| 1 | 
           efrain | 
           1 | 
           <?php
  | 
        
        
            | 
            | 
           2 | 
           // This file is part of Moodle - http://moodle.org/
  | 
        
        
            | 
            | 
           3 | 
           //
  | 
        
        
            | 
            | 
           4 | 
           // Moodle is free software: you can redistribute it and/or modify
  | 
        
        
            | 
            | 
           5 | 
           // it under the terms of the GNU General Public License as published by
  | 
        
        
            | 
            | 
           6 | 
           // the Free Software Foundation, either version 3 of the License, or
  | 
        
        
            | 
            | 
           7 | 
           // (at your option) any later version.
  | 
        
        
            | 
            | 
           8 | 
           //
  | 
        
        
            | 
            | 
           9 | 
           // Moodle is distributed in the hope that it will be useful,
  | 
        
        
            | 
            | 
           10 | 
           // but WITHOUT ANY WARRANTY; without even the implied warranty of
  | 
        
        
            | 
            | 
           11 | 
           // MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
  | 
        
        
            | 
            | 
           12 | 
           // GNU General Public License for more details.
  | 
        
        
            | 
            | 
           13 | 
           //
  | 
        
        
            | 
            | 
           14 | 
           // You should have received a copy of the GNU General Public License
  | 
        
        
            | 
            | 
           15 | 
           // along with Moodle.  If not, see <http://www.gnu.org/licenses/>.
  | 
        
        
            | 
            | 
           16 | 
              | 
        
        
            | 
            | 
           17 | 
           /**
  | 
        
        
            | 
            | 
           18 | 
            * Train system models with new data available.
  | 
        
        
            | 
            | 
           19 | 
            *
  | 
        
        
            | 
            | 
           20 | 
            * @package    tool_analytics
  | 
        
        
            | 
            | 
           21 | 
            * @copyright  2017 David Monllao {@link http://www.davidmonllao.com}
  | 
        
        
            | 
            | 
           22 | 
            * @license    http://www.gnu.org/copyleft/gpl.html GNU GPL v3 or later
  | 
        
        
            | 
            | 
           23 | 
            */
  | 
        
        
            | 
            | 
           24 | 
              | 
        
        
            | 
            | 
           25 | 
           namespace tool_analytics\task;
  | 
        
        
            | 
            | 
           26 | 
              | 
        
        
            | 
            | 
           27 | 
           defined('MOODLE_INTERNAL') || die();
  | 
        
        
            | 
            | 
           28 | 
              | 
        
        
            | 
            | 
           29 | 
           /**
  | 
        
        
            | 
            | 
           30 | 
            * Train system models with new data available.
  | 
        
        
            | 
            | 
           31 | 
            *
  | 
        
        
            | 
            | 
           32 | 
            * @package    tool_analytics
  | 
        
        
            | 
            | 
           33 | 
            * @copyright  2017 David Monllao {@link http://www.davidmonllao.com}
  | 
        
        
            | 
            | 
           34 | 
            * @license    http://www.gnu.org/copyleft/gpl.html GNU GPL v3 or later
  | 
        
        
            | 
            | 
           35 | 
            */
  | 
        
        
            | 
            | 
           36 | 
           class train_models extends \core\task\scheduled_task {
  | 
        
        
            | 
            | 
           37 | 
              | 
        
        
            | 
            | 
           38 | 
               /**
  | 
        
        
            | 
            | 
           39 | 
                * get_name
  | 
        
        
            | 
            | 
           40 | 
                *
  | 
        
        
            | 
            | 
           41 | 
                * @return string
  | 
        
        
            | 
            | 
           42 | 
                */
  | 
        
        
            | 
            | 
           43 | 
               public function get_name() {
  | 
        
        
            | 
            | 
           44 | 
                   return get_string('trainmodels', 'tool_analytics');
  | 
        
        
            | 
            | 
           45 | 
               }
  | 
        
        
            | 
            | 
           46 | 
              | 
        
        
            | 
            | 
           47 | 
               /**
  | 
        
        
            | 
            | 
           48 | 
                * Executes the prediction task.
  | 
        
        
            | 
            | 
           49 | 
                *
  | 
        
        
            | 
            | 
           50 | 
                * @return void
  | 
        
        
            | 
            | 
           51 | 
                */
  | 
        
        
            | 
            | 
           52 | 
               public function execute() {
  | 
        
        
            | 
            | 
           53 | 
                   global $OUTPUT, $PAGE;
  | 
        
        
            | 
            | 
           54 | 
              | 
        
        
            | 
            | 
           55 | 
                   if (!\core_analytics\manager::is_analytics_enabled()) {
  | 
        
        
            | 
            | 
           56 | 
                       mtrace(get_string('analyticsdisabled', 'analytics'));
  | 
        
        
            | 
            | 
           57 | 
                       return;
  | 
        
        
            | 
            | 
           58 | 
                   }
  | 
        
        
            | 
            | 
           59 | 
              | 
        
        
            | 
            | 
           60 | 
                   $models = \core_analytics\manager::get_all_models(true);
  | 
        
        
            | 
            | 
           61 | 
                   if (!$models) {
  | 
        
        
            | 
            | 
           62 | 
                       mtrace(get_string('errornoenabledmodels', 'tool_analytics'));
  | 
        
        
            | 
            | 
           63 | 
                       return;
  | 
        
        
            | 
            | 
           64 | 
                   }
  | 
        
        
            | 
            | 
           65 | 
              | 
        
        
            | 
            | 
           66 | 
                   foreach ($models as $model) {
  | 
        
        
            | 
            | 
           67 | 
              | 
        
        
            | 
            | 
           68 | 
                       if ($model->is_static()) {
  | 
        
        
            | 
            | 
           69 | 
                           // Skip models based on assumptions.
  | 
        
        
            | 
            | 
           70 | 
                           continue;
  | 
        
        
            | 
            | 
           71 | 
                       }
  | 
        
        
            | 
            | 
           72 | 
              | 
        
        
            | 
            | 
           73 | 
                       if (!$model->get_time_splitting()) {
  | 
        
        
            | 
            | 
           74 | 
                           // Can not train if there is no time splitting method selected.
  | 
        
        
            | 
            | 
           75 | 
                           continue;
  | 
        
        
            | 
            | 
           76 | 
                       }
  | 
        
        
            | 
            | 
           77 | 
              | 
        
        
            | 
            | 
           78 | 
                       $renderer = $PAGE->get_renderer('tool_analytics');
  | 
        
        
            | 
            | 
           79 | 
              | 
        
        
            | 
            | 
           80 | 
                       $result = $model->train();
  | 
        
        
            | 
            | 
           81 | 
              | 
        
        
            | 
            | 
           82 | 
                       // Reset the page as some indicators may call external functions that overwrite the page context.
  | 
        
        
            | 
            | 
           83 | 
                       \tool_analytics\output\helper::reset_page();
  | 
        
        
            | 
            | 
           84 | 
              | 
        
        
            | 
            | 
           85 | 
                       if ($result) {
  | 
        
        
            | 
            | 
           86 | 
                           echo $OUTPUT->heading(get_string('modelresults', 'tool_analytics', $model->get_name()));
  | 
        
        
            | 
            | 
           87 | 
                           echo $renderer->render_get_predictions_results($result, $model->get_analyser()->get_logs());
  | 
        
        
            | 
            | 
           88 | 
                       }
  | 
        
        
            | 
            | 
           89 | 
                   }
  | 
        
        
            | 
            | 
           90 | 
               }
  | 
        
        
            | 
            | 
           91 | 
           }
  |