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. /** * Time splitting method that generates predictions regularly. * * @package core_analytics * @copyright 2019 David Monllao {@link http://www.davidmonllao.com} * @license http://www.gnu.org/copyleft/gpl.html GNU GPL v3 or later */ namespace core_analytics\local\time_splitting; defined('MOODLE_INTERNAL') || die(); /** * Time splitting method that generates predictions periodically. * * @package core_analytics * @copyright 2019 David Monllao {@link http://www.davidmonllao.com} * @license http://www.gnu.org/copyleft/gpl.html GNU GPL v3 or later */ abstract class periodic extends base { /** * The periodicity of the predictions / training data generation. * * @return \DateInterval */ abstract protected function periodicity(); /** * Returns whether the analysable can be processed by this time splitting method or not. * * @param \core_analytics\analysable $analysable * @return bool */ public function is_valid_analysable(\core_analytics\analysable $analysable) { if (!$analysable->get_start()) { return false; } return true; } /** * define_ranges * * @return array */ protected function define_ranges() { $periodicity = $this->periodicity(); if ($this->analysable->get_end()) { $end = (new \DateTimeImmutable())->setTimestamp($this->analysable->get_end()); } $next = (new \DateTimeImmutable())->setTimestamp($this->get_first_start()); $now = new \DateTimeImmutable('now', \core_date::get_server_timezone_object()); $ranges = []; while ($next < $now && (empty($end) || $next < $end)) { $range = $this->get_next_range($next); if ($range) { $ranges[] = $range; } $next = $next->add($periodicity); } $nextrange = $this->get_next_range($next); if ($this->ready_to_predict($nextrange) && (empty($end) || $next < $end)) { // Add the next one if we have not reached the analysable end yet. // It will be used to get predictions. $ranges[] = $nextrange; } return $ranges; } /** * Overwritten as all generated rows are comparable. * * @return bool */ public function include_range_info_in_training_data() { return false; } /** * Overwritting as the last range may be for prediction. * * @return array */ public function get_training_ranges() { // Cloning the array. $trainingranges = $this->ranges; foreach ($trainingranges as $rangeindex => $range) { if (!$this->ready_to_train($range)) { unset($trainingranges[$rangeindex]); } } return $trainingranges; } /** * The next range is based on the past period. * * @param \DateTimeImmutable $next * @return array */ protected function get_next_range(\DateTimeImmutable $next) { $end = $next->getTimestamp(); $start = $next->sub($this->periodicity())->getTimestamp(); if ($start < $this->analysable->get_start()) { // We skip the first range generated as its start is prior to the analysable start. return false; } return [ 'start' => $start, 'end' => $end, 'time' => $end ]; } /** * Get the start of the first time range. * * @return int A timestamp. */ protected function get_first_start() { return $this->analysable->get_start(); } }