return (double) common / (double) RSPAMD_SHINGLE_SIZE;
}
-/* HTML shingles implementation */
-
-#ifdef __cplusplus
-#include "libserver/html/html.hxx"
-#include "libserver/url.h"
-
-using rspamd::html::html_content;
-using rspamd::html::html_tag;
-
-/* Helper: bucket a numeric value into discrete ranges for stability */
-static inline uint8_t
-bucket_value(unsigned int val, const int *buckets, int nbuckets)
-{
- int i;
- for (i = 0; i < nbuckets; i++) {
- if (val < (unsigned int) buckets[i]) {
- return (uint8_t) i;
- }
- }
- return (uint8_t) nbuckets;
-}
-
-/* Helper: extract eTLD+1 from URL */
-static const char *
-extract_etld1_from_url(struct rspamd_url *url, rspamd_mempool_t *pool)
-{
- if (!url || !url->host || url->hostlen == 0) {
- return NULL;
- }
-
- rspamd_ftok_t tld;
- if (rspamd_url_find_tld(url->host, url->hostlen, &tld)) {
- const char *host_start = url->host;
- const char *tld_start = tld.begin;
-
- /* Find start of registrable domain (before TLD) */
- const char *p = tld_start;
- while (p > host_start && *(p - 1) != '.') {
- p--;
- }
-
- gsize etld1_len = (url->host + url->hostlen) - p;
- char *etld1 = rspamd_mempool_alloc(pool, etld1_len + 1);
- memcpy(etld1, p, etld1_len);
- etld1[etld1_len] = '\0';
-
- /* Lowercase */
- for (gsize i = 0; i < etld1_len; i++) {
- etld1[i] = g_ascii_tolower(etld1[i]);
- }
-
- return etld1;
- }
-
- return NULL;
-}
-
-/* Helper: check if class name contains tracking-like tokens */
-static gboolean
-is_tracking_class(const char *cls, gsize len)
-{
- static const char *tracking_tokens[] = {
- "utm", "track", "analytics", "pixel", "beacon",
- "campaign", "source", "medium", "guid", "uuid"};
-
- for (unsigned int i = 0; i < G_N_ELEMENTS(tracking_tokens); i++) {
- if (rspamd_substring_search_caseless(cls, len,
- tracking_tokens[i],
- strlen(tracking_tokens[i])) != -1) {
- return TRUE;
- }
- }
-
- return FALSE;
-}
-
-/* Helper: normalize class by removing numbers and limiting length */
-static char *
-normalize_class(const char *cls, gsize len, rspamd_mempool_t *pool)
-{
- if (len == 0 || len > 64) {
- return NULL;
- }
-
- /* Skip if mostly digits */
- unsigned int digit_count = 0;
- for (gsize i = 0; i < len; i++) {
- if (g_ascii_isdigit(cls[i])) {
- digit_count++;
- }
- }
- if (digit_count > len / 2) {
- return NULL;
- }
-
- char *result = rspamd_mempool_alloc(pool, len + 1);
- gsize out_len = 0;
-
- for (gsize i = 0; i < len && out_len < 32; i++) {
- char c = cls[i];
- if (g_ascii_isalnum(c) || c == '-' || c == '_') {
- result[out_len++] = g_ascii_tolower(c);
- }
- }
-
- result[out_len] = '\0';
- return out_len > 0 ? result : NULL;
-}
-
-/* Helper: extract structural tokens from HTML */
-static GPtrArray *
-html_extract_structural_tokens(html_content *hc,
- rspamd_mempool_t *pool,
- GPtrArray **cta_domains_out,
- GPtrArray **all_domains_out)
-{
- GPtrArray *tokens = g_ptr_array_sized_new(hc->all_tags.size());
- GPtrArray *cta_domains = g_ptr_array_sized_new(16);
- GPtrArray *all_domains = g_ptr_array_sized_new(32);
-
- for (const auto &tag_ptr: hc->all_tags) {
- struct html_tag *tag = tag_ptr.get();
-
- /* Skip virtual/ignored/xml tags */
- if (tag->flags & (FL_VIRTUAL | FL_IGNORE | FL_XML)) {
- continue;
- }
-
- GString *token = g_string_sized_new(64);
-
- /* 1. Tag name */
- const char *tag_name = rspamd_html_tag_by_id(tag->id);
- if (tag_name) {
- g_string_append(token, tag_name);
- }
- else {
- g_string_append(token, "unknown");
- }
-
- /* 2. Structural class (if not tracking-related) */
- auto cls = tag->find_class();
- if (cls.has_value()) {
- auto class_sv = cls.value();
- if (!is_tracking_class(class_sv.data(), class_sv.size())) {
- char *norm_cls = normalize_class(class_sv.data(), class_sv.size(), pool);
- if (norm_cls) {
- g_string_append_printf(token, ".%s", norm_cls);
- }
- }
- }
-
- /* 3. Domain from URL (for links/images) */
- const char *etld1 = NULL;
- struct rspamd_url *url = NULL;
-
- if (std::holds_alternative<rspamd_url *>(tag->extra)) {
- url = std::get<rspamd_url *>(tag->extra);
- if (url && url->host && url->hostlen > 0) {
- etld1 = extract_etld1_from_url(url, pool);
-
- if (etld1) {
- g_string_append_printf(token, "@%s", etld1);
-
- /* Add to all_domains */
- g_ptr_array_add(all_domains, (gpointer) etld1);
-
- /* Check if this is a CTA link using button weights */
- auto weight_it = hc->url_button_weights.find(url);
- if (weight_it != hc->url_button_weights.end() && weight_it->second > 0.3) {
- /* This URL has significant button weight -> likely CTA */
- g_ptr_array_add(cta_domains, (gpointer) etld1);
- }
- }
- }
- }
-
- /* Add token */
- g_ptr_array_add(tokens, g_string_free(token, FALSE));
- }
-
- *cta_domains_out = cta_domains;
- *all_domains_out = all_domains;
-
- return tokens;
-}
-
-/* Helper: string comparison for qsort */
-static int
-compare_strings(gconstpointer a, gconstpointer b)
-{
- return strcmp(*(const char **) a, *(const char **) b);
-}
-
-/* Helper: hash a sorted list of domains */
-static uint64_t
-hash_domain_list(GPtrArray *domains, const unsigned char key[16])
-{
- rspamd_cryptobox_hash_state_t st;
- unsigned char digest[rspamd_cryptobox_HASHBYTES];
- uint64_t result;
-
- if (domains->len == 0) {
- return 0;
- }
-
- /* Sort domains for consistent hashing */
- g_ptr_array_sort(domains, compare_strings);
-
- rspamd_cryptobox_hash_init(&st, key, 16);
-
- /* Hash each unique domain */
- const char *prev = NULL;
- for (unsigned int i = 0; i < domains->len; i++) {
- const char *dom = (const char *) g_ptr_array_index(domains, i);
- /* Skip duplicates */
- if (prev && strcmp(dom, prev) == 0) {
- continue;
- }
- rspamd_cryptobox_hash_update(&st, dom, strlen(dom));
- prev = dom;
- }
-
- rspamd_cryptobox_hash_final(&st, digest);
- memcpy(&result, digest, sizeof(result));
-
- return result;
-}
-
-/* Helper: hash top-N most frequent domains */
-static uint64_t
-hash_top_domains(GPtrArray *domains, unsigned int top_n, const unsigned char key[16])
-{
- if (domains->len == 0) {
- return 0;
- }
-
- /* Count domain frequencies */
- GHashTable *freq_table = g_hash_table_new(g_str_hash, g_str_equal);
-
- for (unsigned int i = 0; i < domains->len; i++) {
- const char *dom = (const char *) g_ptr_array_index(domains, i);
- gpointer count_ptr = g_hash_table_lookup(freq_table, dom);
- unsigned int count = GPOINTER_TO_UINT(count_ptr);
- g_hash_table_insert(freq_table, (gpointer) dom, GUINT_TO_POINTER(count + 1));
- }
-
- /* Extract and sort by frequency */
- GPtrArray *sorted_domains = g_ptr_array_sized_new(g_hash_table_size(freq_table));
-
- GHashTableIter iter;
- gpointer key_ptr, value_ptr;
- g_hash_table_iter_init(&iter, freq_table);
-
- while (g_hash_table_iter_next(&iter, &key_ptr, &value_ptr)) {
- g_ptr_array_add(sorted_domains, key_ptr);
- }
-
- /* Simple sort by frequency (using hash table lookup) */
- g_ptr_array_sort_with_data(sorted_domains, [](gconstpointer a, gconstpointer b, gpointer user_data) -> int {
- GHashTable *freq = (GHashTable *) user_data;
- unsigned int freq_a = GPOINTER_TO_UINT(g_hash_table_lookup(freq, a));
- unsigned int freq_b = GPOINTER_TO_UINT(g_hash_table_lookup(freq, b));
- if (freq_a != freq_b) {
- return (int) freq_b - (int) freq_a;/* Descending */
- }
- return strcmp((const char *) a, (const char *) b); }, freq_table);
-
- /* Take top-N */
- if (sorted_domains->len > top_n) {
- g_ptr_array_set_size(sorted_domains, top_n);
- }
-
- /* Hash the top domains */
- uint64_t result = hash_domain_list(sorted_domains, key);
-
- g_ptr_array_free(sorted_domains, TRUE);
- g_hash_table_destroy(freq_table);
-
- return result;
-}
-
-/* Helper: hash HTML features (bucketed) */
-static uint64_t
-hash_html_features(html_content *hc, const unsigned char key[16])
-{
- rspamd_cryptobox_hash_state_t st;
- unsigned char digest[rspamd_cryptobox_HASHBYTES];
- uint64_t result;
-
- rspamd_cryptobox_hash_init(&st, key, 16);
-
- /* Bucket numeric features for stability */
- static const int tags_buckets[] = {10, 50, 100, 200, 500};
- static const int links_buckets[] = {5, 10, 20, 50, 100};
- static const int depth_buckets[] = {5, 10, 15, 20, 30};
- static const int images_buckets[] = {1, 5, 10, 20, 50};
-
- uint8_t tags_bucket = bucket_value(hc->features.tags_count, tags_buckets, G_N_ELEMENTS(tags_buckets));
- uint8_t links_bucket = bucket_value(hc->features.links.total_links, links_buckets, G_N_ELEMENTS(links_buckets));
- uint8_t depth_bucket = bucket_value(hc->features.max_dom_depth, depth_buckets, G_N_ELEMENTS(depth_buckets));
- uint8_t images_bucket = bucket_value(hc->features.images_total, images_buckets, G_N_ELEMENTS(images_buckets));
-
- rspamd_cryptobox_hash_update(&st, &tags_bucket, 1);
- rspamd_cryptobox_hash_update(&st, &links_bucket, 1);
- rspamd_cryptobox_hash_update(&st, &depth_bucket, 1);
- rspamd_cryptobox_hash_update(&st, &images_bucket, 1);
-
- /* Boolean features */
- uint8_t has_forms = hc->features.forms_count > 0 ? 1 : 0;
- uint8_t has_password = hc->features.has_password_input ? 1 : 0;
-
- rspamd_cryptobox_hash_update(&st, &has_forms, 1);
- rspamd_cryptobox_hash_update(&st, &has_password, 1);
-
- rspamd_cryptobox_hash_final(&st, digest);
- memcpy(&result, digest, sizeof(result));
-
- return result;
-}
-
-/* Helper: generate shingles from string tokens (like text shingles but for tokens) */
-static struct rspamd_shingle *
-generate_shingles_from_string_tokens(GPtrArray *tokens,
- const unsigned char key[16],
- rspamd_shingles_filter filter,
- gpointer filterd,
- enum rspamd_shingle_alg alg)
-{
- struct rspamd_shingle *res;
- uint64_t **hashes;
- unsigned char **keys;
- gsize hlen, ilen, beg = 0;
- unsigned int i, j;
- enum rspamd_cryptobox_fast_hash_type ht;
- uint64_t val;
-
- ilen = tokens->len;
- if (ilen == 0) {
- return NULL;
- }
-
- res = g_malloc(sizeof(*res));
- hlen = ilen > SHINGLES_WINDOW ? (ilen - SHINGLES_WINDOW + 1) : 1;
-
- keys = rspamd_shingles_get_keys_cached(key);
- hashes = g_malloc(sizeof(*hashes) * RSPAMD_SHINGLE_SIZE);
-
- for (i = 0; i < RSPAMD_SHINGLE_SIZE; i++) {
- hashes[i] = g_malloc(hlen * sizeof(uint64_t));
- }
-
- /* Select hash algorithm */
- switch (alg) {
- case RSPAMD_SHINGLES_XXHASH:
- ht = RSPAMD_CRYPTOBOX_XXHASH64;
- break;
- case RSPAMD_SHINGLES_MUMHASH:
- ht = RSPAMD_CRYPTOBOX_MUMHASH;
- break;
- case RSPAMD_SHINGLES_FAST:
- ht = RSPAMD_CRYPTOBOX_HASHFAST_INDEPENDENT;
- break;
- default:
- ht = RSPAMD_CRYPTOBOX_MUMHASH;
- break;
- }
-
- /* Generate hashes using sliding window */
- for (i = 0; i <= ilen; i++) {
- if (i - beg >= SHINGLES_WINDOW || i == ilen) {
- /* Hash the window */
- for (j = 0; j < RSPAMD_SHINGLE_SIZE; j++) {
- uint64_t seed;
- memcpy(&seed, keys[j], sizeof(seed));
-
- /* Combine hashes of tokens in window */
- val = 0;
- for (unsigned int k = beg; k < i && k < ilen; k++) {
- const char *token = (const char *) g_ptr_array_index(tokens, k);
- uint64_t token_hash = rspamd_cryptobox_fast_hash_specific(ht,
- token, strlen(token), seed);
- val ^= token_hash >> (8 * (k - beg));
- }
-
- g_assert(hlen > beg);
- hashes[j][beg] = val;
- }
-
- beg++;
- }
- }
-
- /* Apply filter to get final shingles */
- for (i = 0; i < RSPAMD_SHINGLE_SIZE; i++) {
- res->hashes[i] = filter(hashes[i], hlen, i, key, filterd);
- g_free(hashes[i]);
- }
-
- g_free(hashes);
-
- return res;
-}
-
-/* Main function: generate HTML shingles */
-struct rspamd_html_shingle *
-rspamd_shingles_from_html(void *html_content,
- const unsigned char key[16],
- rspamd_mempool_t *pool,
- rspamd_shingles_filter filter,
- gpointer filterd,
- enum rspamd_shingle_alg alg)
-{
- struct rspamd_html_shingle *res;
- GPtrArray *tokens = NULL, *cta_domains = NULL, *all_domains = NULL;
- struct rspamd_shingle *struct_sgl = NULL;
-
- if (!html_content) {
- return NULL;
- }
-
- html_content *hc = html_content::from_ptr(html_content);
-
- if (!hc || hc->all_tags.empty()) {
- return NULL;
- }
-
- if (pool) {
- res = rspamd_mempool_alloc(pool, sizeof(*res));
- }
- else {
- res = g_malloc0(sizeof(*res));
- }
-
- /* 1. Extract structural tokens and domain lists */
- tokens = html_extract_structural_tokens(hc, pool, &cta_domains, &all_domains);
-
- if (tokens->len == 0) {
- /* Empty HTML structure */
- g_ptr_array_free(tokens, TRUE);
- g_ptr_array_free(cta_domains, TRUE);
- g_ptr_array_free(all_domains, TRUE);
-
- if (pool == NULL) {
- g_free(res);
- }
- return NULL;
- }
-
- /* 2. Generate direct hash of ALL tokens (for exact matching, like text parts) */
- rspamd_cryptobox_hash_state_t st;
- rspamd_cryptobox_hash_init(&st, key, 16);
-
- for (unsigned int i = 0; i < tokens->len; i++) {
- const char *token = (const char *) g_ptr_array_index(tokens, i);
- rspamd_cryptobox_hash_update(&st, token, strlen(token));
- }
-
- rspamd_cryptobox_hash_final(&st, res->direct_hash);
-
- /* 3. Generate structure shingles from tokens (for fuzzy matching) */
- struct_sgl = generate_shingles_from_string_tokens(tokens, key, filter, filterd, alg);
-
- if (struct_sgl) {
- memcpy(&res->structure_shingles, struct_sgl, sizeof(struct rspamd_shingle));
- if (pool == NULL) {
- g_free(struct_sgl);
- }
- }
- else {
- memset(&res->structure_shingles, 0, sizeof(struct rspamd_shingle));
- }
-
- /* 4. Generate CTA domains hash (critical for phishing detection) */
- res->cta_domains_hash = hash_domain_list(cta_domains, key);
-
- /* 5. Generate all domains hash (top-10 most frequent) */
- res->all_domains_hash = hash_top_domains(all_domains, 10, key);
-
- /* 6. Generate features hash (bucketed statistics) */
- res->features_hash = hash_html_features(hc, key);
-
- /* 7. Store metadata */
- res->tags_count = hc->features.tags_count > UINT16_MAX ? UINT16_MAX : (uint16_t) hc->features.tags_count;
- res->links_count = hc->features.links.total_links > UINT16_MAX ? UINT16_MAX : (uint16_t) hc->features.links.total_links;
- res->dom_depth = hc->features.max_dom_depth > UINT8_MAX ? UINT8_MAX : (uint8_t) hc->features.max_dom_depth;
-
- /* Cleanup */
- for (unsigned int i = 0; i < tokens->len; i++) {
- g_free(g_ptr_array_index(tokens, i));
- }
- g_ptr_array_free(tokens, TRUE);
- g_ptr_array_free(cta_domains, TRUE);
- g_ptr_array_free(all_domains, TRUE);
-
- return res;
-}
-
-/* Compare two HTML shingles */
-double
-rspamd_html_shingles_compare(const struct rspamd_html_shingle *a,
- const struct rspamd_html_shingle *b)
-{
- double structure_sim, cta_sim, domains_sim, features_sim;
-
- /* 1. Structure similarity (main weight) */
- structure_sim = rspamd_shingles_compare(&a->structure_shingles, &b->structure_shingles);
-
- /* 2. CTA domains MUST match (critical for phishing) */
- if (a->cta_domains_hash != 0 && b->cta_domains_hash != 0) {
- cta_sim = (a->cta_domains_hash == b->cta_domains_hash) ? 1.0 : 0.0;
-
- /* If CTA domains differ completely, likely phishing -> penalize heavily */
- if (cta_sim < 0.5) {
- return structure_sim * 0.3; /* Heavy penalty */
- }
- }
- else {
- /* One or both have no CTA links -> neutral */
- cta_sim = 0.5;
- }
-
- /* 3. All domains similarity */
- domains_sim = (a->all_domains_hash == b->all_domains_hash) ? 1.0 : 0.0;
-
- /* 4. Features similarity (bucketed, so exact match or partial) */
- features_sim = (a->features_hash == b->features_hash) ? 1.0 : 0.5;
-
- /* Combined score with weights:
- * - 50% structure (main DOM skeleton)
- * - 30% CTA domains (critical for phishing)
- * - 15% all domains
- * - 5% statistical features
- */
- double combined = 0.50 * structure_sim + 0.30 * cta_sim + 0.15 * domains_sim + 0.05 * features_sim;
-
- return combined;
-}
-
-#endif /* __cplusplus */
+/* HTML shingles implementation is in shingles_html.cxx */
--- /dev/null
+/*-
+ * Copyright 2025 Vsevolod Stakhov
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ * http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+#include "config.h"
+#include "shingles.h"
+#include "libserver/html/html.hxx"
+#include "libserver/url.h"
+#include "cryptobox.h"
+#include "fstring.h"
+
+using rspamd::html::html_content;
+using rspamd::html::html_tag;
+
+/* Forward declarations for C linkage */
+extern "C" {
+static unsigned char **rspamd_shingles_get_keys_cached(const unsigned char key[16]);
+uint64_t rspamd_shingles_default_filter(uint64_t *input, gsize count,
+ int shno, const unsigned char *key, gpointer ud);
+}
+
+#define SHINGLES_WINDOW 3
+
+/* Helper: bucket a numeric value into discrete ranges for stability */
+static inline uint8_t
+bucket_value(unsigned int val, const int *buckets, int nbuckets)
+{
+ int i;
+ for (i = 0; i < nbuckets; i++) {
+ if (val < (unsigned int) buckets[i]) {
+ return (uint8_t) i;
+ }
+ }
+ return (uint8_t) nbuckets;
+}
+
+/* Helper: extract eTLD+1 from URL */
+static const char *
+extract_etld1_from_url(struct rspamd_url *url, rspamd_mempool_t *pool)
+{
+ if (!url || !url->host || url->hostlen == 0) {
+ return NULL;
+ }
+
+ rspamd_ftok_t tld;
+ if (rspamd_url_find_tld(url->host, url->hostlen, &tld)) {
+ const char *host_start = url->host;
+ const char *tld_start = tld.begin;
+
+ /* Find start of registrable domain (before TLD) */
+ const char *p = tld_start;
+ while (p > host_start && *(p - 1) != '.') {
+ p--;
+ }
+
+ gsize etld1_len = (url->host + url->hostlen) - p;
+ char *etld1 = rspamd_mempool_alloc(pool, etld1_len + 1);
+ memcpy(etld1, p, etld1_len);
+ etld1[etld1_len] = '\0';
+
+ /* Lowercase */
+ for (gsize i = 0; i < etld1_len; i++) {
+ etld1[i] = g_ascii_tolower(etld1[i]);
+ }
+
+ return etld1;
+ }
+
+ return NULL;
+}
+
+/* Helper: check if class name contains tracking-like tokens */
+static gboolean
+is_tracking_class(const char *cls, gsize len)
+{
+ static const char *tracking_tokens[] = {
+ "utm", "track", "analytics", "pixel", "beacon",
+ "campaign", "source", "medium", "guid", "uuid"};
+
+ for (unsigned int i = 0; i < G_N_ELEMENTS(tracking_tokens); i++) {
+ if (rspamd_substring_search_caseless(cls, len,
+ tracking_tokens[i],
+ strlen(tracking_tokens[i])) != -1) {
+ return TRUE;
+ }
+ }
+
+ return FALSE;
+}
+
+/* Helper: normalize class by removing numbers and limiting length */
+static char *
+normalize_class(const char *cls, gsize len, rspamd_mempool_t *pool)
+{
+ if (len == 0 || len > 64) {
+ return NULL;
+ }
+
+ /* Skip if mostly digits */
+ unsigned int digit_count = 0;
+ for (gsize i = 0; i < len; i++) {
+ if (g_ascii_isdigit(cls[i])) {
+ digit_count++;
+ }
+ }
+ if (digit_count > len / 2) {
+ return NULL;
+ }
+
+ char *result = rspamd_mempool_alloc(pool, len + 1);
+ gsize out_len = 0;
+
+ for (gsize i = 0; i < len && out_len < 32; i++) {
+ char c = cls[i];
+ if (g_ascii_isalnum(c) || c == '-' || c == '_') {
+ result[out_len++] = g_ascii_tolower(c);
+ }
+ }
+
+ result[out_len] = '\0';
+ return out_len > 0 ? result : NULL;
+}
+
+/* Helper: extract structural tokens from HTML */
+static GPtrArray *
+html_extract_structural_tokens(html_content *hc,
+ rspamd_mempool_t *pool,
+ GPtrArray **cta_domains_out,
+ GPtrArray **all_domains_out)
+{
+ GPtrArray *tokens = g_ptr_array_sized_new(hc->all_tags.size());
+ GPtrArray *cta_domains = g_ptr_array_sized_new(16);
+ GPtrArray *all_domains = g_ptr_array_sized_new(32);
+
+ for (const auto &tag_ptr: hc->all_tags) {
+ struct html_tag *tag = tag_ptr.get();
+
+ /* Skip virtual/ignored/xml tags */
+ if (tag->flags & (FL_VIRTUAL | FL_IGNORE | FL_XML)) {
+ continue;
+ }
+
+ GString *token = g_string_sized_new(64);
+
+ /* 1. Tag name */
+ const char *tag_name = rspamd_html_tag_by_id(tag->id);
+ if (tag_name) {
+ g_string_append(token, tag_name);
+ }
+ else {
+ g_string_append(token, "unknown");
+ }
+
+ /* 2. Structural class (if not tracking-related) */
+ auto cls = tag->find_class();
+ if (cls.has_value()) {
+ auto class_sv = cls.value();
+ if (!is_tracking_class(class_sv.data(), class_sv.size())) {
+ char *norm_cls = normalize_class(class_sv.data(), class_sv.size(), pool);
+ if (norm_cls) {
+ g_string_append_printf(token, ".%s", norm_cls);
+ }
+ }
+ }
+
+ /* 3. Domain from URL (for links/images) */
+ const char *etld1 = NULL;
+ struct rspamd_url *url = NULL;
+
+ if (std::holds_alternative<rspamd_url *>(tag->extra)) {
+ url = std::get<rspamd_url *>(tag->extra);
+ if (url && url->host && url->hostlen > 0) {
+ etld1 = extract_etld1_from_url(url, pool);
+
+ if (etld1) {
+ g_string_append_printf(token, "@%s", etld1);
+
+ /* Add to all_domains */
+ g_ptr_array_add(all_domains, (gpointer) etld1);
+
+ /* Check if this is a CTA link using button weights */
+ auto weight_it = hc->url_button_weights.find(url);
+ if (weight_it != hc->url_button_weights.end() && weight_it->second > 0.3) {
+ /* This URL has significant button weight -> likely CTA */
+ g_ptr_array_add(cta_domains, (gpointer) etld1);
+ }
+ }
+ }
+ }
+
+ /* Add token */
+ g_ptr_array_add(tokens, g_string_free(token, FALSE));
+ }
+
+ *cta_domains_out = cta_domains;
+ *all_domains_out = all_domains;
+
+ return tokens;
+}
+
+/* Helper: string comparison for qsort */
+static int
+compare_strings(gconstpointer a, gconstpointer b)
+{
+ return strcmp(*(const char **) a, *(const char **) b);
+}
+
+/* Helper: hash a sorted list of domains */
+static uint64_t
+hash_domain_list(GPtrArray *domains, const unsigned char key[16])
+{
+ rspamd_cryptobox_hash_state_t st;
+ unsigned char digest[rspamd_cryptobox_HASHBYTES];
+ uint64_t result;
+
+ if (domains->len == 0) {
+ return 0;
+ }
+
+ /* Sort domains for consistent hashing */
+ g_ptr_array_sort(domains, compare_strings);
+
+ rspamd_cryptobox_hash_init(&st, key, 16);
+
+ /* Hash each unique domain */
+ const char *prev = NULL;
+ for (unsigned int i = 0; i < domains->len; i++) {
+ const char *dom = (const char *) g_ptr_array_index(domains, i);
+ /* Skip duplicates */
+ if (prev && strcmp(dom, prev) == 0) {
+ continue;
+ }
+ rspamd_cryptobox_hash_update(&st, dom, strlen(dom));
+ prev = dom;
+ }
+
+ rspamd_cryptobox_hash_final(&st, digest);
+ memcpy(&result, digest, sizeof(result));
+
+ return result;
+}
+
+/* Helper: hash top-N most frequent domains */
+static uint64_t
+hash_top_domains(GPtrArray *domains, unsigned int top_n, const unsigned char key[16])
+{
+ if (domains->len == 0) {
+ return 0;
+ }
+
+ /* Count domain frequencies */
+ GHashTable *freq_table = g_hash_table_new(g_str_hash, g_str_equal);
+
+ for (unsigned int i = 0; i < domains->len; i++) {
+ const char *dom = (const char *) g_ptr_array_index(domains, i);
+ gpointer count_ptr = g_hash_table_lookup(freq_table, dom);
+ unsigned int count = GPOINTER_TO_UINT(count_ptr);
+ g_hash_table_insert(freq_table, (gpointer) dom, GUINT_TO_POINTER(count + 1));
+ }
+
+ /* Extract and sort by frequency */
+ GPtrArray *sorted_domains = g_ptr_array_sized_new(g_hash_table_size(freq_table));
+
+ GHashTableIter iter;
+ gpointer key_ptr, value_ptr;
+ g_hash_table_iter_init(&iter, freq_table);
+
+ while (g_hash_table_iter_next(&iter, &key_ptr, &value_ptr)) {
+ g_ptr_array_add(sorted_domains, key_ptr);
+ }
+
+ /* Simple sort by frequency (using hash table lookup) */
+ g_ptr_array_sort_with_data(sorted_domains, [](gconstpointer a, gconstpointer b, gpointer user_data) -> int {
+ GHashTable *freq = (GHashTable *) user_data;
+ unsigned int freq_a = GPOINTER_TO_UINT(g_hash_table_lookup(freq, a));
+ unsigned int freq_b = GPOINTER_TO_UINT(g_hash_table_lookup(freq, b));
+ if (freq_a != freq_b) {
+ return (int) freq_b - (int) freq_a;/* Descending */
+ }
+ return strcmp((const char *) a, (const char *) b); }, freq_table);
+
+ /* Take top-N */
+ if (sorted_domains->len > top_n) {
+ g_ptr_array_set_size(sorted_domains, top_n);
+ }
+
+ /* Hash the top domains */
+ uint64_t result = hash_domain_list(sorted_domains, key);
+
+ g_ptr_array_free(sorted_domains, TRUE);
+ g_hash_table_destroy(freq_table);
+
+ return result;
+}
+
+/* Helper: hash HTML features (bucketed) */
+static uint64_t
+hash_html_features(html_content *hc, const unsigned char key[16])
+{
+ rspamd_cryptobox_hash_state_t st;
+ unsigned char digest[rspamd_cryptobox_HASHBYTES];
+ uint64_t result;
+
+ rspamd_cryptobox_hash_init(&st, key, 16);
+
+ /* Bucket numeric features for stability */
+ static const int tags_buckets[] = {10, 50, 100, 200, 500};
+ static const int links_buckets[] = {5, 10, 20, 50, 100};
+ static const int depth_buckets[] = {5, 10, 15, 20, 30};
+ static const int images_buckets[] = {1, 5, 10, 20, 50};
+
+ uint8_t tags_bucket = bucket_value(hc->features.tags_count, tags_buckets, G_N_ELEMENTS(tags_buckets));
+ uint8_t links_bucket = bucket_value(hc->features.links.total_links, links_buckets, G_N_ELEMENTS(links_buckets));
+ uint8_t depth_bucket = bucket_value(hc->features.max_dom_depth, depth_buckets, G_N_ELEMENTS(depth_buckets));
+ uint8_t images_bucket = bucket_value(hc->features.images_total, images_buckets, G_N_ELEMENTS(images_buckets));
+
+ rspamd_cryptobox_hash_update(&st, &tags_bucket, 1);
+ rspamd_cryptobox_hash_update(&st, &links_bucket, 1);
+ rspamd_cryptobox_hash_update(&st, &depth_bucket, 1);
+ rspamd_cryptobox_hash_update(&st, &images_bucket, 1);
+
+ /* Boolean features */
+ uint8_t has_forms = hc->features.forms_count > 0 ? 1 : 0;
+ uint8_t has_password = hc->features.has_password_input ? 1 : 0;
+
+ rspamd_cryptobox_hash_update(&st, &has_forms, 1);
+ rspamd_cryptobox_hash_update(&st, &has_password, 1);
+
+ rspamd_cryptobox_hash_final(&st, digest);
+ memcpy(&result, digest, sizeof(result));
+
+ return result;
+}
+
+/* Helper: generate shingles from string tokens (like text shingles but for tokens) */
+static struct rspamd_shingle *
+generate_shingles_from_string_tokens(GPtrArray *tokens,
+ const unsigned char key[16],
+ rspamd_shingles_filter filter,
+ gpointer filterd,
+ enum rspamd_shingle_alg alg)
+{
+ struct rspamd_shingle *res;
+ uint64_t **hashes;
+ unsigned char **keys;
+ gsize hlen, ilen, beg = 0;
+ unsigned int i, j;
+ enum rspamd_cryptobox_fast_hash_type ht;
+ uint64_t val;
+
+ ilen = tokens->len;
+ if (ilen == 0) {
+ return NULL;
+ }
+
+ res = g_new0(struct rspamd_shingle, 1);
+ hlen = ilen > SHINGLES_WINDOW ? (ilen - SHINGLES_WINDOW + 1) : 1;
+
+ keys = rspamd_shingles_get_keys_cached(key);
+ hashes = g_new(uint64_t *, RSPAMD_SHINGLE_SIZE);
+
+ for (i = 0; i < RSPAMD_SHINGLE_SIZE; i++) {
+ hashes[i] = g_new(uint64_t, hlen);
+ }
+
+ /* Select hash algorithm */
+ switch (alg) {
+ case RSPAMD_SHINGLES_XXHASH:
+ ht = RSPAMD_CRYPTOBOX_XXHASH64;
+ break;
+ case RSPAMD_SHINGLES_MUMHASH:
+ ht = RSPAMD_CRYPTOBOX_MUMHASH;
+ break;
+ case RSPAMD_SHINGLES_FAST:
+ ht = RSPAMD_CRYPTOBOX_HASHFAST_INDEPENDENT;
+ break;
+ default:
+ ht = RSPAMD_CRYPTOBOX_MUMHASH;
+ break;
+ }
+
+ /* Generate hashes using sliding window */
+ for (i = 0; i <= ilen; i++) {
+ if (i - beg >= SHINGLES_WINDOW || i == ilen) {
+ /* Hash the window */
+ for (j = 0; j < RSPAMD_SHINGLE_SIZE; j++) {
+ uint64_t seed;
+ memcpy(&seed, keys[j], sizeof(seed));
+
+ /* Combine hashes of tokens in window */
+ val = 0;
+ for (unsigned int k = beg; k < i && k < ilen; k++) {
+ const char *token = (const char *) g_ptr_array_index(tokens, k);
+ uint64_t token_hash = rspamd_cryptobox_fast_hash_specific(ht,
+ token, strlen(token), seed);
+ val ^= token_hash >> (8 * (k - beg));
+ }
+
+ g_assert(hlen > beg);
+ hashes[j][beg] = val;
+ }
+
+ beg++;
+ }
+ }
+
+ /* Apply filter to get final shingles */
+ for (i = 0; i < RSPAMD_SHINGLE_SIZE; i++) {
+ res->hashes[i] = filter(hashes[i], hlen, i, key, filterd);
+ g_free(hashes[i]);
+ }
+
+ g_free(hashes);
+
+ return res;
+}
+
+/* Main function: generate HTML shingles */
+extern "C" struct rspamd_html_shingle *
+rspamd_shingles_from_html(void *html_content,
+ const unsigned char key[16],
+ rspamd_mempool_t *pool,
+ rspamd_shingles_filter filter,
+ gpointer filterd,
+ enum rspamd_shingle_alg alg)
+{
+ struct rspamd_html_shingle *res;
+ GPtrArray *tokens = NULL, *cta_domains = NULL, *all_domains = NULL;
+ struct rspamd_shingle *struct_sgl = NULL;
+
+ if (!html_content) {
+ return NULL;
+ }
+
+ html_content *hc = html_content::from_ptr(html_content);
+
+ if (!hc || hc->all_tags.empty()) {
+ return NULL;
+ }
+
+ if (pool) {
+ res = rspamd_mempool_alloc0(pool, sizeof(*res));
+ }
+ else {
+ res = g_new0(struct rspamd_html_shingle, 1);
+ }
+
+ /* 1. Extract structural tokens and domain lists */
+ tokens = html_extract_structural_tokens(hc, pool, &cta_domains, &all_domains);
+
+ if (tokens->len == 0) {
+ /* Empty HTML structure */
+ g_ptr_array_free(tokens, TRUE);
+ g_ptr_array_free(cta_domains, TRUE);
+ g_ptr_array_free(all_domains, TRUE);
+
+ if (pool == NULL) {
+ g_free(res);
+ }
+ return NULL;
+ }
+
+ /* 2. Generate direct hash of ALL tokens (for exact matching, like text parts) */
+ rspamd_cryptobox_hash_state_t st;
+ rspamd_cryptobox_hash_init(&st, key, 16);
+
+ for (unsigned int i = 0; i < tokens->len; i++) {
+ const char *token = (const char *) g_ptr_array_index(tokens, i);
+ rspamd_cryptobox_hash_update(&st, token, strlen(token));
+ }
+
+ rspamd_cryptobox_hash_final(&st, res->direct_hash);
+
+ /* 3. Generate structure shingles from tokens (for fuzzy matching) */
+ struct_sgl = generate_shingles_from_string_tokens(tokens, key, filter, filterd, alg);
+
+ if (struct_sgl) {
+ memcpy(&res->structure_shingles, struct_sgl, sizeof(struct rspamd_shingle));
+ if (pool == NULL) {
+ g_free(struct_sgl);
+ }
+ }
+ else {
+ memset(&res->structure_shingles, 0, sizeof(struct rspamd_shingle));
+ }
+
+ /* 4. Generate CTA domains hash (critical for phishing detection) */
+ res->cta_domains_hash = hash_domain_list(cta_domains, key);
+
+ /* 5. Generate all domains hash (top-10 most frequent) */
+ res->all_domains_hash = hash_top_domains(all_domains, 10, key);
+
+ /* 6. Generate features hash (bucketed statistics) */
+ res->features_hash = hash_html_features(hc, key);
+
+ /* 7. Store metadata */
+ res->tags_count = hc->features.tags_count > UINT16_MAX ? UINT16_MAX : (uint16_t) hc->features.tags_count;
+ res->links_count = hc->features.links.total_links > UINT16_MAX ? UINT16_MAX : (uint16_t) hc->features.links.total_links;
+ res->dom_depth = hc->features.max_dom_depth > UINT8_MAX ? UINT8_MAX : (uint8_t) hc->features.max_dom_depth;
+
+ /* Cleanup */
+ for (unsigned int i = 0; i < tokens->len; i++) {
+ g_free(g_ptr_array_index(tokens, i));
+ }
+ g_ptr_array_free(tokens, TRUE);
+ g_ptr_array_free(cta_domains, TRUE);
+ g_ptr_array_free(all_domains, TRUE);
+
+ return res;
+}
+
+/* Compare two HTML shingles */
+extern "C" double
+rspamd_html_shingles_compare(const struct rspamd_html_shingle *a,
+ const struct rspamd_html_shingle *b)
+{
+ double structure_sim, cta_sim, domains_sim, features_sim;
+ int i, common = 0;
+
+ /* 1. Structure similarity (main weight) */
+ for (i = 0; i < RSPAMD_SHINGLE_SIZE; i++) {
+ if (a->structure_shingles.hashes[i] == b->structure_shingles.hashes[i]) {
+ common++;
+ }
+ }
+ structure_sim = (double) common / (double) RSPAMD_SHINGLE_SIZE;
+
+ /* 2. CTA domains MUST match (critical for phishing) */
+ if (a->cta_domains_hash != 0 && b->cta_domains_hash != 0) {
+ cta_sim = (a->cta_domains_hash == b->cta_domains_hash) ? 1.0 : 0.0;
+
+ /* If CTA domains differ completely, likely phishing -> penalize heavily */
+ if (cta_sim < 0.5) {
+ return structure_sim * 0.3; /* Heavy penalty */
+ }
+ }
+ else {
+ /* One or both have no CTA links -> neutral */
+ cta_sim = 0.5;
+ }
+
+ /* 3. All domains similarity */
+ domains_sim = (a->all_domains_hash == b->all_domains_hash) ? 1.0 : 0.0;
+
+ /* 4. Features similarity (bucketed, so exact match or partial) */
+ features_sim = (a->features_hash == b->features_hash) ? 1.0 : 0.5;
+
+ /* Combined score with weights:
+ * - 50% structure (main DOM skeleton)
+ * - 30% CTA domains (critical for phishing)
+ * - 15% all domains
+ * - 5% statistical features
+ */
+ double combined = 0.50 * structure_sim + 0.30 * cta_sim + 0.15 * domains_sim + 0.05 * features_sim;
+
+ return combined;
+}