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 * Time splitting method that generates predictions regularly. 19 * 20 * @package core_analytics 21 * @copyright 2019 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 core_analytics\local\time_splitting; 26 27 defined('MOODLE_INTERNAL') || die(); 28 29 /** 30 * Time splitting method that generates predictions periodically. 31 * 32 * @package core_analytics 33 * @copyright 2019 David Monllao {@link http://www.davidmonllao.com} 34 * @license http://www.gnu.org/copyleft/gpl.html GNU GPL v3 or later 35 */ 36 abstract class periodic extends base { 37 38 /** 39 * The periodicity of the predictions / training data generation. 40 * 41 * @return \DateInterval 42 */ 43 abstract protected function periodicity(); 44 45 /** 46 * Gets the next range with start on the provided time. 47 * 48 * @param \DateTimeImmutable $time 49 * @return array 50 */ 51 abstract protected function get_next_range(\DateTimeImmutable $time); 52 53 /** 54 * Get the start of the first time range. 55 * 56 * @return int A timestamp. 57 */ 58 abstract protected function get_first_start(); 59 60 /** 61 * Returns whether the analysable can be processed by this time splitting method or not. 62 * 63 * @param \core_analytics\analysable $analysable 64 * @return bool 65 */ 66 public function is_valid_analysable(\core_analytics\analysable $analysable) { 67 if (!$analysable->get_start()) { 68 return false; 69 } 70 return true; 71 } 72 73 /** 74 * define_ranges 75 * 76 * @return array 77 */ 78 protected function define_ranges() { 79 80 $periodicity = $this->periodicity(); 81 82 if ($this->analysable->get_end()) { 83 $end = (new \DateTimeImmutable())->setTimestamp($this->analysable->get_end()); 84 } 85 $nexttime = (new \DateTimeImmutable())->setTimestamp($this->get_first_start()); 86 87 $now = new \DateTimeImmutable('now', \core_date::get_server_timezone_object()); 88 89 $range = $this->get_next_range($nexttime); 90 if (!$range) { 91 $nexttime = $nexttime->add($periodicity); 92 $range = $this->get_next_range($nexttime); 93 94 if (!$range) { 95 throw new \coding_exception('The get_next_range implementation is broken. The difference between two consecutive 96 ranges can not be more than the periodicity.'); 97 } 98 } 99 100 $ranges = []; 101 $endreached = false; 102 while (($this->ready_to_predict($range) || $this->ready_to_train($range)) && !$endreached) { 103 $ranges[] = $range; 104 $nexttime = $nexttime->add($periodicity); 105 $range = $this->get_next_range($nexttime); 106 107 $endreached = (!empty($end) && $nexttime > $end); 108 } 109 110 if ($ranges && !$endreached) { 111 // If this analysable is not finished we adjust the start and end of the last element in $ranges 112 // so that it ends in time().The reason is that the start of these ranges is based on the analysable 113 // start and the end is calculated based on the start. This is to prevent the same issue we had in MDL-65348. 114 // 115 // An example of the situation we want to avoid is: 116 // A course started on a Monday, in 2015. It has no end date. Now the system is upgraded to Moodle 3.8, which 117 // includes this code. This happens on Wednesday. Periodic ranges (e.g. weekly) will be calculated from a Monday 118 // so the data provided by the time-splitting method would be from Monday to Monday, when we really want to 119 // provide data from Wednesday to the past Wednesday. 120 $ranges = $this->update_last_range($ranges); 121 } 122 123 return $ranges; 124 } 125 126 /** 127 * Overwritten as all generated rows are comparable. 128 * 129 * @return bool 130 */ 131 public function include_range_info_in_training_data() { 132 return false; 133 } 134 135 /** 136 * Overwritting as the last range may be for prediction. 137 * 138 * @return array 139 */ 140 public function get_training_ranges() { 141 // Cloning the array. 142 $trainingranges = $this->ranges; 143 144 foreach ($trainingranges as $rangeindex => $range) { 145 if (!$this->ready_to_train($range)) { 146 unset($trainingranges[$rangeindex]); 147 } 148 } 149 150 return $trainingranges; 151 } 152 153 /** 154 * Allows child classes to update the last range provided. 155 * 156 * @param array $ranges 157 * @return array 158 */ 159 protected function update_last_range(array $ranges) { 160 return $ranges; 161 } 162 }
title
Description
Body
title
Description
Body
title
Description
Body
title
Body