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efrain |
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<?php
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// This file is part of Moodle - http://moodle.org/
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//
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// Moodle is free software: you can redistribute it and/or modify
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// it under the terms of the GNU General Public License as published by
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// the Free Software Foundation, either version 3 of the License, or
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// (at your option) any later version.
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//
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// Moodle is distributed in the hope that it will be useful,
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// but WITHOUT ANY WARRANTY; without even the implied warranty of
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// MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
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// GNU General Public License for more details.
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//
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// You should have received a copy of the GNU General Public License
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// along with Moodle. If not, see <http://www.gnu.org/licenses/>.
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/**
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* Time splitting method that generates predictions regularly.
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*
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* @package core_analytics
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* @copyright 2019 David Monllao {@link http://www.davidmonllao.com}
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* @license http://www.gnu.org/copyleft/gpl.html GNU GPL v3 or later
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*/
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namespace core_analytics\local\time_splitting;
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defined('MOODLE_INTERNAL') || die();
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/**
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* Time splitting method that generates predictions periodically.
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*
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* @package core_analytics
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* @copyright 2019 David Monllao {@link http://www.davidmonllao.com}
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* @license http://www.gnu.org/copyleft/gpl.html GNU GPL v3 or later
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*/
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abstract class periodic extends base {
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/**
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* The periodicity of the predictions / training data generation.
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*
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* @return \DateInterval
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*/
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abstract protected function periodicity();
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/**
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* Gets the next range with start on the provided time.
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*
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* @param \DateTimeImmutable $time
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* @return array
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*/
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abstract protected function get_next_range(\DateTimeImmutable $time);
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/**
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* Get the start of the first time range.
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*
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* @return int A timestamp.
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*/
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abstract protected function get_first_start();
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/**
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* Returns whether the analysable can be processed by this time splitting method or not.
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*
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* @param \core_analytics\analysable $analysable
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* @return bool
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*/
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public function is_valid_analysable(\core_analytics\analysable $analysable) {
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if (!$analysable->get_start()) {
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return false;
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}
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return true;
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}
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/**
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* define_ranges
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*
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* @return array
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*/
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protected function define_ranges() {
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$periodicity = $this->periodicity();
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if ($this->analysable->get_end()) {
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$end = (new \DateTimeImmutable())->setTimestamp($this->analysable->get_end());
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}
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$nexttime = (new \DateTimeImmutable())->setTimestamp($this->get_first_start());
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$now = new \DateTimeImmutable('now', \core_date::get_server_timezone_object());
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$range = $this->get_next_range($nexttime);
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if (!$range) {
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$nexttime = $nexttime->add($periodicity);
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$range = $this->get_next_range($nexttime);
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if (!$range) {
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throw new \coding_exception('The get_next_range implementation is broken. The difference between two consecutive
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ranges can not be more than the periodicity.');
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}
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}
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$ranges = [];
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$endreached = false;
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while (($this->ready_to_predict($range) || $this->ready_to_train($range)) && !$endreached) {
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$ranges[] = $range;
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$nexttime = $nexttime->add($periodicity);
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$range = $this->get_next_range($nexttime);
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$endreached = (!empty($end) && $nexttime > $end);
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}
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if ($ranges && !$endreached) {
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// If this analysable is not finished we adjust the start and end of the last element in $ranges
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// so that it ends in time().The reason is that the start of these ranges is based on the analysable
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// start and the end is calculated based on the start. This is to prevent the same issue we had in MDL-65348.
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//
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// An example of the situation we want to avoid is:
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// A course started on a Monday, in 2015. It has no end date. Now the system is upgraded to Moodle 3.8, which
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// includes this code. This happens on Wednesday. Periodic ranges (e.g. weekly) will be calculated from a Monday
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// so the data provided by the time-splitting method would be from Monday to Monday, when we really want to
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// provide data from Wednesday to the past Wednesday.
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$ranges = $this->update_last_range($ranges);
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}
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return $ranges;
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}
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/**
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* Overwritten as all generated rows are comparable.
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*
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* @return bool
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*/
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public function include_range_info_in_training_data() {
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return false;
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}
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/**
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* Overwritting as the last range may be for prediction.
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*
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* @return array
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*/
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public function get_training_ranges() {
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// Cloning the array.
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$trainingranges = $this->ranges;
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foreach ($trainingranges as $rangeindex => $range) {
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if (!$this->ready_to_train($range)) {
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unset($trainingranges[$rangeindex]);
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}
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}
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return $trainingranges;
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}
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/**
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* Allows child classes to update the last range provided.
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*
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* @param array $ranges
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* @return array
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*/
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protected function update_last_range(array $ranges) {
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return $ranges;
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}
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}
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