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<?php |
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/** |
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* @copyright Copyright (c) 2020, Matias De lellis <[email protected]> |
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* @copyright Copyright (c) 2018, Branko Kokanovic <[email protected]> |
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* |
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* @author Branko Kokanovic <[email protected]> |
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* |
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* @license GNU AGPL version 3 or any later version |
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* |
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* This program is free software: you can redistribute it and/or modify |
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* it under the terms of the GNU Affero General Public License as |
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* published by the Free Software Foundation, either version 3 of the |
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* License, or (at your option) any later version. |
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* |
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* This program 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 Affero General Public License for more details. |
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* |
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* You should have received a copy of the GNU Affero General Public License |
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* along with this program. If not, see <http://www.gnu.org/licenses/>. |
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* |
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*/ |
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namespace OCA\FaceRecognition\Model\DlibHogModel; |
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use OCP\IDBConnection; |
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use OCA\FaceRecognition\Helper\MemoryLimits; |
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use OCA\FaceRecognition\Service\FileService; |
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use OCA\FaceRecognition\Service\ModelService; |
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use OCA\FaceRecognition\Service\SettingsService; |
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use OCA\FaceRecognition\Model\IModel; |
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class DlibHogModel implements IModel { |
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/* |
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* Model files. |
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*/ |
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const FACE_MODEL_ID = 3; |
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const FACE_MODEL_NAME = "DlibHog"; |
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const FACE_MODEL_DESC = "Dlib HOG Model which needs lower requirements"; |
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/** Relationship between image size and memory consumed */ |
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const MEMORY_AREA_RELATIONSHIP = 1 * 1024; |
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const FACE_MODEL_BZ2_URLS = [ |
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'https://github.com/davisking/dlib-models/raw/4af9b776281dd7d6e2e30d4a2d40458b1e254e40/shape_predictor_5_face_landmarks.dat.bz2', |
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'https://github.com/davisking/dlib-models/raw/2a61575dd45d818271c085ff8cd747613a48f20d/dlib_face_recognition_resnet_model_v1.dat.bz2' |
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]; |
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const FACE_MODEL_FILES = [ |
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'shape_predictor_5_face_landmarks.dat', |
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'dlib_face_recognition_resnet_model_v1.dat' |
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]; |
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const I_MODEL_PREDICTOR = 0; |
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const I_MODEL_RESNET = 1; |
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/** @var \FaceLandmarkDetection */ |
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private $fld; |
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/** @var \FaceRecognition */ |
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private $fr; |
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/** @var IDBConnection */ |
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private $connection; |
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/** @var FileService */ |
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private $fileService; |
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/** @var ModelService */ |
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private $modelService; |
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/** @var SettingsService */ |
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private $settingsService; |
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/** |
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* DlibCnnModel __construct. |
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* |
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* @param IDBConnection $connection |
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* @param FileService $fileService |
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* @param ModelService $modelService |
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* @param SettingsService $settingsService |
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*/ |
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public function __construct(IDBConnection $connection, |
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FileService $fileService, |
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ModelService $modelService, |
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SettingsService $settingsService) |
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{ |
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$this->connection = $connection; |
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$this->fileService = $fileService; |
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$this->modelService = $modelService; |
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$this->settingsService = $settingsService; |
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} |
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public function getId(): int { |
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return static::FACE_MODEL_ID; |
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} |
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public function getName(): string { |
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return static::FACE_MODEL_NAME; |
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} |
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public function getDescription(): string { |
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return static::FACE_MODEL_DESC; |
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} |
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public function isInstalled(): bool { |
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if (!$this->modelService->modelFileExists($this->getId(), static::FACE_MODEL_FILES[self::I_MODEL_PREDICTOR])) |
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return false; |
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if (!$this->modelService->modelFileExists($this->getId(), static::FACE_MODEL_FILES[self::I_MODEL_RESNET])) |
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return false; |
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return true; |
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} |
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public function meetDependencies(): bool { |
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return extension_loaded('pdlib') && |
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version_compare(phpversion('pdlib'), '1.0.1', '>='); |
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} |
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public function getMaximumArea(): int { |
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return intval(MemoryLimits::getAvailableMemory()/self::MEMORY_AREA_RELATIONSHIP); |
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} |
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public function install() { |
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if ($this->isInstalled()) { |
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return; |
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} |
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// Create main folder where install models. |
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$this->modelService->prepareModelFolder($this->getId()); |
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/* Download and install models */ |
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$predictorModelBz2 = $this->fileService->downloaldFile(static::FACE_MODEL_BZ2_URLS[self::I_MODEL_PREDICTOR]); |
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$this->fileService->bunzip2($predictorModelBz2, $this->modelService->getFileModelPath($this->getId(), static::FACE_MODEL_FILES[self::I_MODEL_PREDICTOR])); |
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$resnetModelBz2 = $this->fileService->downloaldFile(static::FACE_MODEL_BZ2_URLS[self::I_MODEL_RESNET]); |
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$this->fileService->bunzip2($resnetModelBz2, $this->modelService->getFileModelPath($this->getId(), static::FACE_MODEL_FILES[self::I_MODEL_RESNET])); |
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/* Clean temporary files */ |
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$this->fileService->clean(); |
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// Insert on database and enable it |
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$qb = $this->connection->getQueryBuilder(); |
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$query = $qb->select($qb->createFunction('COUNT(' . $qb->getColumnName('id') . ')')) |
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->from('facerecog_models') |
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->where($qb->expr()->eq('id', $qb->createParameter('id'))) |
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->setParameter('id', $this->getId()); |
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$resultStatement = $query->execute(); |
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$data = $resultStatement->fetch(\PDO::FETCH_NUM); |
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$resultStatement->closeCursor(); |
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if ((int)$data[0] <= 0) { |
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$query = $this->connection->getQueryBuilder(); |
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$query->insert('facerecog_models') |
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->values([ |
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'id' => $query->createNamedParameter($this->getId()), |
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'name' => $query->createNamedParameter($this->getName()), |
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'description' => $query->createNamedParameter($this->getDescription()) |
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]) |
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->execute(); |
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} |
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} |
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public function open() { |
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$this->fld = new \FaceLandmarkDetection($this->modelService->getFileModelPath($this->getId(), static::FACE_MODEL_FILES[self::I_MODEL_PREDICTOR])); |
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$this->fr = new \FaceRecognition($this->modelService->getFileModelPath($this->getId(), static::FACE_MODEL_FILES[self::I_MODEL_RESNET])); |
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} |
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public function detectFaces(string $imagePath): array { |
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$faces_detected = dlib_face_detection($imagePath); |
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// To improve clustering a confidence value is needed, which this model does not provide |
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return array_map (function (array $face) { $face['detection_confidence'] = 1.0; return $face; }, $faces_detected); |
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} |
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public function detectLandmarks(string $imagePath, array $rect): array { |
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return $this->fld->detect($imagePath, $rect); |
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} |
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public function computeDescriptor(string $imagePath, array $landmarks): array { |
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return $this->fr->computeDescriptor($imagePath, $landmarks); |
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} |
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} |
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matiasdelellis /
facerecognition
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The issue could also be caused by a filter entry in the build configuration. If the path has been excluded in your configuration, e.g.
excluded_paths: ["lib/*"], you can move it to the dependency path list as follows:For further information see https://scrutinizer-ci.com/docs/tools/php/php-scrutinizer/#list-dependency-paths