diff options
author | vu1tur <to@vu1tur.eu.org> | 2013-05-18 18:51:53 +0000 |
---|---|---|
committer | vu1tur <to@vu1tur.eu.org> | 2013-05-18 18:51:53 +0000 |
commit | acbd8ab4c557b17a98b4259e2bd2225aafaf02cd (patch) | |
tree | d67b075756467f6a7ecf0c04dacbad68a2e49a33 /plugins/Spamotron/src/bayes.cpp | |
parent | d259b413d0812e0181b91846a922a4ddc44aca47 (diff) |
spamotron sourcetree import
git-svn-id: http://svn.miranda-ng.org/main/trunk@4721 1316c22d-e87f-b044-9b9b-93d7a3e3ba9c
Diffstat (limited to 'plugins/Spamotron/src/bayes.cpp')
-rw-r--r-- | plugins/Spamotron/src/bayes.cpp | 387 |
1 files changed, 387 insertions, 0 deletions
diff --git a/plugins/Spamotron/src/bayes.cpp b/plugins/Spamotron/src/bayes.cpp new file mode 100644 index 0000000000..a0a2eab194 --- /dev/null +++ b/plugins/Spamotron/src/bayes.cpp @@ -0,0 +1,387 @@ +#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;
+ sprintf(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
+ sprintf(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;
+ sprintf(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, mir_md5_byte_t *digest)
+{
+ mir_md5_hash((mir_md5_byte_t *)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;
+ sprintf(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;
+ mir_md5_byte_t digest[16];
+ sqlite3_stmt *stmt;
+
+ if (bayesdb == NULL)
+ return 0;
+ sprintf(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;
+ mir_md5_byte_t 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);
+ sprintf(sql_counter, "UPDATE stats SET value=value+1 WHERE key='%s'", type == SPAM ? "spam_msgcount" : "ham_msgcount");
+ sprintf(sql_select, "SELECT 1 FROM %s WHERE token=?", type == SPAM ? "spam" : "ham");
+ sprintf(sql_update, "UPDATE %s SET num=num+1 WHERE token=?", type ? "spam" : "ham");
+ sprintf(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);
+}
\ No newline at end of file |