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