sunnysideup /
silverstripe-default-predict
| 1 | <?php |
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| 2 | |||
| 3 | namespace Sunnysideup\DefaultPredict\Extension; |
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| 4 | |||
| 5 | use SilverStripe\Core\Config\Config; |
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| 6 | use SilverStripe\ORM\DataExtension; |
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| 7 | use SilverStripe\ORM\DataObject; |
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| 8 | |||
| 9 | /** |
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| 10 | * adds meta tag functionality to the Page_Controller or another DataObject. |
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| 11 | * |
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| 12 | * @property Site|DefaultPredictExtension $owner |
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| 13 | */ |
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| 14 | class DefaultPredictExtension extends DataExtension |
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| 15 | { |
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| 16 | private static $base_default_predictor_limit = 5; |
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| 17 | |||
| 18 | private static $base_default_predictor_threshold = 0.5; |
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| 19 | |||
| 20 | /** |
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| 21 | * the greater the number, the less recency matters. |
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| 22 | * with a value of one, recency increases by 100% every step closer to the last record. |
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| 23 | * i.e the last record has five times more chance to the influencer |
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| 24 | * than the record that was created five steps ago. |
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| 25 | */ |
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| 26 | private static $base_default_predictor_recency_factor = 0.5; |
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| 27 | |||
| 28 | private static $base_default_predict_exclude = [ |
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| 29 | 'ID', |
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| 30 | 'Created', |
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| 31 | 'LastEdited', |
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| 32 | 'Version', |
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| 33 | ]; |
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| 34 | |||
| 35 | private static $fields_that_must_be_equal = [ |
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| 36 | 'ClassName', |
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| 37 | ]; |
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| 38 | |||
| 39 | public function populateDefaults() |
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| 40 | { |
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| 41 | $owner = $this->getOwner(); |
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| 42 | $className = $owner->ClassName; |
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| 43 | |||
| 44 | // work out limit and treshold |
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| 45 | $limit = Config::inst()->get($className, 'default_predictor_limit') ?: |
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| 46 | Config::inst()->get(DefaultPredictExtension::class, 'base_default_predictor_limit'); |
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| 47 | |||
| 48 | $threshold = Config::inst()->get($className, 'default_predictor_threshold') ?: |
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| 49 | Config::inst()->get(DefaultPredictExtension::class, 'base_default_predictor_threshold'); |
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| 50 | |||
| 51 | $recencyFactor = Config::inst()->get($className, 'default_predictor_recency_factor') ?: |
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| 52 | Config::inst()->get(DefaultPredictExtension::class, 'base_default_predictor_recency_factor'); |
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| 53 | |||
| 54 | $fieldsThatMustBeEqual = Config::inst()->get($className, 'fields_that_must_be_equal') ?: |
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| 55 | Config::inst()->get(DefaultPredictExtension::class, 'fields_that_must_be_equal'); |
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| 56 | |||
| 57 | $predicts = $this->getDefaultPredictionPredictor($limit, $threshold, $recencyFactor, $fieldsThatMustBeEqual); |
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| 58 | |||
| 59 | // get class specific predictions |
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| 60 | if ($owner->hasMethod('getSpecificDefaultPredictions')) { |
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| 61 | $predicts = $predicts + $owner->getSpecificDefaultPredictions(); |
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| 62 | } |
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| 63 | |||
| 64 | foreach ($predicts as $fieldName => $value) { |
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| 65 | $owner->{$fieldName} = $value; |
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| 66 | } |
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| 67 | } |
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| 68 | |||
| 69 | protected function getDefaultPredictionPredictor(int $limit, float $threshold, float $recencyFactor, array $fieldsThatMustBeEqual): array |
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| 70 | { |
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| 71 | $owner = $this->getOwner(); |
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| 72 | $className = $owner->ClassName; |
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| 73 | |||
| 74 | // set return variable |
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| 75 | $predicts = []; |
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| 76 | |||
| 77 | // get field names |
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| 78 | $fieldNames = $this->getDefaultPredictionFieldNames($className); |
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| 79 | |||
| 80 | // must be equal |
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| 81 | $mustBeEqual = []; |
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| 82 | foreach($fieldsThatMustBeEqual as $fieldThatMustBeEqual) { |
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| 83 | if(isset($fieldNames[$fieldThatMustBeEqual])) { |
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| 84 | $mustBeEqual[$fieldThatMustBeEqual] = $owner->{$fieldThatMustBeEqual}; |
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| 85 | } |
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| 86 | } |
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| 87 | // get last objects, based on limit; |
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| 88 | $objects = $className::get() |
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| 89 | ->sort(['ID' => 'DESC']) |
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| 90 | ->exclude(['ID' => $owner->ID]) |
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| 91 | ->limit($limit) |
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| 92 | ; |
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| 93 | if(count($mustBeEqual)) { |
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| 94 | $objects = $objects->filter($mustBeEqual); |
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| 95 | } |
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| 96 | // print_r($objects->column('Purpose')); |
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| 97 | // print_r($objects->column('Title')); |
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| 98 | //store objects in memory |
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| 99 | $objectArray = []; |
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| 100 | foreach ($objects as $object) { |
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| 101 | $objectArray[] = $object; |
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| 102 | } |
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| 103 | // put the latest one last so that we can give it more weight. |
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| 104 | $objectArray = array_reverse($objectArray); |
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| 105 | |||
| 106 | // get the field names |
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| 107 | // print_r($fieldNames); |
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| 108 | // loop through fields |
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| 109 | foreach ($fieldNames as $fieldName) { |
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| 110 | $valueArray = []; |
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| 111 | // loop through objects |
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| 112 | $max = 0; |
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| 113 | foreach ($objectArray as $object) { |
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| 114 | $value = $object->{$fieldName}; |
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| 115 | if (! $value) { |
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| 116 | $value = ''; |
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| 117 | } |
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| 118 | // give more weight to the last one used. |
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| 119 | for ($y = 0; $y <= $max; ++$y) { |
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| 120 | $valueArray[] = $value; |
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| 121 | } |
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| 122 | $max += $recencyFactor; |
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| 123 | } |
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| 124 | // print_r($fieldName); |
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| 125 | // print_r($valueArray); |
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| 126 | if (count($valueArray)) { |
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| 127 | // work out if there is a value that comes back a lot, and, if so, add it to predicts |
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| 128 | $possibleValue = $this->defaultPredictionPredictorBestContender($valueArray, $threshold); |
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| 129 | if ($possibleValue) { |
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| 130 | $predicts[$fieldName] = $possibleValue; |
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| 131 | } |
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| 132 | } |
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| 133 | } |
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| 134 | // print_r($predicts); |
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| 135 | return $predicts; |
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| 136 | } |
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| 137 | |||
| 138 | protected function getDefaultPredictionFieldNames(string $className): array |
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| 139 | { |
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| 140 | $excludeBase = (array) Config::inst()->get(DefaultPredictExtension::class, 'base_default_predict_exclude'); |
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| 141 | $excludeMore = (array) Config::inst()->get($className, 'default_predict_exclude'); |
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| 142 | $exclude = array_merge($excludeBase, $excludeMore); |
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| 143 | |||
| 144 | // get db and has_one fields |
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| 145 | $fieldsDb = array_keys(Config::inst()->get($className, 'db')); |
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| 146 | $fieldsHasOne = array_keys(Config::inst()->get($className, 'has_one')); |
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| 147 | |||
| 148 | // add ID part to has_one fields |
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| 149 | array_walk($fieldsHasOne, function (&$value, $key) { |
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| 150 | $value .= 'ID'; |
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| 151 | }); |
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| 152 | |||
| 153 | // return merge of arrays minus the exclude ones. |
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| 154 | return array_diff( |
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| 155 | array_merge($fieldsDb, $fieldsHasOne), |
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| 156 | $exclude |
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| 157 | ); |
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| 158 | } |
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| 159 | |||
| 160 | protected function defaultPredictionPredictorBestContender(array $valueArray, float $threshold) |
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| 161 | { |
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| 162 | $averages = $this->defaultPredictionPredictorCalculateAverages($valueArray); |
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| 163 | // sort by the most common one |
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| 164 | arsort($averages); |
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| 165 | foreach ($averages as $value => $percentage) { |
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| 166 | if ($percentage > $threshold) { |
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| 167 | return $value; |
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| 168 | } |
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| 169 | |||
| 170 | return null; |
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| 171 | } |
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| 172 | |||
| 173 | return null; |
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| 174 | } |
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| 175 | |||
| 176 | protected function defaultPredictionPredictorCalculateAverages(array $array) |
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| 177 | { |
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| 178 | $num = count($array); // provides the value for num |
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| 179 | |||
| 180 | return array_map( |
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| 181 | function ($val) use ($num) { |
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| 182 | return $val / $num; |
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| 183 | }, |
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| 184 | array_count_values($array) // provides the value for $val |
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| 185 | ); |
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| 186 | } |
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| 187 | } |
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| 188 |
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