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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()) { | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    131
                 | 
                                    
                                                     | 
                
                 | 
                			return;  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    132
                 | 
                                    
                                                     | 
                
                 | 
                		}  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    133
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    134
                 | 
                                    
                                                     | 
                
                 | 
                		// Create main folder where install models.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    135
                 | 
                                    
                                                     | 
                
                 | 
                		$this->modelService->prepareModelFolder($this->getId());  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    136
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    137
                 | 
                                    
                                                     | 
                
                 | 
                		/* Download and install models */  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    138
                 | 
                                    
                                                     | 
                
                 | 
                		$predictorModelBz2 = $this->fileService->downloaldFile(static::FACE_MODEL_BZ2_URLS[self::I_MODEL_PREDICTOR]);  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    139
                 | 
                                    
                                                     | 
                
                 | 
                		$this->fileService->bunzip2($predictorModelBz2, $this->modelService->getFileModelPath($this->getId(), static::FACE_MODEL_FILES[self::I_MODEL_PREDICTOR]));  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    140
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    141
                 | 
                                    
                                                     | 
                
                 | 
                		$resnetModelBz2 = $this->fileService->downloaldFile(static::FACE_MODEL_BZ2_URLS[self::I_MODEL_RESNET]);  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    142
                 | 
                                    
                                                     | 
                
                 | 
                		$this->fileService->bunzip2($resnetModelBz2, $this->modelService->getFileModelPath($this->getId(), static::FACE_MODEL_FILES[self::I_MODEL_RESNET]));  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    143
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    144
                 | 
                                    
                                                     | 
                
                 | 
                		/* Clean temporary files */  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    145
                 | 
                                    
                                                     | 
                
                 | 
                		$this->fileService->clean();  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    146
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    147
                 | 
                                    
                                                     | 
                
                 | 
                		// Insert on database and enable it  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    148
                 | 
                                    
                                                     | 
                
                 | 
                		$qb = $this->connection->getQueryBuilder();  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    149
                 | 
                                    
                                                     | 
                
                 | 
                		$query = $qb->select($qb->createFunction('COUNT(' . $qb->getColumnName('id') . ')')) | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    150
                 | 
                                    
                                                     | 
                
                 | 
                			->from('facerecog_models') | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    151
                 | 
                                    
                                                     | 
                
                 | 
                			->where($qb->expr()->eq('id', $qb->createParameter('id'))) | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    152
                 | 
                                    
                                                     | 
                
                 | 
                			->setParameter('id', $this->getId()); | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    153
                 | 
                                    
                                                     | 
                
                 | 
                		$resultStatement = $query->execute();  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    154
                 | 
                                    
                                                     | 
                
                 | 
                		$data = $resultStatement->fetch(\PDO::FETCH_NUM);  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    155
                 | 
                                    
                                                     | 
                
                 | 
                		$resultStatement->closeCursor();  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    156
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    157
                 | 
                                    
                                                     | 
                
                 | 
                		if ((int)$data[0] <= 0) { | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    158
                 | 
                                    
                                                     | 
                
                 | 
                			$query = $this->connection->getQueryBuilder();  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    159
                 | 
                                    
                                                     | 
                
                 | 
                			$query->insert('facerecog_models') | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    160
                 | 
                                    
                                                     | 
                
                 | 
                			->values([  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    161
                 | 
                                    
                                                     | 
                
                 | 
                				'id' => $query->createNamedParameter($this->getId()),  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    162
                 | 
                                    
                                                     | 
                
                 | 
                				'name' => $query->createNamedParameter($this->getName()),  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    163
                 | 
                                    
                                                     | 
                
                 | 
                				'description' => $query->createNamedParameter($this->getDescription())  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    164
                 | 
                                    
                                                     | 
                
                 | 
                			])  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    165
                 | 
                                    
                                                     | 
                
                 | 
                			->execute();  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    166
                 | 
                                    
                                                     | 
                
                 | 
                		}  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    167
                 | 
                                    
                                                     | 
                
                 | 
                	}  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    168
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    169
                 | 
                                    
                                                     | 
                
                 | 
                	public function open() { | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    170
                 | 
                                    
                                                     | 
                
                 | 
                		$this->fld = new \FaceLandmarkDetection($this->modelService->getFileModelPath($this->getId(), static::FACE_MODEL_FILES[self::I_MODEL_PREDICTOR]));  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    171
                 | 
                                    
                                                     | 
                
                 | 
                		$this->fr = new \FaceRecognition($this->modelService->getFileModelPath($this->getId(), static::FACE_MODEL_FILES[self::I_MODEL_RESNET]));  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    172
                 | 
                                    
                                                     | 
                
                 | 
                	}  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    173
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    174
                 | 
                                    
                                                     | 
                
                 | 
                	public function detectFaces(string $imagePath): array { | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    175
                 | 
                                    
                                                     | 
                
                 | 
                		$faces_detected = dlib_face_detection($imagePath);  | 
            
                            
                    | 
                        
                     | 
                     | 
                     | 
                    
                                                                                                    
                        
                         
                                                                                        
                                                                                     
                     | 
                
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    176
                 | 
                                    
                                                     | 
                
                 | 
                		// To improve clustering a confidence value is needed, which this model does not provide  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    177
                 | 
                                    
                                                     | 
                
                 | 
                		return array_map (function (array $face) { $face['detection_confidence'] = 1.0; return $face; }, $faces_detected); | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    178
                 | 
                                    
                                                     | 
                
                 | 
                	}  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    179
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    180
                 | 
                                    
                                                     | 
                
                 | 
                	public function detectLandmarks(string $imagePath, array $rect): array { | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    181
                 | 
                                    
                                                     | 
                
                 | 
                		return $this->fld->detect($imagePath, $rect);  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    182
                 | 
                                    
                                                     | 
                
                 | 
                	}  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    183
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    184
                 | 
                                    
                                                     | 
                
                 | 
                	public function computeDescriptor(string $imagePath, array $landmarks): array { | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    185
                 | 
                                    
                                                     | 
                
                 | 
                		return $this->fr->computeDescriptor($imagePath, $landmarks);  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    186
                 | 
                                    
                                                     | 
                
                 | 
                	}  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    187
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                                                                
            
                                    
            
            
                | 
                    188
                 | 
                                    
                                                     | 
                
                 | 
                }  | 
            
            
                                                        
            
                                    
            
            
                | 
                    189
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                        
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