1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
|
#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, _countof(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
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)", 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[mir_strlen(tmp)-1] == '\\')
tmp[mir_strlen(tmp)-1] = 0;
mir_snprintf(bayesdb_fullpath, _countof(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)mir_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, _countof(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 < 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 == NULL)
return 0;
mir_snprintf(sql, _countof(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(MCONTACT 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)mir_strlen(tmp), NULL);
sqlite3_step(stmt);
mir_free(tmp);
sqlite3_finalize(stmt);
}
void bayes_approve_contact(MCONTACT 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, _countof(sql_counter), "UPDATE stats SET value=value+1 WHERE key='%s'", type == SPAM ? "spam_msgcount" : "ham_msgcount");
mir_snprintf(sql_select, _countof(sql_select), "SELECT 1 FROM %s WHERE token=?", type == SPAM ? "spam" : "ham");
mir_snprintf(sql_update, _countof(sql_update), "UPDATE %s SET num=num+1 WHERE token=?", type ? "spam" : "ham");
mir_snprintf(sql_insert, _countof(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, (int)mir_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, (int)mir_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);
}
|