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#include "stdafx.h"
#include "io.h"
#define DELIMS " ,.;!?@-\\/+&\x0D\x0A"
sqlite3 *bayesdb;
#ifdef _DEBUG
sqlite3 *bayesdbg;
#endif
HANDLE hBayesFolder;
int CheckBayes()
{
char bayesdb_fullpath[MAX_PATH];
char bayesdb_tmp[MAX_PATH];
char* tmp = Utils_ReplaceVars("%miranda_userdata%");
if (tmp[mir_strlen(tmp)-1] == '\\')
tmp[mir_strlen(tmp)-1] = 0;
mir_snprintf(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 = nullptr;
if (hBayesFolder)
FoldersGetCustomPath(hBayesFolder, bayesdb_fullpath, MAX_PATH, bayesdb_tmp);
else
strncpy_s(bayesdb_fullpath, bayesdb_tmp, _TRUNCATE);
mir_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[mir_strlen(tmp)-1] == '\\')
tmp[mir_strlen(tmp)-1] = 0;
mir_strcpy(bayesdb_fullpath, tmp);
mir_strcat(bayesdb_fullpath, "\\" BAYESDB_PATH);
mir_free(tmp);
}
CreateDirectoryTree(bayesdb_fullpath);
mir_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)", nullptr, nullptr, &errmsg);
sqlite3_exec(bayesdb, "CREATE TABLE IF NOT EXISTS ham (token blob(16), num int)", nullptr, nullptr, &errmsg);
sqlite3_exec(bayesdb, "CREATE TABLE IF NOT EXISTS stats (key varchar(32), value int)", nullptr, nullptr, &errmsg);
sqlite3_exec(bayesdb, "CREATE TABLE IF NOT EXISTS queue (contact int, msgtime int, message text)", nullptr, nullptr, &errmsg);
sqlite3_prepare_v2(bayesdb, "SELECT count(1) FROM stats WHERE key='spam_msgcount' OR key='ham_msgcount'", -1, &stmt, nullptr);
if (sqlite3_step(stmt) == SQLITE_ROW)
if (sqlite3_column_int(stmt, 0) != 2) {
sqlite3_exec(bayesdb, "INSERT INTO stats VALUES ('spam_msgcount', 0)", nullptr, nullptr, nullptr);
sqlite3_exec(bayesdb, "INSERT INTO stats VALUES ('ham_msgcount', 0)", nullptr, nullptr, nullptr);
}
} else {
MessageBoxA(nullptr, bayesdb_fullpath_utf8, "Can't open database", MB_OK);
}
mir_free(bayesdb_fullpath_utf8);
#ifdef _DEBUG
tmp = Utils_ReplaceVars("%miranda_userdata%");
if (tmp[mir_strlen(tmp)-1] == '\\')
tmp[mir_strlen(tmp)-1] = 0;
mir_snprintf(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)", nullptr, nullptr, &errmsg);
sqlite3_exec(bayesdbg, "CREATE TABLE ham (token varchar(50), num int)", nullptr, nullptr, &errmsg);
}
mir_free(bayesdb_fullpath_utf8);
#endif
return 0;
}
char *tokenhash(const char *token, BYTE *digest)
{
mir_md5_hash((BYTE *)token, (int)mir_strlen(token), digest);
return (char*)digest;
}
int get_token_count(int type)
{
char q[200];
int count = 0;
sqlite3_stmt *stmt;
if (bayesdb == nullptr)
return 0;
mir_snprintf(q, "SELECT COUNT(1) FROM %s", type == SPAM ? "spam" : "ham");
sqlite3_prepare_v2(bayesdb, q, -1, &stmt, nullptr);
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 == nullptr)
return 0;
sqlite3_prepare_v2(bayesdb, "SELECT value FROM stats WHERE key=?", -1, &stmt, nullptr);
sqlite3_bind_text(stmt, 1, type == SPAM ? "spam_msgcount" : "ham_msgcount", type == SPAM ? 13 : 12, nullptr);
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 < mir_strlen(token); i++) {
if ((unsigned char)token[i] >= 48 && (unsigned char)token[i] <= 57)
return FALSE;
}
// skip 1- and 2-character tokens
if (mir_strlen(token) < 3)
return FALSE;
// skip "www", "com", "org", etc.
if (!mir_strcmp(token, "www") || !mir_strcmp(token, "com") || !mir_strcmp(token, "org") || !mir_strcmp(token, "edu") ||
!mir_strcmp(token, "net") || !mir_strcmp(token, "biz") || !mir_strcmp(token, "http") || !mir_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 == nullptr)
return 0;
mir_snprintf(sql, "SELECT num FROM %s WHERE token=?", type == SPAM ? "spam" : "ham");
tokenhash(token, digest);
sqlite3_prepare_v2(bayesdb, sql, -1, &stmt, nullptr);
sqlite3_bind_blob(stmt, 1, digest, 16, nullptr);
if (sqlite3_step(stmt) == SQLITE_ROW) {
score = sqlite3_column_int(stmt, 0);
}
sqlite3_finalize(stmt);
return score;
}
double get_msg_score(wchar_t *msg)
{
char *message, *token;
double spam_prob, ham_prob, tmp1 = 1, tmp2 = 1;
double *scores = nullptr;
int spam_msgcount, ham_msgcount, n = 0, i;
if (bayesdb == nullptr)
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(nullptr, 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(nullptr, 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(MCONTACT hContact, DWORD msgtime, wchar_t *message)
{
char *tmp;
sqlite3_stmt *stmt;
if (!_getOptB("BayesAutolearnApproved", defaultBayesAutolearnApproved) &&
!_getOptB("BayesAutolearnNotApproved", defaultBayesAutolearnNotApproved))
return;
if (_getOptB("BayesEnabled", defaultBayesEnabled) == 0)
return;
if (bayesdb == nullptr)
OpenBayes();
sqlite3_prepare_v2(bayesdb, "INSERT INTO queue VALUES(?,?,?)", -1, &stmt, nullptr);
sqlite3_bind_int(stmt, 1, (DWORD)hContact);
sqlite3_bind_int(stmt, 2, msgtime);
tmp = mir_u2a(message);
sqlite3_bind_text(stmt, 3, tmp, (int)mir_strlen(tmp), nullptr);
sqlite3_step(stmt);
mir_free(tmp);
sqlite3_finalize(stmt);
}
void bayes_approve_contact(MCONTACT hContact)
{
const char *message;
wchar_t *messageW;
int d = 0;
sqlite3_stmt *stmt;
if (bayesdb == nullptr)
return;
sqlite3_prepare_v2(bayesdb, "SELECT message FROM queue WHERE contact=?", -1, &stmt, nullptr);
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, nullptr);
sqlite3_bind_int(stmt, 1, (DWORD)hContact);
sqlite3_step(stmt);
sqlite3_finalize(stmt);
}
}
void dequeue_messages()
{
time_t t = time(0);
sqlite3_stmt *stmt;
const char *message;
wchar_t *messageW;
int d = 0;
if (bayesdb == nullptr)
return;
sqlite3_prepare_v2(bayesdb, "SELECT message FROM queue WHERE msgtime + ? < ?", -1, &stmt, nullptr);
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, nullptr);
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, wchar_t *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 == nullptr)
OpenBayes();
message = mir_u2a(msg);
tok = strtok(message, DELIMS);
mir_snprintf(sql_counter, "UPDATE stats SET value=value+1 WHERE key='%s'", type == SPAM ? "spam_msgcount" : "ham_msgcount");
mir_snprintf(sql_select, "SELECT 1 FROM %s WHERE token=?", type == SPAM ? "spam" : "ham");
mir_snprintf(sql_update, "UPDATE %s SET num=num+1 WHERE token=?", type ? "spam" : "ham");
mir_snprintf(sql_insert, "INSERT INTO %s VALUES(?, 1)", type ? "spam" : "ham");
#ifdef _DEBUG
sqlite3_exec(bayesdbg, "BEGIN", nullptr, nullptr, nullptr);
#endif
sqlite3_exec(bayesdb, "BEGIN", nullptr, nullptr, nullptr);
while (tok) {
if (!is_token_valid(tok)) {
tok = strtok(nullptr, DELIMS);
continue;
}
tokenhash(tok, digest);
sqlite3_prepare_v2(bayesdb, sql_select, -1, &stmt, nullptr);
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, nullptr);
} else {
sqlite3_finalize(stmt);
sqlite3_prepare_v2(bayesdb, sql_insert, -1, &stmt, nullptr);
}
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, nullptr);
sqlite3_bind_text(stmtdbg, 1, tok, (int)mir_strlen(tok), nullptr);
if (SQLITE_ROW == sqlite3_step(stmtdbg)) {
sqlite3_finalize(stmtdbg);
sqlite3_prepare_v2(bayesdbg, sql_update, -1, &stmtdbg, nullptr);
} else {
sqlite3_finalize(stmtdbg);
sqlite3_prepare_v2(bayesdbg, sql_insert, -1, &stmtdbg, nullptr);
}
sqlite3_bind_text(stmtdbg, 1, tok, (int)mir_strlen(tok), SQLITE_STATIC);
sqlite3_step(stmtdbg);
sqlite3_finalize(stmtdbg);
#endif
tok = strtok(nullptr, DELIMS);
}
sqlite3_exec(bayesdb, sql_counter, nullptr, nullptr, nullptr);
sqlite3_exec(bayesdb, "COMMIT", nullptr, nullptr, nullptr);
#ifdef _DEBUG
sqlite3_exec(bayesdbg, "COMMIT", nullptr, nullptr, nullptr);
#endif
mir_free(message);
}
void learn_ham(wchar_t *msg)
{
learn(0, msg);
}
void learn_spam(wchar_t *msg)
{
learn(1, msg);
}
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