plugins/af_sort_bayes/init.php

   1 <?php
   2
   3 class Af_Sort_Bayes extends Plugin {
   4
   5         private $host;
   6         private $filters = array();
   7         private $dbh;
   8         private $score_modifier = 50;
   9         private $sql_prefix = "ttrss_plugin_af_sort_bayes";
  10
  11         function about() {
  12                 return array(1.0,
  13                         "Bayesian classifier for tt-rss (WIP)",
  14                         "fox");
  15         }
  16
  17         function init($host) {
  18                 require_once __DIR__ . "/lib/class.naivebayesian.php";
  19                 require_once __DIR__ . "/lib/class.naivebayesian_ngram.php";
  20                 require_once __DIR__ . "/lib/class.naivebayesianstorage.php";
  21
  22                 $this->host = $host;
  23                 $this->dbh = Db::get();
  24
  25                 $this->init_database();
  26
  27                 $host->add_hook($host::HOOK_ARTICLE_FILTER, $this);
  28                 $host->add_hook($host::HOOK_PREFS_TAB, $this);
  29                 $host->add_hook($host::HOOK_ARTICLE_BUTTON, $this);
  30
  31         }
  32
  33         function trainArticle() {
  34                 $article_id = (int) $_REQUEST["article_id"];
  35                 $train_up = sql_bool_to_bool($_REQUEST["train_up"]);
  36
  37                 //$category = $train_up ? "GOOD" : "UGLY";
  38                 $dst_category = "UGLY";
  39
  40                 $nbs = new NaiveBayesianStorage($_SESSION["uid"]);
  41                 $nb = new NaiveBayesian($nbs);
  42
  43                 $result = $this->dbh->query("SELECT score, guid, title, content FROM ttrss_entries, ttrss_user_entries WHERE ref_id = id AND id = " .
  44                         $article_id . " AND owner_uid = " . $_SESSION["uid"]);
  45
  46                 if ($this->dbh->num_rows($result) != 0) {
  47                         $guid = $this->dbh->fetch_result($result, 0, "guid");
  48                         $title = $this->dbh->fetch_result($result, 0, "title");
  49                         $content = mb_strtolower($title . " " . strip_tags($this->dbh->fetch_result($result, 0, "content")));
  50                         $score = $this->dbh->fetch_result($result, 0, "score");
  51
  52                         $this->dbh->query("BEGIN");
  53
  54                         $ref = $nbs->getReference($guid, false);
  55
  56                         if (isset($ref['category_id'])) {
  57                                 $current_category = $nbs->getCategoryById($ref['category_id']);
  58                         } else {
  59                                 $current_category = "UGLY";
  60                         }
  61
  62                         // set score to fixed value for now
  63
  64                         if ($train_up) {
  65                                 switch ($current_category) {
  66                                         case "UGLY":
  67                                                 $dst_category = "GOOD";
  68                                                 $score = $this->score_modifier;
  69                                                 break;
  70                                         case "BAD":
  71                                                 $dst_category = "UGLY";
  72                                                 $score = 0;
  73                                                 break;
  74                                         case "GOOD":
  75                                                 $dst_category = "GOOD";
  76                                                 break;
  77                                 }
  78                         } else {
  79                                 switch ($current_category) {
  80                                         case "UGLY":
  81                                                 $dst_category = "BAD";
  82                                                 $score = $this->score_modifier;
  83                                                 break;
  84                                         case "BAD":
  85                                                 $dst_category = "BAD";
  86                                                 break;
  87                                         case "GOOD":
  88                                                 $dst_category = "UGLY";
  89                                                 $score = 0;
  90                                                 break;
  91                                 }
  92                         }
  93
  94                         $nb->untrain($guid, $content);
  95                         $nb->train($guid, $nbs->getCategoryByName($dst_category), $content);
  96
  97                         $this->dbh->query("UPDATE ttrss_user_entries SET score = '$score' WHERE ref_id = $article_id AND owner_uid = " . $_SESSION["uid"]);
  98
  99                         $nb->updateProbabilities();
 100
 101                         $this->dbh->query("COMMIT");
 102
 103                 }
 104
 105                 print "$article_id :: $dst_category :: $score";
 106         }
 107
 108         function get_js() {
 109                 return file_get_contents(__DIR__ . "/init.js");
 110         }
 111
 112         function get_prefs_js() {
 113                 return file_get_contents(__DIR__ . "/init.js");
 114         }
 115
 116         function hook_article_button($line) {
 117                 return "<img src=\"plugins/af_sort_bayes/thumb_up.png\"
 118                         style=\"cursor : pointer\" style=\"cursor : pointer\"
 119                         onclick=\"bayesTrain(".$line["id"].", true)\"
 120                         class='tagsPic' title='".__('+1')."'>" .
 121                 "<img src=\"plugins/af_sort_bayes/thumb_down.png\"
 122                         style=\"cursor : pointer\" style=\"cursor : pointer\"
 123                         onclick=\"bayesTrain(".$line["id"].", false)\"
 124                         class='tagsPic' title='".__('-1')."'>";
 125
 126         }
 127
 128         function init_database() {
 129                 $prefix = $this->sql_prefix;
 130
 131                 // TODO there probably should be a way for plugins to determine their schema version to upgrade tables
 132
 133                 /*$this->dbh->query("DROP TABLE IF EXISTS ${prefix}_wordfreqs", false);
 134                 $this->dbh->query("DROP TABLE IF EXISTS ${prefix}_references", false);
 135                 $this->dbh->query("DROP TABLE IF EXISTS ${prefix}_categories", false);*/
 136
 137                 $this->dbh->query("BEGIN");
 138
 139                 // PG only for the time being
 140
 141                 if (DB_TYPE == "mysql") {
 142
 143                         $this->dbh->query("CREATE TABLE IF NOT EXISTS ${prefix}_categories (
 144                                 id INTEGER NOT NULL PRIMARY KEY auto_increment,
 145                                 category varchar(100) NOT NULL DEFAULT '',
 146                                 probability DOUBLE NOT NULL DEFAULT '0',
 147                                 owner_uid INTEGER NOT NULL,
 148                                 FOREIGN KEY (owner_uid) REFERENCES ttrss_users(id) ON DELETE CASCADE,
 149                                 word_count BIGINT NOT NULL DEFAULT '0') ENGINE=InnoDB");
 150
 151                         $this->dbh->query("CREATE TABLE IF NOT EXISTS ${prefix}_references (
 152                                 id INTEGER NOT NULL PRIMARY KEY auto_increment,
 153                                 document_id VARCHAR(255) NOT NULL,
 154                                 category_id INTEGER NOT NULL,
 155                                 FOREIGN KEY (category_id) REFERENCES ${prefix}_categories(id) ON DELETE CASCADE,
 156                                 owner_uid INTEGER NOT NULL,
 157                                 FOREIGN KEY (owner_uid) REFERENCES ttrss_users(id) ON DELETE CASCADE) ENGINE=InnoDB");
 158
 159                         $this->dbh->query("CREATE TABLE IF NOT EXISTS ${prefix}_wordfreqs (
 160                                 word varchar(100) NOT NULL DEFAULT '',
 161                                 category_id INTEGER NOT NULL,
 162                                 FOREIGN KEY (category_id) REFERENCES ${prefix}_categories(id) ON DELETE CASCADE,
 163                                 owner_uid INTEGER NOT NULL,
 164                                 FOREIGN KEY (owner_uid) REFERENCES ttrss_users(id) ON DELETE CASCADE,
 165                                 count BIGINT NOT NULL DEFAULT '0') ENGINE=InnoDB");
 166
 167
 168                 } else {
 169                         $this->dbh->query("CREATE TABLE IF NOT EXISTS ${prefix}_categories (
 170                                 id SERIAL NOT NULL PRIMARY KEY,
 171                                 category varchar(100) NOT NULL DEFAULT '',
 172                                 probability DOUBLE PRECISION NOT NULL DEFAULT '0',
 173                                 owner_uid INTEGER NOT NULL REFERENCES ttrss_users(id) ON DELETE CASCADE,
 174                                 word_count BIGINT NOT NULL DEFAULT '0')");
 175
 176                         $this->dbh->query("CREATE TABLE IF NOT EXISTS ${prefix}_references (
 177                                 id SERIAL NOT NULL PRIMARY KEY,
 178                                 document_id VARCHAR(255) NOT NULL,
 179                                 category_id INTEGER NOT NULL REFERENCES ${prefix}_categories(id) ON DELETE CASCADE,
 180                                 owner_uid INTEGER NOT NULL REFERENCES ttrss_users(id) ON DELETE CASCADE)");
 181
 182                         $this->dbh->query("CREATE TABLE IF NOT EXISTS ${prefix}_wordfreqs (
 183                                 word varchar(100) NOT NULL DEFAULT '',
 184                                 category_id INTEGER NOT NULL REFERENCES ${prefix}_categories(id) ON DELETE CASCADE,
 185                                 owner_uid INTEGER NOT NULL REFERENCES ttrss_users(id) ON DELETE CASCADE,
 186                                 count BIGINT NOT NULL DEFAULT '0')");
 187                 }
 188
 189                 $owner_uid = @$_SESSION["uid"];
 190
 191                 if ($owner_uid) {
 192                         $result = $this->dbh->query("SELECT id FROM ${prefix}_categories WHERE owner_uid = $owner_uid LIMIT 1");
 193
 194                         if ($this->dbh->num_rows($result) == 0) {
 195                                 $this->dbh->query("INSERT INTO ${prefix}_categories (category, owner_uid) VALUES ('GOOD', $owner_uid)");
 196                                 $this->dbh->query("INSERT INTO ${prefix}_categories (category, owner_uid) VALUES ('BAD', $owner_uid)");
 197                                 $this->dbh->query("INSERT INTO ${prefix}_categories (category, owner_uid) VALUES ('UGLY', $owner_uid)");
 198                         }
 199                 }
 200
 201                 $this->dbh->query("COMMIT");
 202         }
 203
 204         function renderPrefsUI() {
 205                 $result = $this->dbh->query("SELECT category, probability, word_count,
 206                         (SELECT COUNT(id) FROM {$this->sql_prefix}_references WHERE
 207                                 category_id = {$this->sql_prefix}_categories.id) as doc_count
 208                         FROM {$this->sql_prefix}_categories WHERE owner_uid = " . $_SESSION["uid"]);
 209
 210                 print "<h3>" . __("Statistics") . "</h3>";
 211
 212                 print "<table>";
 213                 print "<tr><th>Category</th><th>Probability</th><th>Words</th><th>Articles</th></tr>";
 214
 215                 while ($line = $this->dbh->fetch_assoc($result)) {
 216                         print "<tr>";
 217                         foreach ($line as $k => $v) {
 218                                 if ($k == "probability") $v = sprintf("%.3f", $v);
 219
 220                                 print "<td>$v</td>";
 221                         }
 222                         print "</tr>";
 223                 }
 224
 225                 print "</table>";
 226
 227                 print "<h3>" . __("Last matched articles") . "</h3>";
 228
 229                 $result = $this->dbh->query("SELECT te.title, category, tf.title AS feed_title
 230                         FROM ttrss_entries AS te, ttrss_user_entries AS tu, ttrss_feeds AS tf, {$this->sql_prefix}_references AS tr, {$this->sql_prefix}_categories AS tc
 231                         WHERE tf.id = tu.feed_id AND tu.ref_id = te.id AND tc.id = tr.category_id AND tr.document_id = te.guid ORDER BY te.id DESC LIMIT 20");
 232
 233                 print "<ul class=\"browseFeedList\" style=\"border-width : 1px\">";
 234
 235                 while ($line = $this->dbh->fetch_assoc($result)) {
 236                         print "<li>" . $line["category"] . ": " . $line["title"] . " (" . $line["feed_title"] . ")</li>";
 237                 }
 238
 239                 print "</ul>";
 240
 241                 print "<button dojoType=\"dijit.form.Button\" onclick=\"return bayesUpdateUI()\">".
 242                         __('Refresh')."</button> ";
 243
 244                 print "<button dojoType=\"dijit.form.Button\" onclick=\"return bayesClearDatabase()\">".
 245                         __('Clear database')."</button> ";
 246
 247                 //
 248         }
 249
 250         function hook_prefs_tab($args) {
 251                 if ($args != "prefPrefs") return;
 252
 253                 print "<div id=\"af_sort_bayes_prefs\" dojoType=\"dijit.layout.AccordionPane\" title=\"".__('Bayesian classifier (af_sort_bayes)')."\">";
 254
 255                 $this->renderPrefsUI();
 256
 257                 print "</div>";
 258         }
 259
 260         function hook_article_filter($article) {
 261                 $owner_uid = $article["owner_uid"];
 262
 263                 $nbs = new NaiveBayesianStorage($owner_uid);
 264                 $nb = new NaiveBayesian($nbs);
 265
 266                 $categories = $nbs->getCategories();
 267
 268                 if (count($categories) > 0) {
 269
 270                         $count_neutral = 0;
 271
 272                         $id_good = 0;
 273                         $id_ugly = 0;
 274                         $id_bad = 0;
 275
 276                         foreach ($categories as $id => $cat) {
 277                                 if ($cat["category"] == "GOOD") {
 278                                         $id_good = $id;
 279                                 } else if ($cat["category"] == "UGLY") {
 280                                         $id_ugly = $id;
 281                                         $count_neutral += $cat["word_count"];
 282                                 } else if ($cat["category"] == "BAD") {
 283                                         $id_bad = $id;
 284                                 }
 285                         }
 286
 287                         $dst_category = $id_ugly;
 288
 289                         $bayes_content = mb_strtolower($article["title"] . " " . strip_tags($article["content"]));
 290
 291                         if ($count_neutral >= 10000) {
 292                                 // enable automatic categorization
 293
 294                                 $result = $nb->categorize($bayes_content);
 295
 296                                 //print_r($result);
 297
 298                                 if (count($result) == 3) {
 299                                         $prob_good = $result[$id_good];
 300                                         $prob_bad = $result[$id_bad];
 301
 302                                         if ($prob_good > 0.90) {
 303                                                 $dst_category = $id_good;
 304                                                 $article["score_modifier"] += $this->score_modifier;
 305                                         } else if ($prob_bad > 0.90) {
 306                                                 $dst_category = $id_bad;
 307                                                 $article["score_modifier"] -= $this->score_modifier;
 308                                         }
 309                                 }
 310
 311                                 _debug("bayes, dst category: $dst_category");
 312                         }
 313
 314                         $nb->train($article["guid_hashed"], $dst_category, $bayes_content);
 315
 316                         $nb->updateProbabilities();
 317                 }
 318
 319                 return $article;
 320
 321         }
 322
 323         function clearDatabase() {
 324                 $prefix = $this->sql_prefix;
 325
 326                 $this->dbh->query("BEGIN");
 327                 $this->dbh->query("DELETE FROM ${prefix}_references WHERE owner_uid = " . $_SESSION["uid"]);
 328                 $this->dbh->query("DELETE FROM ${prefix}_wordfreqs WHERE owner_uid = " . $_SESSION["uid"]);
 329                 $this->dbh->query("COMMIT");
 330
 331                 $nbs = new NaiveBayesianStorage($_SESSION["uid"]);
 332                 $nb = new NaiveBayesian($nbs);
 333                 $nb->updateProbabilities();
 334         }
 335
 336         function api_version() {
 337                 return 2;
 338         }
 339
 340 }
 341 ?>