#include "common.h" #include "io.h" #define DELIMS " ,.;!?@-\\/+&\x0D\x0A" sqlite3 *bayesdb; #ifdef _DEBUG sqlite3 *bayesdbg; #endif HANDLE hBayesFolder; int CheckBayes() { FOLDERSGETDATA fgd = {0}; char bayesdb_fullpath[MAX_PATH]; char bayesdb_tmp[MAX_PATH]; char* tmp = Utils_ReplaceVars("%miranda_userdata%"); if (tmp[strlen(tmp)-1] == '\\') tmp[strlen(tmp)-1] = 0; mir_snprintf(bayesdb_tmp, SIZEOF(bayesdb_tmp), "%s\\%s", tmp, BAYESDB_PATH); mir_free(tmp); if (ServiceExists(MS_FOLDERS_REGISTER_PATH)) { hBayesFolder = FoldersRegisterCustomPath(PLUGIN_NAME, Translate("Bayes database path"), bayesdb_tmp); } else hBayesFolder = 0; if (hBayesFolder) FoldersGetCustomPath(hBayesFolder, bayesdb_fullpath, MAX_PATH, bayesdb_tmp); else mir_snprintf(bayesdb_fullpath, SIZEOF(bayesdb_fullpath), "%s", bayesdb_tmp); strcat(bayesdb_fullpath, "\\"BAYESDB_FILENAME); if (_access(bayesdb_fullpath,0) == 0) return 1; return 0; } int OpenBayes() { char bayesdb_fullpath[MAX_PATH]; char *bayesdb_fullpath_utf8; char *errmsg, *tmp; sqlite3_stmt *stmt; if (hBayesFolder) { FoldersGetCustomPath(hBayesFolder, bayesdb_fullpath, MAX_PATH, ""); } else { tmp = Utils_ReplaceVars("%miranda_userdata%"); if (tmp[strlen(tmp)-1] == '\\') tmp[strlen(tmp)-1] = 0; strcpy(bayesdb_fullpath, tmp); strcat(bayesdb_fullpath, "\\"BAYESDB_PATH); mir_free(tmp); } CallService(MS_UTILS_CREATEDIRTREE, 0, (LPARAM)bayesdb_fullpath); strcat(bayesdb_fullpath, "\\"BAYESDB_FILENAME); bayesdb_fullpath_utf8 = mir_utf8encode(bayesdb_fullpath); if (sqlite3_open(bayesdb_fullpath_utf8, &bayesdb) == SQLITE_OK) { sqlite3_exec(bayesdb, "CREATE TABLE IF NOT EXISTS spam (token blob(16), num int)", NULL, NULL, &errmsg); sqlite3_exec(bayesdb, "CREATE TABLE IF NOT EXISTS ham (token blob(16), num int)", NULL, NULL, &errmsg); sqlite3_exec(bayesdb, "CREATE TABLE IF NOT EXISTS stats (key varchar(32), value int)", NULL, NULL, &errmsg); sqlite3_exec(bayesdb, "CREATE TABLE IF NOT EXISTS queue (contact int, msgtime int, message text)", NULL, NULL, &errmsg); sqlite3_prepare_v2(bayesdb, "SELECT count(1) FROM stats WHERE key='spam_msgcount' OR key='ham_msgcount'", -1, &stmt, NULL); if (sqlite3_step(stmt) == SQLITE_ROW) if (sqlite3_column_int(stmt, 0) != 2) { sqlite3_exec(bayesdb, "INSERT INTO stats VALUES ('spam_msgcount', 0)", NULL, NULL, NULL); sqlite3_exec(bayesdb, "INSERT INTO stats VALUES ('ham_msgcount', 0)", NULL, NULL, NULL); } } else { MessageBoxA(NULL, bayesdb_fullpath_utf8, "Can't open database", MB_OK); } mir_free(bayesdb_fullpath_utf8); #ifdef _DEBUG tmp = Utils_ReplaceVars("%miranda_userdata%"); if (tmp[strlen(tmp)-1] == '\\') tmp[strlen(tmp)-1] = 0; mir_snprintf(bayesdb_fullpath, SIZEOF(bayesdb_fullpath), "%s\\%s\\%s", tmp, BAYESDB_PATH, BAYESDBG_FILENAME); mir_free(tmp); bayesdb_fullpath_utf8 = mir_utf8encode(bayesdb_fullpath); if (sqlite3_open(bayesdb_fullpath_utf8, &bayesdbg) == SQLITE_OK) { sqlite3_exec(bayesdbg, "CREATE TABLE spam (token varchar(50), num int)", NULL, NULL, &errmsg); sqlite3_exec(bayesdbg, "CREATE TABLE ham (token varchar(50), num int)", NULL, NULL, &errmsg); } mir_free(bayesdb_fullpath_utf8); #endif return 0; } char *tokenhash(const char *token, BYTE *digest) { mir_md5_hash((BYTE *)token, (int)strlen(token), digest); return (char*)digest; } int get_token_count(int type) { char q[200]; int count = 0; sqlite3_stmt *stmt; if (bayesdb == NULL) return 0; mir_snprintf(q, SIZEOF(q), "SELECT COUNT(1) FROM %s", type == SPAM ? "spam" : "ham"); sqlite3_prepare_v2(bayesdb, q, -1, &stmt, NULL); if (sqlite3_step(stmt) == SQLITE_ROW) { count = sqlite3_column_int(stmt, 0); } sqlite3_finalize(stmt); return count; } int get_msg_count(int type) { int count = 0; sqlite3_stmt *stmt; if (bayesdb == NULL) return 0; sqlite3_prepare_v2(bayesdb, "SELECT value FROM stats WHERE key=?", -1, &stmt, NULL); sqlite3_bind_text(stmt, 1, type == SPAM ? "spam_msgcount" : "ham_msgcount", type == SPAM ? 13 : 12, NULL); if (sqlite3_step(stmt) == SQLITE_ROW) { count = sqlite3_column_int(stmt, 0); } sqlite3_finalize(stmt); return count; } BOOL is_token_valid(char *token) { unsigned int i; // skip digits only tokens for (i = 0; i < strlen(token); i++) { if ((unsigned char)token[i] >= 48 && (unsigned char)token[i] <= 57) return FALSE; } // skip 1- and 2-character tokens if (strlen(token) < 3) return FALSE; // skip "www", "com", "org", etc. if (!strcmp(token, "www") || !strcmp(token, "com") || !strcmp(token, "org") || !strcmp(token, "edu") || !strcmp(token, "net") || !strcmp(token, "biz") || !strcmp(token, "http") || !strcmp(token, "ftp")) return FALSE; return TRUE; } int get_token_score(int type, char *token) { char sql[200]; int score = 0; BYTE digest[16]; sqlite3_stmt *stmt; if (bayesdb == NULL) return 0; mir_snprintf(sql, SIZEOF(sql), "SELECT num FROM %s WHERE token=?", type == SPAM ? "spam" : "ham"); tokenhash(token, digest); sqlite3_prepare_v2(bayesdb, sql, -1, &stmt, NULL); sqlite3_bind_blob(stmt, 1, digest, 16, NULL); if (sqlite3_step(stmt) == SQLITE_ROW) { score = sqlite3_column_int(stmt, 0); } sqlite3_finalize(stmt); return score; } double get_msg_score(TCHAR *msg) { char *message, *token; double spam_prob, ham_prob, tmp1 = 1, tmp2 = 1; double *scores = NULL; int spam_msgcount, ham_msgcount, n = 0, i; if (bayesdb == NULL) return 0; message = mir_u2a(msg); spam_msgcount = get_msg_count(SPAM); ham_msgcount = get_msg_count(HAM); token = strtok(message, DELIMS); while (token) { if (!is_token_valid(token)) { token = strtok(NULL, DELIMS); continue; } scores = (double*)realloc(scores, sizeof(double)*(n + 1)); spam_prob = spam_msgcount == 0 ? 0 : (double)get_token_score(SPAM, token) / (double)spam_msgcount; ham_prob = ham_msgcount == 0 ? 0 : (double)get_token_score(HAM, token) / (double)ham_msgcount; if (ham_prob == 0 && spam_prob == 0) { spam_prob = 0.4; ham_prob = 0.6; } spam_prob = spam_prob > 1.0 ? 1.0 : (spam_prob < 0.01 ? 0.01 : spam_prob); ham_prob = ham_prob > 1.0 ? 1.0 : (ham_prob < 0.01 ? 0.01 : ham_prob); scores[n++] = spam_prob / (spam_prob + ham_prob); token = strtok(NULL, DELIMS); } for (i = 0; i < n; i++) { tmp1 *= scores[i]; tmp2 *= 1-scores[i]; } mir_free(message); free(scores); return tmp1 / (tmp1 + tmp2); } void queue_message(HANDLE hContact, DWORD msgtime, TCHAR *message) { char *tmp; sqlite3_stmt *stmt; if (!_getOptB("BayesAutolearnApproved", defaultBayesAutolearnApproved) && !_getOptB("BayesAutolearnNotApproved", defaultBayesAutolearnNotApproved)) return; if (_getOptB("BayesEnabled", defaultBayesEnabled) == 0) return; if (bayesdb == NULL) OpenBayes(); sqlite3_prepare_v2(bayesdb, "INSERT INTO queue VALUES(?,?,?)", -1, &stmt, NULL); sqlite3_bind_int(stmt, 1, (DWORD)hContact); sqlite3_bind_int(stmt, 2, msgtime); tmp = mir_u2a(message); sqlite3_bind_text(stmt, 3, tmp, (int)strlen(tmp), NULL); sqlite3_step(stmt); mir_free(tmp); sqlite3_finalize(stmt); } void bayes_approve_contact(HANDLE hContact) { const char *message; TCHAR *messageW; int d = 0; sqlite3_stmt *stmt; if (bayesdb == NULL) return; sqlite3_prepare_v2(bayesdb, "SELECT message FROM queue WHERE contact=?", -1, &stmt, NULL); sqlite3_bind_int(stmt, 1, (DWORD)hContact); while (sqlite3_step(stmt) == SQLITE_ROW) { d = 1; message = (char*)sqlite3_column_text(stmt, 0); messageW = mir_a2u(message); learn_ham(messageW); mir_free(messageW); } sqlite3_finalize(stmt); if (d) { sqlite3_prepare_v2(bayesdb, "DELETE FROM queue WHERE contact=?", -1, &stmt, NULL); sqlite3_bind_int(stmt, 1, (DWORD)hContact); sqlite3_step(stmt); sqlite3_finalize(stmt); } } void dequeue_messages() { time_t t = time(NULL); sqlite3_stmt *stmt; const char *message; TCHAR *messageW; int d = 0; if (bayesdb == NULL) return; sqlite3_prepare_v2(bayesdb, "SELECT message FROM queue WHERE msgtime + ? < ?", -1, &stmt, NULL); sqlite3_bind_int(stmt, 1, _getOptD("BayesWaitApprove", defaultBayesWaitApprove)*86400); sqlite3_bind_int(stmt, 2, (DWORD)t); while (sqlite3_step(stmt) == SQLITE_ROW) { d = 1; message = (char*)sqlite3_column_text(stmt, 0); messageW = mir_a2u(message); learn_spam(messageW); mir_free(messageW); } sqlite3_finalize(stmt); if (d) { sqlite3_prepare_v2(bayesdb, "DELETE FROM queue WHERE msgtime + ? < ?", -1, &stmt, NULL); sqlite3_bind_int(stmt, 1, _getOptD("BayesWaitApprove", defaultBayesWaitApprove)*86400); sqlite3_bind_int(stmt, 2, (DWORD)t); sqlite3_step(stmt); sqlite3_finalize(stmt); } } /* Learn one message as either SPAM or HAM as specified in type parameter */ void learn(int type, TCHAR *msg) { char *tok, *message; BYTE digest[16]; char sql_select[200], sql_update[200], sql_insert[200], sql_counter[200]; sqlite3_stmt *stmt; #ifdef _DEBUG sqlite3_stmt *stmtdbg; #endif if (_getOptB("BayesEnabled", defaultBayesEnabled) == 0) return; if (bayesdb == NULL) OpenBayes(); message = mir_u2a(msg); tok = strtok(message, DELIMS); mir_snprintf(sql_counter, SIZEOF(sql_counter), "UPDATE stats SET value=value+1 WHERE key='%s'", type == SPAM ? "spam_msgcount" : "ham_msgcount"); mir_snprintf(sql_select, SIZEOF(sql_select), "SELECT 1 FROM %s WHERE token=?", type == SPAM ? "spam" : "ham"); mir_snprintf(sql_update, SIZEOF(sql_update), "UPDATE %s SET num=num+1 WHERE token=?", type ? "spam" : "ham"); mir_snprintf(sql_insert, SIZEOF(sql_insert), "INSERT INTO %s VALUES(?, 1)", type ? "spam" : "ham"); #ifdef _DEBUG sqlite3_exec(bayesdbg, "BEGIN", NULL, NULL, NULL); #endif sqlite3_exec(bayesdb, "BEGIN", NULL, NULL, NULL); while (tok) { if (!is_token_valid(tok)) { tok = strtok(NULL, DELIMS); continue; } tokenhash(tok, digest); sqlite3_prepare_v2(bayesdb, sql_select, -1, &stmt, NULL); sqlite3_bind_blob(stmt, 1, digest, 16, SQLITE_STATIC); if (SQLITE_ROW == sqlite3_step(stmt)) { sqlite3_finalize(stmt); sqlite3_prepare_v2(bayesdb, sql_update, -1, &stmt, NULL); } else { sqlite3_finalize(stmt); sqlite3_prepare_v2(bayesdb, sql_insert, -1, &stmt, NULL); } sqlite3_bind_blob(stmt, 1, digest, 16, SQLITE_STATIC); sqlite3_step(stmt); sqlite3_finalize(stmt); #ifdef _DEBUG sqlite3_prepare_v2(bayesdbg, sql_select, -1, &stmtdbg, NULL); sqlite3_bind_text(stmtdbg, 1, tok, strlen(tok), NULL); if (SQLITE_ROW == sqlite3_step(stmtdbg)) { sqlite3_finalize(stmtdbg); sqlite3_prepare_v2(bayesdbg, sql_update, -1, &stmtdbg, NULL); } else { sqlite3_finalize(stmtdbg); sqlite3_prepare_v2(bayesdbg, sql_insert, -1, &stmtdbg, NULL); } sqlite3_bind_text(stmtdbg, 1, tok, strlen(tok), SQLITE_STATIC); sqlite3_step(stmtdbg); sqlite3_finalize(stmtdbg); #endif tok = strtok(NULL, DELIMS); } sqlite3_exec(bayesdb, sql_counter, NULL, NULL, NULL); sqlite3_exec(bayesdb, "COMMIT", NULL, NULL, NULL); #ifdef _DEBUG sqlite3_exec(bayesdbg, "COMMIT", NULL, NULL, NULL); #endif mir_free(message); } void learn_ham(TCHAR *msg) { learn(0, msg); } void learn_spam(TCHAR *msg) { learn(1, msg); }