pir.cpp 8.6 KB

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  1. #include "pir.hpp"
  2. using namespace std;
  3. using namespace seal;
  4. using namespace seal::util;
  5. vector<uint64_t> get_dimensions(uint64_t plaintext_num, uint32_t d) {
  6. assert(d > 0);
  7. assert(plaintext_num > 0);
  8. vector<uint64_t> dimensions(d);
  9. for (uint32_t i = 0; i < d; i++) {
  10. dimensions[i] = std::max((uint32_t) 2, (uint32_t) floor(pow(plaintext_num, 1.0/d)));
  11. }
  12. uint32_t product = 1;
  13. uint32_t j = 0;
  14. // if plaintext_num is not a d-power
  15. if ((double) dimensions[0] != pow(plaintext_num, 1.0 / d)) {
  16. while (product < plaintext_num && j < d) {
  17. product = 1;
  18. dimensions[j++]++;
  19. for (uint32_t i = 0; i < d; i++) {
  20. product *= dimensions[i];
  21. }
  22. }
  23. }
  24. return dimensions;
  25. }
  26. void gen_params(uint64_t ele_num, uint64_t ele_size, uint32_t N, uint32_t logt,
  27. uint32_t d, EncryptionParameters &params,
  28. PirParams &pir_params) {
  29. // Determine the maximum size of each dimension
  30. // plain modulus = a power of 2 plus 1
  31. uint64_t plain_mod = (static_cast<uint64_t>(1) << logt) + 1;
  32. uint64_t plaintext_num = plaintexts_per_db(logt, N, ele_num, ele_size);
  33. uint32_t logtp = plainmod_after_expansion(logt, N, d, ele_num, ele_size);
  34. cout << "log(plain mod) before expand = " << logt << endl;
  35. cout << "log(plain mod) after expand = " << logtp << endl;
  36. #ifdef DEBUG
  37. cout << "log(plain mod) before expand = " << logt << endl;
  38. cout << "number of FV plaintexts = " << plaintext_num << endl;
  39. #endif
  40. vector<SmallModulus> coeff_mod_array;
  41. uint32_t logq = 0;
  42. for (uint32_t i = 0; i < 1; i++) {
  43. coeff_mod_array.emplace_back(SmallModulus());
  44. coeff_mod_array[i] = DefaultParams::small_mods_60bit(i);
  45. logq += coeff_mod_array[i].bit_count();
  46. }
  47. params.set_poly_modulus_degree(N);
  48. params.set_coeff_modulus(coeff_mod_array);
  49. params.set_plain_modulus(plain_mod);
  50. vector<uint64_t> nvec = get_dimensions(plaintext_num, d);
  51. uint32_t expansion_ratio = 0;
  52. for (uint32_t i = 0; i < params.coeff_modulus().size(); ++i) {
  53. double logqi = log2(params.coeff_modulus()[i].value());
  54. cout << "PIR: logqi = " << logqi << endl;
  55. expansion_ratio += ceil(logqi / logt);
  56. }
  57. pir_params.d = d;
  58. pir_params.dbc = 6;
  59. pir_params.n = plaintext_num;
  60. pir_params.nvec = nvec;
  61. pir_params.expansion_ratio = expansion_ratio << 1; // because one ciphertext = two polys
  62. }
  63. void update_params(uint64_t ele_num, uint64_t ele_size, uint32_t d,
  64. const EncryptionParameters &old_params, EncryptionParameters &expanded_params,
  65. PirParams &pir_params) {
  66. uint32_t logt = ceil(log2(old_params.plain_modulus().value()));
  67. uint32_t N = old_params.poly_modulus_degree();
  68. // Determine the maximum size of each dimension
  69. uint32_t logtp = plainmod_after_expansion(logt, N, d, ele_num, ele_size);
  70. uint64_t expanded_plain_mod = static_cast<uint64_t>(1) << logtp;
  71. uint64_t plaintext_num = plaintexts_per_db(logtp, N, ele_num, ele_size);
  72. #ifdef DEBUG
  73. cout << "log(plain mod) before expand = " << logt << endl;
  74. cout << "log(plain mod) after expand = " << logtp << endl;
  75. cout << "number of FV plaintexts = " << plaintext_num << endl;
  76. #endif
  77. expanded_params.set_poly_modulus_degree(old_params.poly_modulus_degree());
  78. expanded_params.set_coeff_modulus(old_params.coeff_modulus());
  79. expanded_params.set_plain_modulus(expanded_plain_mod);
  80. // Assumes dimension of database is 2
  81. vector<uint64_t> nvec = get_dimensions(plaintext_num, d);
  82. uint32_t expansion_ratio = 0;
  83. for (uint32_t i = 0; i < old_params.coeff_modulus().size(); ++i) {
  84. double logqi = log2(old_params.coeff_modulus()[i].value());
  85. expansion_ratio += ceil(logqi / logtp);
  86. }
  87. pir_params.d = d;
  88. pir_params.dbc = 6;
  89. pir_params.n = plaintext_num;
  90. pir_params.nvec = nvec;
  91. pir_params.expansion_ratio = expansion_ratio << 1;
  92. }
  93. uint32_t plainmod_after_expansion(uint32_t logt, uint32_t N, uint32_t d,
  94. uint64_t ele_num, uint64_t ele_size) {
  95. // Goal: find max logtp such that logtp + ceil(log(ceil(d_root(n)))) <= logt
  96. // where n = ceil(ele_num / floor(N*logtp / ele_size *8))
  97. for (uint32_t logtp = logt; logtp >= 2; logtp--) {
  98. uint64_t n = plaintexts_per_db(logtp, N, ele_num, ele_size);
  99. if (logtp == logt && n == 1) {
  100. return logtp - 1;
  101. }
  102. if ((double)logtp + ceil(log2(ceil(pow(n, 1.0/(double)d)))) <= logt) {
  103. return logtp;
  104. }
  105. }
  106. assert(0); // this should never happen
  107. return logt;
  108. }
  109. // Number of coefficients needed to represent a database element
  110. uint64_t coefficients_per_element(uint32_t logtp, uint64_t ele_size) {
  111. return ceil(8 * ele_size / (double)logtp);
  112. }
  113. // Number of database elements that can fit in a single FV plaintext
  114. uint64_t elements_per_ptxt(uint32_t logt, uint64_t N, uint64_t ele_size) {
  115. uint64_t coeff_per_ele = coefficients_per_element(logt, ele_size);
  116. uint64_t ele_per_ptxt = N / coeff_per_ele;
  117. //assert(ele_per_ptxt > 0);
  118. return ele_per_ptxt;
  119. }
  120. // Number of FV plaintexts needed to represent the database
  121. uint64_t plaintexts_per_db(uint32_t logtp, uint64_t N, uint64_t ele_num, uint64_t ele_size) {
  122. uint64_t ele_per_ptxt = elements_per_ptxt(logtp, N, ele_size);
  123. return ceil((double)ele_num / ele_per_ptxt);
  124. }
  125. vector<uint64_t> bytes_to_coeffs(uint32_t limit, const uint8_t *bytes, uint64_t size) {
  126. uint64_t size_out = coefficients_per_element(limit, size);
  127. vector<uint64_t> output(size_out);
  128. uint32_t room = limit;
  129. uint64_t *target = &output[0];
  130. for (uint32_t i = 0; i < size; i++) {
  131. uint8_t src = bytes[i];
  132. uint32_t rest = 8;
  133. while (rest) {
  134. if (room == 0) {
  135. target++;
  136. room = limit;
  137. }
  138. uint32_t shift = rest;
  139. if (room < rest) {
  140. shift = room;
  141. }
  142. *target = *target << shift;
  143. *target = *target | (src >> (8 - shift));
  144. src = src << shift;
  145. room -= shift;
  146. rest -= shift;
  147. }
  148. }
  149. *target = *target << room;
  150. return output;
  151. }
  152. void coeffs_to_bytes(uint32_t limit, const Plaintext &coeffs, uint8_t *output, uint32_t size_out) {
  153. uint32_t room = 8;
  154. uint32_t j = 0;
  155. uint8_t *target = output;
  156. for (uint32_t i = 0; i < coeffs.coeff_count(); i++) {
  157. uint64_t src = coeffs[i];
  158. uint32_t rest = limit;
  159. while (rest && j < size_out) {
  160. uint32_t shift = rest;
  161. if (room < rest) {
  162. shift = room;
  163. }
  164. target[j] = target[j] << shift;
  165. target[j] = target[j] | (src >> (limit - shift));
  166. src = src << shift;
  167. room -= shift;
  168. rest -= shift;
  169. if (room == 0) {
  170. j++;
  171. room = 8;
  172. }
  173. }
  174. }
  175. }
  176. void vector_to_plaintext(const vector<uint64_t> &coeffs, Plaintext &plain) {
  177. uint32_t coeff_count = coeffs.size();
  178. plain.resize(coeff_count);
  179. util::set_uint_uint(coeffs.data(), coeff_count, plain.data());
  180. }
  181. vector<uint64_t> compute_indices(uint64_t desiredIndex, vector<uint64_t> Nvec) {
  182. uint32_t num = Nvec.size();
  183. uint64_t product = 1;
  184. for (uint32_t i = 0; i < num; i++) {
  185. product *= Nvec[i];
  186. }
  187. uint64_t j = desiredIndex;
  188. vector<uint64_t> result;
  189. for (uint32_t i = 0; i < num; i++) {
  190. product /= Nvec[i];
  191. uint64_t ji = j / product;
  192. result.push_back(ji);
  193. j -= ji * product;
  194. }
  195. return result;
  196. }
  197. inline Ciphertext deserialize_ciphertext(string s) {
  198. Ciphertext c;
  199. std::istringstream input(s);
  200. c.unsafe_load(input);
  201. return c;
  202. }
  203. vector<Ciphertext> deserialize_ciphertexts(uint32_t count, string s, uint32_t len_ciphertext) {
  204. vector<Ciphertext> c;
  205. for (uint32_t i = 0; i < count; i++) {
  206. c.push_back(deserialize_ciphertext(s.substr(i * len_ciphertext, len_ciphertext)));
  207. }
  208. return c;
  209. }
  210. inline string serialize_ciphertext(Ciphertext c) {
  211. std::ostringstream output;
  212. c.save(output);
  213. return output.str();
  214. }
  215. string serialize_ciphertexts(vector<Ciphertext> c) {
  216. string s;
  217. for (uint32_t i = 0; i < c.size(); i++) {
  218. s.append(serialize_ciphertext(c[i]));
  219. }
  220. return s;
  221. }
  222. string serialize_galoiskeys(GaloisKeys g) {
  223. std::ostringstream output;
  224. g.save(output);
  225. return output.str();
  226. }
  227. GaloisKeys *deserialize_galoiskeys(string s) {
  228. GaloisKeys *g = new GaloisKeys();
  229. std::istringstream input(s);
  230. g->unsafe_load(input);
  231. return g;
  232. }