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shingles.c 8.3KB

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  1. /*-
  2. * Copyright 2016 Vsevolod Stakhov
  3. *
  4. * Licensed under the Apache License, Version 2.0 (the "License");
  5. * you may not use this file except in compliance with the License.
  6. * You may obtain a copy of the License at
  7. *
  8. * http://www.apache.org/licenses/LICENSE-2.0
  9. *
  10. * Unless required by applicable law or agreed to in writing, software
  11. * distributed under the License is distributed on an "AS IS" BASIS,
  12. * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
  13. * See the License for the specific language governing permissions and
  14. * limitations under the License.
  15. */
  16. #include "shingles.h"
  17. #include "fstring.h"
  18. #include "cryptobox.h"
  19. #include "images.h"
  20. #include "libstat/stat_api.h"
  21. #define SHINGLES_WINDOW 3
  22. #define SHINGLES_KEY_SIZE rspamd_cryptobox_SIPKEYBYTES
  23. static guint
  24. rspamd_shingles_keys_hash (gconstpointer k)
  25. {
  26. return rspamd_cryptobox_fast_hash (k, SHINGLES_KEY_SIZE,
  27. rspamd_hash_seed ());
  28. }
  29. static gboolean
  30. rspamd_shingles_keys_equal (gconstpointer k1, gconstpointer k2)
  31. {
  32. return (memcmp (k1, k2, SHINGLES_KEY_SIZE) == 0);
  33. }
  34. static void
  35. rspamd_shingles_keys_free (gpointer p)
  36. {
  37. guchar **k = p;
  38. guint i;
  39. for (i = 0; i < RSPAMD_SHINGLE_SIZE; i ++) {
  40. g_free (k[i]);
  41. }
  42. g_free (k);
  43. }
  44. static guchar **
  45. rspamd_shingles_keys_new (void)
  46. {
  47. guchar **k;
  48. guint i;
  49. k = g_malloc0 (sizeof (guchar *) * RSPAMD_SHINGLE_SIZE);
  50. for (i = 0; i < RSPAMD_SHINGLE_SIZE; i ++) {
  51. k[i] = g_malloc0 (sizeof (guchar) * SHINGLES_KEY_SIZE);
  52. }
  53. return k;
  54. }
  55. static guchar **
  56. rspamd_shingles_get_keys_cached (const guchar key[SHINGLES_KEY_SIZE])
  57. {
  58. static GHashTable *ht = NULL;
  59. guchar **keys = NULL, *key_cpy;
  60. rspamd_cryptobox_hash_state_t bs;
  61. const guchar *cur_key;
  62. guchar shabuf[rspamd_cryptobox_HASHBYTES], *out_key;
  63. guint i;
  64. if (ht == NULL) {
  65. ht = g_hash_table_new_full (rspamd_shingles_keys_hash,
  66. rspamd_shingles_keys_equal, g_free, rspamd_shingles_keys_free);
  67. }
  68. else {
  69. keys = g_hash_table_lookup (ht, key);
  70. }
  71. if (keys == NULL) {
  72. keys = rspamd_shingles_keys_new ();
  73. key_cpy = g_malloc (SHINGLES_KEY_SIZE);
  74. memcpy (key_cpy, key, SHINGLES_KEY_SIZE);
  75. /* Generate keys */
  76. rspamd_cryptobox_hash_init (&bs, NULL, 0);
  77. cur_key = key;
  78. for (i = 0; i < RSPAMD_SHINGLE_SIZE; i ++) {
  79. /*
  80. * To generate a set of hashes we just apply sha256 to the
  81. * initial key as many times as many hashes are required and
  82. * xor left and right parts of sha256 to get a single 16 bytes SIP key.
  83. */
  84. out_key = keys[i];
  85. rspamd_cryptobox_hash_update (&bs, cur_key, 16);
  86. rspamd_cryptobox_hash_final (&bs, shabuf);
  87. memcpy (out_key, shabuf, 16);
  88. rspamd_cryptobox_hash_init (&bs, NULL, 0);
  89. cur_key = out_key;
  90. }
  91. g_hash_table_insert (ht, key_cpy, keys);
  92. }
  93. return keys;
  94. }
  95. struct rspamd_shingle* RSPAMD_OPTIMIZE("unroll-loops")
  96. rspamd_shingles_from_text (GArray *input,
  97. const guchar key[16],
  98. rspamd_mempool_t *pool,
  99. rspamd_shingles_filter filter,
  100. gpointer filterd,
  101. enum rspamd_shingle_alg alg)
  102. {
  103. struct rspamd_shingle *res;
  104. guint64 **hashes;
  105. guchar **keys;
  106. rspamd_fstring_t *row;
  107. rspamd_stat_token_t *word;
  108. guint64 val;
  109. gint i, j, k;
  110. gsize hlen, beg = 0;
  111. enum rspamd_cryptobox_fast_hash_type ht;
  112. if (pool != NULL) {
  113. res = rspamd_mempool_alloc (pool, sizeof (*res));
  114. }
  115. else {
  116. res = g_malloc (sizeof (*res));
  117. }
  118. row = rspamd_fstring_sized_new (256);
  119. /* Init hashes pipes and keys */
  120. hashes = g_malloc (sizeof (*hashes) * RSPAMD_SHINGLE_SIZE);
  121. hlen = input->len > SHINGLES_WINDOW ?
  122. (input->len - SHINGLES_WINDOW + 1) : 1;
  123. keys = rspamd_shingles_get_keys_cached (key);
  124. for (i = 0; i < RSPAMD_SHINGLE_SIZE; i ++) {
  125. hashes[i] = g_malloc (hlen * sizeof (guint64));
  126. }
  127. /* Now parse input words into a vector of hashes using rolling window */
  128. if (alg == RSPAMD_SHINGLES_OLD) {
  129. for (i = 0; i <= (gint)input->len; i ++) {
  130. if (i - beg >= SHINGLES_WINDOW || i == (gint)input->len) {
  131. for (j = beg; j < i; j ++) {
  132. word = &g_array_index (input, rspamd_stat_token_t, j);
  133. row = rspamd_fstring_append (row, word->begin, word->len);
  134. }
  135. /* Now we need to create a new row here */
  136. for (j = 0; j < RSPAMD_SHINGLE_SIZE; j ++) {
  137. rspamd_cryptobox_siphash ((guchar *)&val, row->str, row->len,
  138. keys[j]);
  139. g_assert (hlen > beg);
  140. hashes[j][beg] = val;
  141. }
  142. beg++;
  143. row = rspamd_fstring_assign (row, "", 0);
  144. }
  145. }
  146. }
  147. else {
  148. guint64 res[SHINGLES_WINDOW * RSPAMD_SHINGLE_SIZE], seed;
  149. switch (alg) {
  150. case RSPAMD_SHINGLES_XXHASH:
  151. ht = RSPAMD_CRYPTOBOX_XXHASH64;
  152. break;
  153. case RSPAMD_SHINGLES_MUMHASH:
  154. ht = RSPAMD_CRYPTOBOX_MUMHASH;
  155. break;
  156. default:
  157. ht = RSPAMD_CRYPTOBOX_HASHFAST_INDEPENDENT;
  158. break;
  159. }
  160. memset (res, 0, sizeof (res));
  161. for (i = 0; i <= (gint)input->len; i ++) {
  162. if (i - beg >= SHINGLES_WINDOW || i == (gint)input->len) {
  163. for (j = 0; j < RSPAMD_SHINGLE_SIZE; j ++) {
  164. /* Shift hashes window to right */
  165. for (k = 0; k < SHINGLES_WINDOW - 1; k ++) {
  166. res[j * SHINGLES_WINDOW + k] =
  167. res[j * SHINGLES_WINDOW + k + 1];
  168. }
  169. word = &g_array_index (input, rspamd_stat_token_t, beg);
  170. /* Insert the last element to the pipe */
  171. memcpy (&seed, keys[j], sizeof (seed));
  172. res[j * SHINGLES_WINDOW + SHINGLES_WINDOW - 1] =
  173. rspamd_cryptobox_fast_hash_specific (ht,
  174. word->begin, word->len,
  175. seed);
  176. val = 0;
  177. for (k = 0; k < SHINGLES_WINDOW; k ++) {
  178. val ^= res[j * SHINGLES_WINDOW + k] >>
  179. (8 * (SHINGLES_WINDOW - k - 1));
  180. }
  181. g_assert (hlen > beg);
  182. hashes[j][beg] = val;
  183. }
  184. beg++;
  185. }
  186. }
  187. }
  188. /* Now we need to filter all hashes and make a shingles result */
  189. for (i = 0; i < RSPAMD_SHINGLE_SIZE; i ++) {
  190. res->hashes[i] = filter (hashes[i], hlen,
  191. i, key, filterd);
  192. g_free (hashes[i]);
  193. }
  194. g_free (hashes);
  195. rspamd_fstring_free (row);
  196. return res;
  197. }
  198. struct rspamd_shingle* RSPAMD_OPTIMIZE("unroll-loops")
  199. rspamd_shingles_from_image (guchar *dct,
  200. const guchar key[16],
  201. rspamd_mempool_t *pool,
  202. rspamd_shingles_filter filter,
  203. gpointer filterd,
  204. enum rspamd_shingle_alg alg)
  205. {
  206. struct rspamd_shingle *shingle;
  207. guint64 **hashes;
  208. guchar **keys;
  209. guint64 d;
  210. guint64 val;
  211. gint i, j;
  212. gsize hlen, beg = 0;
  213. enum rspamd_cryptobox_fast_hash_type ht;
  214. guint64 res[SHINGLES_WINDOW * RSPAMD_SHINGLE_SIZE], seed;
  215. if (pool != NULL) {
  216. shingle = rspamd_mempool_alloc (pool, sizeof (*shingle));
  217. }
  218. else {
  219. shingle = g_malloc (sizeof (*shingle));
  220. }
  221. /* Init hashes pipes and keys */
  222. hashes = g_malloc (sizeof (*hashes) * RSPAMD_SHINGLE_SIZE);
  223. hlen = RSPAMD_DCT_LEN / NBBY + 1;
  224. keys = rspamd_shingles_get_keys_cached (key);
  225. for (i = 0; i < RSPAMD_SHINGLE_SIZE; i ++) {
  226. hashes[i] = g_malloc (hlen * sizeof (guint64));
  227. }
  228. switch (alg) {
  229. case RSPAMD_SHINGLES_OLD:
  230. ht = RSPAMD_CRYPTOBOX_MUMHASH;
  231. break;
  232. case RSPAMD_SHINGLES_XXHASH:
  233. ht = RSPAMD_CRYPTOBOX_XXHASH64;
  234. break;
  235. case RSPAMD_SHINGLES_MUMHASH:
  236. ht = RSPAMD_CRYPTOBOX_MUMHASH;
  237. break;
  238. default:
  239. ht = RSPAMD_CRYPTOBOX_HASHFAST_INDEPENDENT;
  240. break;
  241. }
  242. memset (res, 0, sizeof (res));
  243. #define INNER_CYCLE_SHINGLES(s, e) for (j = (s); j < (e); j ++) { \
  244. d = dct[beg]; \
  245. memcpy (&seed, keys[j], sizeof (seed)); \
  246. val = rspamd_cryptobox_fast_hash_specific (ht, \
  247. &d, sizeof (d), \
  248. seed); \
  249. hashes[j][beg] = val; \
  250. }
  251. for (i = 0; i < RSPAMD_DCT_LEN / NBBY; i ++) {
  252. INNER_CYCLE_SHINGLES (0, RSPAMD_SHINGLE_SIZE / 4);
  253. INNER_CYCLE_SHINGLES (RSPAMD_SHINGLE_SIZE / 4, RSPAMD_SHINGLE_SIZE / 2);
  254. INNER_CYCLE_SHINGLES (RSPAMD_SHINGLE_SIZE / 2, 3 * RSPAMD_SHINGLE_SIZE / 4);
  255. INNER_CYCLE_SHINGLES (3 * RSPAMD_SHINGLE_SIZE / 4, RSPAMD_SHINGLE_SIZE);
  256. beg++;
  257. }
  258. #undef INNER_CYCLE_SHINGLES
  259. /* Now we need to filter all hashes and make a shingles result */
  260. for (i = 0; i < RSPAMD_SHINGLE_SIZE; i ++) {
  261. shingle->hashes[i] = filter (hashes[i], hlen,
  262. i, key, filterd);
  263. g_free (hashes[i]);
  264. }
  265. g_free (hashes);
  266. return shingle;
  267. }
  268. guint64
  269. rspamd_shingles_default_filter (guint64 *input, gsize count,
  270. gint shno, const guchar *key, gpointer ud)
  271. {
  272. guint64 minimal = G_MAXUINT64;
  273. gsize i;
  274. for (i = 0; i < count; i ++) {
  275. if (minimal > input[i]) {
  276. minimal = input[i];
  277. }
  278. }
  279. return minimal;
  280. }
  281. gdouble rspamd_shingles_compare (const struct rspamd_shingle *a,
  282. const struct rspamd_shingle *b)
  283. {
  284. gint i, common = 0;
  285. for (i = 0; i < RSPAMD_SHINGLE_SIZE; i ++) {
  286. if (a->hashes[i] == b->hashes[i]) {
  287. common ++;
  288. }
  289. }
  290. return (gdouble)common / (gdouble)RSPAMD_SHINGLE_SIZE;
  291. }