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<?php
// This file is part of Moodle - http://moodle.org/
//
// Moodle is free software: you can redistribute it and/or modify
// it under the terms of the GNU General Public License as published by
// the Free Software Foundation, either version 3 of the License, or
// (at your option) any later version.
//
// Moodle is distributed in the hope that it will be useful,
// but WITHOUT ANY WARRANTY; without even the implied warranty of
// MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
// GNU General Public License for more details.
//
// You should have received a copy of the GNU General Public License
// along with Moodle. If not, see <http://www.gnu.org/licenses/>.
/**
* 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();
}
}