uint64_t> nvec = pir_params_.nvec;
  103. uint64_t product = 1;
  104. for (uint32_t i = 0; i < nvec.size(); i++) {
  105. product *= nvec[i];
  106. }
  107. auto coeff_count = params_.poly_modulus_degree();
  108. vector<Plaintext> *cur = db_.get();
  109. vector<Plaintext> intermediate_plain; // decompose....
  110. auto pool = MemoryManager::GetPool();
  111. int N = params_.poly_modulus_degree();
  112. int logt = floor(log2(params_.plain_modulus().value()));
  113. cout << "expansion ratio = " << pir_params_.expansion_ratio << endl;
  114. for (uint32_t i = 0; i < nvec.size(); i++) {
  115. cout << "Server: " << i + 1 << "-th recursion level started " << endl;
  116. vector<Ciphertext> expanded_query;
  117. uint64_t n_i = nvec[i];
  118. cout << "Server: n_i = " << n_i << endl;
  119. cout << "Server: expanding " << query[i].size() << " query ctxts" << endl;
  120. for (uint32_t j = 0; j < query[i].size(); j++){
  121. uint64_t total = N;
  122. if (j == query[i].size() - 1){
  123. total = ((n_i - 1) % N) + 1;
  124. }
  125. cout << "-- expanding one query ctxt into " << total << " ctxts "<< endl;
  126. vector<Ciphertext> expanded_query_part = expand_query(query[i][j], total, client_id, client);
  127. expanded_query.insert(expanded_query.end(), std::make_move_iterator(expanded_query_part.begin()),
  128. std::make_move_iterator(expanded_query_part.end()));
  129. expanded_query_part.clear();
  130. }
  131. cout << "Server: expansion done " << endl;
  132. if (expanded_query.size() != n_i) {
  133. cout << " size mismatch!!! " << expanded_query.size() << ", " << n_i << endl;
  134. }
  135. cout << "Checking expanded query " << endl;
  136. Plaintext tempPt;
  137. for (int h = 0 ; h < expanded_query.size(); h++){
  138. client.decryptor_->decrypt(expanded_query[h], tempPt);
  139. if(tempPt.is_zero()){
  140. continue;
  141. }
  142. cout << "index: " << h << ", ";
  143. cout << "noise budget = " << client.decryptor_->invariant_noise_budget(expanded_query[h]) << ", ";
  144. cout << tempPt.to_string() << endl;
  145. }
  146. cout << endl;
  147. // Transform expanded query to NTT, and ...
  148. for (uint32_t jj = 0; jj < expanded_query.size(); jj++) {
  149. evaluator_->transform_to_ntt_inplace(expanded_query[jj]);
  150. }
  151. // Transform plaintext to NTT. If database is pre-processed, can skip
  152. if ((!is_db_preprocessed_) || i > 0) {
  153. for (uint32_t jj = 0; jj < cur->size(); jj++) {
  154. evaluator_->transform_to_ntt_inplace((*cur)[jj], context_->first_parms_id());
  155. }
  156. }
  157. for (uint64_t k = 0; k < product; k++) {
  158. if ((*cur)[k].is_zero()){
  159. cout << k + 1 << "/ " << product << "-th ptxt = 0 " << endl;
  160. }
  161. }
  162. product /= n_i;
  163. vector<Ciphertext> intermediateCtxts(product);
  164. Ciphertext temp;
  165. for (uint64_t k = 0; k < product; k++) {
  166. evaluator_->multiply_plain(expanded_query[0], (*cur)[k], intermediateCtxts[k]);
  167. for (uint64_t j = 1; j < n_i; j++) {
  168. evaluator_->multiply_plain(expanded_query[j], (*cur)[k + j * product], temp);
  169. evaluator_->add_inplace(intermediateCtxts[k], temp); // Adds to first component.
  170. }
  171. }
  172. for (uint32_t jj = 0; jj < intermediateCtxts.size(); jj++) {
  173. evaluator_->transform_from_ntt_inplace(intermediateCtxts[jj]);
  174. // print intermediate ctxts?
  175. //cout << "const term of ctxt " << jj << " = " << intermediateCtxts[jj][0] << endl;
  176. }
  177. if (i == nvec.size() - 1) {
  178. return intermediateCtxts;
  179. } else {
  180. intermediate_plain.clear();
  181. intermediate_plain.reserve(pir_params_.expansion_ratio * product);
  182. cur = &intermediate_plain;
  183. auto tempplain = util::allocate<Plaintext>(
  184. pir_params_.expansion_ratio * product,
  185. pool, coeff_count);
  186. for (uint64_t rr = 0; rr < product; rr++) {
  187. decompose_to_plaintexts_ptr(intermediateCtxts[rr],
  188. tempplain.get() + rr * pir_params_.expansion_ratio, logt);
  189. for (uint32_t jj = 0; jj < pir_params_.expansion_ratio; jj++) {
  190. auto offset = rr * pir_params_.expansion_ratio + jj;
  191. intermediate_plain.emplace_back(tempplain[offset]);
  192. }
  193. }
  194. product *= pir_params_.expansion_ratio; // multiply by expansion rate.
  195. }
  196. cout << "Server: " << i + 1 << "-th recursion level finished " << endl;
  197. cout << endl;
  198. }
  199. cout << "reply generated! " << endl;
  200. // This should never get here
  201. assert(0);
  202. vector<Ciphertext> fail(1);
  203. return fail;
  204. }
  205. Ciphertext PIRServer::generate_public_reply(Ciphertext one_ct, std::uint64_t desiredIndex){
  206. vector<Plaintext> *cur = db_.get();
  207. Ciphertext result;
  208. evaluator_->transform_to_ntt_inplace(one_ct);
  209. cout << "transformed" << endl;
  210. evaluator_->multiply_plain(one_ct, (*cur)[desiredIndex], result);
  211. cout << "reply generated" << endl;
  212. evaluator_->transform_from_ntt_inplace(result);
  213. return result;
  214. }
  215. inline vector<Ciphertext> PIRServer::expand_query(const Ciphertext &encrypted, uint32_t m,
  216. uint32_t client_id, const PIRClient& client) {
  217. #ifdef DEBUG
  218. uint64_t plainMod = params_.plain_modulus().value();
  219. cout << "PIRServer side plain modulus = " << plainMod << endl;
  220. #endif
  221. GaloisKeys &galkey = galoisKeys_[client_id];
  222. // Assume that m is a power of 2. If not, round it to the next power of 2.
  223. uint32_t logm = ceil(log2(m));
  224. Plaintext two("2");
  225. vector<int> galois_elts;
  226. auto n = params_.poly_modulus_degree();
  227. if (logm > ceil(log2(n))){
  228. throw logic_error("m > n is not allowed.");
  229. }
  230. for (int i = 0; i < ceil(log2(n)); i++) {
  231. galois_elts.push_back((n + exponentiate_uint(2, i)) / exponentiate_uint(2, i));
  232. }
  233. vector<Ciphertext> temp;
  234. temp.push_back(encrypted);
  235. Ciphertext tempctxt;
  236. Ciphertext tempctxt_rotated;
  237. Ciphertext tempctxt_shifted;
  238. Ciphertext tempctxt_rotatedshifted;
  239. for (uint32_t i = 0; i < logm - 1; i++) {
  240. vector<Ciphertext> newtemp(temp.size() << 1);
  241. // temp[a] = (j0 = a (mod 2**i) ? ) : Enc(x^{j0 - a}) else Enc(0). With
  242. // some scaling....
  243. int index_raw = (n << 1) - (1 << i);
  244. int index = (index_raw * galois_elts[i]) % (n << 1);
  245. for (uint32_t a = 0; a < temp.size(); a++) {
  246. evaluator_->apply_galois(temp[a], galois_elts[i], galkey, tempctxt_rotated);
  247. //cout << "rotate " << client.decryptor_->invariant_noise_budget(tempctxt_rotated) << ", ";
  248. evaluator_->add(temp[a], tempctxt_rotated, newtemp[a]);
  249. multiply_power_of_X(temp[a], tempctxt_shifted, index_raw);
  250. //cout << "mul by x^pow: " << client.decryptor_->invariant_noise_budget(tempctxt_shifted) << ", ";
  251. multiply_power_of_X(tempctxt_rotated, tempctxt_rotatedshifted, index);
  252. // cout << "mul by x^pow: " << client.decryptor_->invariant_noise_budget(tempctxt_rotatedshifted) << ", ";
  253. // Enc(2^i x^j) if j = 0 (mod 2**i).
  254. evaluator_->add(tempctxt_shifted, tempctxt_rotatedshifted, newtemp[a + temp.size()]);
  255. }
  256. temp = newtemp;
  257. /*
  258. cout << "end: ";
  259. for (int h = 0; h < temp.size();h++){
  260. cout << client.decryptor_->invariant_noise_budget(temp[h]) << ", ";
  261. }
  262. cout << endl;
  263. */
  264. }
  265. // Last step of the loop
  266. vector<Ciphertext> newtemp(temp.size() << 1);
  267. int index_raw = (n << 1) - (1 << (logm - 1));
  268. int index = (index_raw * galois_elts[logm - 1]) % (n << 1);
  269. for (uint32_t a = 0; a < temp.size(); a++) {
  270. if (a >= (m - (1 << (logm - 1)))) { // corner case.
  271. evaluator_->multiply_plain(temp[a], two, newtemp[a]); // plain multiplication by 2.
  272. // cout << client.decryptor_->invariant_noise_budget(newtemp[a]) << ", ";
  273. } else {
  274. evaluator_->apply_galois(temp[a], galois_elts[logm - 1], galkey, tempctxt_rotated);
  275. evaluator_->add(temp[a], tempctxt_rotated, newtemp[a]);
  276. multiply_power_of_X(temp[a], tempctxt_shifted, index_raw);
  277. multiply_power_of_X(tempctxt_rotated, tempctxt_rotatedshifted, index);
  278. evaluator_->add(tempctxt_shifted, tempctxt_rotatedshifted, newtemp[a + temp.size()]);
  279. }
  280. }
  281. vector<Ciphertext>::const_iterator first = newtemp.begin();
  282. vector<Ciphertext>::const_iterator last = newtemp.begin() + m;
  283. vector<Ciphertext> newVec(first, last);
  284. for(Ciphertext c: newVec){
  285. }
  286. return newVec;
  287. }
  288. inline void PIRServer::multiply_power_of_X(const Ciphertext &encrypted, Ciphertext &destination,
  289. uint32_t index) {
  290. auto coeff_mod_count = params_.coeff_modulus().size() - 1;
  291. auto coeff_count = params_.poly_modulus_degree();
  292. auto encrypted_count = encrypted.size();
  293. //cout << "coeff mod count for power of X = " << coeff_mod_count << endl;
  294. //cout << "coeff count for power of X = " << coeff_count << endl;
  295. // First copy over.
  296. destination = encrypted;
  297. // Prepare for destination
  298. // Multiply X^index for each ciphertext polynomial
  299. for (int i = 0; i < encrypted_count; i++) {
  300. for (int j = 0; j < coeff_mod_count; j++) {
  301. negacyclic_shift_poly_coeffmod(encrypted.data(i) + (j * coeff_count),
  302. coeff_count, index,
  303. params_.coeff_modulus()[j],
  304. destination.data(i) + (j * coeff_count));
  305. }
  306. }
  307. }
  308. inline void PIRServer::decompose_to_plaintexts_ptr(const Ciphertext &encrypted, Plaintext *plain_ptr, int logt) {
  309. vector<Plaintext> result;
  310. auto coeff_count = params_.poly_modulus_degree();
  311. auto coeff_mod_count = params_.coeff_modulus().size();
  312. auto encrypted_count = encrypted.size();
  313. uint64_t t1 = 1 << logt; // t1 <= t.
  314. uint64_t t1minusone = t1 -1;
  315. // A triple for loop. Going over polys, moduli, and decomposed index.
  316. for (int i = 0; i < encrypted_count; i++) {
  317. const uint64_t *encrypted_pointer = encrypted.data(i);
  318. for (int j = 0; j < coeff_mod_count; j++) {
  319. // populate one poly at a time.
  320. // create a polynomial to store the current decomposition value
  321. // which will be copied into the array to populate it at the current
  322. // index.
  323. double logqj = log2(params_.coeff_modulus()[j].value());
  324. //int expansion_ratio = ceil(logqj + exponent - 1) / exponent;
  325. int expansion_ratio = ceil(logqj / logt);
  326. // cout << "local expansion ratio = " << expansion_ratio << endl;
  327. uint64_t curexp = 0;
  328. for (int k = 0; k < expansion_ratio; k++) {
  329. // Decompose here
  330. for (int m = 0; m < coeff_count; m++) {
  331. plain_ptr[i * coeff_mod_count * expansion_ratio
  332. + j * expansion_ratio + k][m] =
  333. (*(encrypted_pointer + m + (j * coeff_count)) >> curexp) & t1minusone;
  334. }
  335. curexp += logt;
  336. }
  337. }
  338. }
  339. }
  340. vector<Plaintext> PIRServer::decompose_to_plaintexts(const Ciphertext &encrypted) {
  341. vector<Plaintext> result;
  342. auto coeff_count = params_.poly_modulus_degree();
  343. auto coeff_mod_count = params_.coeff_modulus().size();
  344. auto plain_bit_count = params_.plain_modulus().bit_count();
  345. auto encrypted_count = encrypted.size();
  346. // Generate powers of t.
  347. uint64_t plainMod = params_.plain_modulus().value();
  348. // A triple for loop. Going over polys, moduli, and decomposed index.
  349. for (int i = 0; i < encrypted_count; i++) {
  350. const uint64_t *encrypted_pointer = encrypted.data(i);
  351. for (int j = 0; j < coeff_mod_count; j++) {
  352. // populate one poly at a time.
  353. // create a polynomial to store the current decomposition value
  354. // which will be copied into the array to populate it at the current
  355. // index.
  356. int logqj = log2(params_.coeff_modulus()[j].value());
  357. int expansion_ratio = ceil(logqj / log2(plainMod));
  358. // cout << "expansion ratio = " << expansion_ratio << endl;
  359. uint64_t cur = 1;
  360. for (int k = 0; k < expansion_ratio; k++) {
  361. // Decompose here
  362. Plaintext temp(coeff_count);
  363. transform(encrypted_pointer + (j * coeff_count),
  364. encrypted_pointer + ((j + 1) * coeff_count),
  365. temp.data(),
  366. [cur, &plainMod](auto &in) { return (in / cur) % plainMod; }
  367. );
  368. result.emplace_back(move(temp));
  369. cur *= plainMod;
  370. }
  371. }
  372. }
  373. return result;
  374. }