refactor: face recognition to use generic
Signed-off-by: Varun Patil <varunpatil@ucla.edu>pull/563/head
parent
ca49eb19e8
commit
a701ccd2f4
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@ -59,14 +59,14 @@ return [
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['name' => 'Tags#preview', 'url' => '/api/tags/preview/{name}', 'verb' => 'GET'],
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['name' => 'Tags#preview', 'url' => '/api/tags/preview/{name}', 'verb' => 'GET'],
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['name' => 'Tags#set', 'url' => '/api/tags/set/{id}', 'verb' => 'PATCH'],
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['name' => 'Tags#set', 'url' => '/api/tags/set/{id}', 'verb' => 'PATCH'],
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['name' => 'Places#list', 'url' => '/api/places', 'verb' => 'GET'],
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['name' => 'Places#preview', 'url' => '/api/places/preview/{name}', 'verb' => 'GET'],
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['name' => 'PeopleRecognize#list', 'url' => '/api/recognize/people', 'verb' => 'GET'],
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['name' => 'PeopleRecognize#list', 'url' => '/api/recognize/people', 'verb' => 'GET'],
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['name' => 'PeopleRecognize#preview', 'url' => '/api/recognize/people/preview/{name}', 'verb' => 'GET'],
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['name' => 'PeopleRecognize#preview', 'url' => '/api/recognize/people/preview/{name}', 'verb' => 'GET'],
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['name' => 'People#facerecognitionPeople', 'url' => '/api/facerecognition/people', 'verb' => 'GET'],
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['name' => 'PeopleFaceRecognition#list', 'url' => '/api/facerecognition/people', 'verb' => 'GET'],
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['name' => 'People#facerecognitionPeoplePreview', 'url' => '/api/facerecognition/people/preview/{id}', 'verb' => 'GET'],
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['name' => 'PeopleFaceRecognition#preview', 'url' => '/api/facerecognition/people/preview/{name}', 'verb' => 'GET'],
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['name' => 'Places#list', 'url' => '/api/places', 'verb' => 'GET'],
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['name' => 'Places#preview', 'url' => '/api/places/preview/{name}', 'verb' => 'GET'],
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['name' => 'Map#clusters', 'url' => '/api/map/clusters', 'verb' => 'GET'],
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['name' => 'Map#clusters', 'url' => '/api/map/clusters', 'verb' => 'GET'],
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@ -46,6 +46,8 @@ trait GenericApiControllerUtils
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/**
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/**
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* Runa function and catch exceptions to return HTTP response.
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* Runa function and catch exceptions to return HTTP response.
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*
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* @param mixed $function
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*/
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*/
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protected function guardEx($function): \OCP\AppFramework\Http\Response
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protected function guardEx($function): \OCP\AppFramework\Http\Response
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{
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{
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@ -47,6 +47,7 @@ abstract class GenericClusterController extends GenericApiController
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$this->init();
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$this->init();
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$list = $this->getClusters();
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$list = $this->getClusters();
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return new JSONResponse($list, Http::STATUS_OK);
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return new JSONResponse($list, Http::STATUS_OK);
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});
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});
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}
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}
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@ -1,209 +0,0 @@
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<?php
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declare(strict_types=1);
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/**
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* @copyright Copyright (c) 2022 Varun Patil <radialapps@gmail.com>
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* @author Varun Patil <radialapps@gmail.com>
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* @license AGPL-3.0-or-later
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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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namespace OCA\Memories\Controller;
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use OCA\Memories\Errors;
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use OCP\AppFramework\Http;
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use OCP\AppFramework\Http\DataDisplayResponse;
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use OCP\AppFramework\Http\DataResponse;
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use OCP\AppFramework\Http\JSONResponse;
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use OCP\Files\FileInfo;
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class PeopleController extends GenericApiController
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{
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/**
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* @NoAdminRequired
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*
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* Get list of faces with counts of images
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*/
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public function facerecognitionPeople(): Http\Response
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{
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$user = $this->userSession->getUser();
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if (null === $user) {
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return Errors::NotLoggedIn();
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}
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// Check if face recognition is installed and enabled for this user
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if (!$this->facerecognitionIsInstalled()) {
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return Errors::NotEnabled('Face Recognition');
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}
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// If this isn't the timeline folder then things aren't going to work
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$root = $this->getRequestRoot();
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if ($root->isEmpty()) {
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return Errors::NoRequestRoot();
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}
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// If the user has recognition disabled, just returns an empty response.
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if (!$this->facerecognitionIsEnabled()) {
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return new JSONResponse([]);
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}
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// Run actual query
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$currentModel = (int) $this->config->getAppValue('facerecognition', 'model', -1);
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$list = $this->timelineQuery->getFaceRecognitionPersons(
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$root,
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$currentModel
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);
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// Just append unnamed clusters to the end.
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$list = array_merge($list, $this->timelineQuery->getFaceRecognitionClusters(
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$root,
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$currentModel
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));
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return new JSONResponse($list, Http::STATUS_OK);
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}
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/**
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* @NoAdminRequired
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*
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* @NoCSRFRequired
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*
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* Get face preview image cropped with imagick
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*
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* @return DataResponse
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*/
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public function facerecognitionPeoplePreview(string $id): Http\Response
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{
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$user = $this->userSession->getUser();
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if (null === $user) {
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return Errors::NotLoggedIn();
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}
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// Check if face recognition is installed and enabled for this user
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if (!$this->facerecognitionIsInstalled()) {
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return Errors::NotEnabled('Face Recognition');
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}
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// Get folder to search for
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$root = $this->getRequestRoot();
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if ($root->isEmpty()) {
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return Errors::NoRequestRoot();
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}
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// If the user has facerecognition disabled, just returns an empty response.
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if (!$this->facerecognitionIsEnabled()) {
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return new JSONResponse([]);
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}
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// Run actual query
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$currentModel = (int) $this->config->getAppValue('facerecognition', 'model', -1);
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$detections = $this->timelineQuery->getFaceRecognitionPreview($root, $currentModel, $id);
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if (null === $detections || 0 === \count($detections)) {
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return Errors::NotFound('detections');
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}
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return $this->getPreviewResponse($detections, 1.8);
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}
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/**
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* Get face preview image cropped with imagick.
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*
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* @param array $detections Array of detections to search
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* @param \OCP\IUser $user User to search for
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* @param int $padding Padding to add to the face in preview
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*/
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private function getPreviewResponse(
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array $detections,
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float $padding
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): Http\Response {
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// Get preview manager
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$previewManager = \OC::$server->get(\OCP\IPreview::class);
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/** @var \Imagick */
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$image = null;
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// Find the first detection that has a preview
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$userFolder = $this->rootFolder->getUserFolder($this->getUID());
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foreach ($detections as &$detection) {
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// Get the file (also checks permissions)
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$files = $userFolder->getById($detection['file_id']);
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if (0 === \count($files) || FileInfo::TYPE_FILE !== $files[0]->getType()) {
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continue;
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}
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// Check read permission
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if (!$files[0]->isReadable()) {
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continue;
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}
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// Get (hopefully cached) preview image
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try {
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$preview = $previewManager->getPreview($files[0], 2048, 2048, false);
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$image = new \Imagick();
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if (!$image->readImageBlob($preview->getContent())) {
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throw new \Exception('Failed to read image blob');
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}
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$iw = $image->getImageWidth();
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$ih = $image->getImageHeight();
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if ($iw <= 0 || $ih <= 0) {
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$image = null;
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throw new \Exception('Invalid image size');
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}
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} catch (\Exception $e) {
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continue;
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}
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// Got the preview
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break;
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}
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// Make sure the preview is valid
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if (null === $image) {
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return Errors::NotFound('preview');
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}
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// Set quality and make progressive
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$image->setImageCompressionQuality(80);
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$image->setInterlaceScheme(\Imagick::INTERLACE_PLANE);
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// Crop image
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$dw = (float) $detection['width'];
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$dh = (float) $detection['height'];
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$dcx = (float) $detection['x'] + (float) $detection['width'] / 2;
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$dcy = (float) $detection['y'] + (float) $detection['height'] / 2;
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$faceDim = max($dw * $iw, $dh * $ih) * $padding;
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$image->cropImage(
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(int) $faceDim,
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(int) $faceDim,
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(int) ($dcx * $iw - $faceDim / 2),
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(int) ($dcy * $ih - $faceDim / 2),
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);
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$image->scaleImage(512, 512, true);
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$blob = $image->getImageBlob();
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// Create and send response
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$response = new DataDisplayResponse($blob, Http::STATUS_OK, [
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'Content-Type' => $image->getImageMimeType(),
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]);
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$response->cacheFor(3600 * 24, false, false);
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return $response;
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}
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}
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@ -0,0 +1,75 @@
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<?php
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declare(strict_types=1);
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/**
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* @copyright Copyright (c) 2022 Varun Patil <radialapps@gmail.com>
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* @author Varun Patil <radialapps@gmail.com>
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* @license AGPL-3.0-or-later
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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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namespace OCA\Memories\Controller;
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class PeopleFaceRecognitionController extends GenericClusterController
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{
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use PeopleControllerUtils;
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protected function appName(): string
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{
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return 'Face Recognition';
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}
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protected function isEnabled(): bool
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{
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return $this->recognizeIsEnabled();
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}
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protected function getClusters(): array
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{
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return array_merge(
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$this->timelineQuery->getFaceRecognitionPersons($this->root, $this->model()),
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$this->timelineQuery->getFaceRecognitionClusters($this->root, $this->model())
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);
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}
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protected function getPhotos(string $name, ?int $limit = null): array
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{
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return $this->timelineQuery->getFaceRecognitionPhotos($name, $this->model(), $this->root, $limit) ?? [];
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}
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protected function sortPhotosForPreview(array &$photos)
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{
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// Convert to recognize format (percentage position-size)
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foreach ($photos as &$p) {
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$p['x'] = (float) $p['x'] / $p['image_width'];
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$p['y'] = (float) $p['y'] / $p['image_height'];
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$p['width'] = (float) $p['width'] / $p['image_width'];
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$p['height'] = (float) $p['height'] / $p['image_height'];
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}
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$this->sortByScores($photos);
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}
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protected function getPreviewBlob($file, $photo): array
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{
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return $this->cropFace($file, $photo, 1.8);
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}
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private function model(): int
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{
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return (int) $this->config->getAppValue('facerecognition', 'model', -1);
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}
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}
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@ -5,7 +5,6 @@ declare(strict_types=1);
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namespace OCA\Memories\Db;
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namespace OCA\Memories\Db;
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use OCP\DB\QueryBuilder\IQueryBuilder;
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use OCP\DB\QueryBuilder\IQueryBuilder;
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use OCP\Files\Folder;
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use OCP\IDBConnection;
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use OCP\IDBConnection;
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trait TimelineQueryPeopleFaceRecognition
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trait TimelineQueryPeopleFaceRecognition
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@ -59,7 +58,7 @@ trait TimelineQueryPeopleFaceRecognition
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);
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);
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}
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}
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public function getFaceRecognitionPreview(TimelineRoot &$root, $currentModel, $previewId)
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public function getFaceRecognitionPhotos(string $id, int $currentModel, TimelineRoot &$root, ?int $limit)
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{
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{
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$query = $this->connection->getQueryBuilder();
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$query = $this->connection->getQueryBuilder();
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@ -87,70 +86,28 @@ trait TimelineQueryPeopleFaceRecognition
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$query->innerJoin('fri', 'memories', 'm', $query->expr()->eq('m.fileid', 'fri.file'));
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$query->innerJoin('fri', 'memories', 'm', $query->expr()->eq('m.fileid', 'fri.file'));
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$query->innerJoin('frf', 'facerecog_persons', 'frp', $query->expr()->eq('frp.id', 'frf.person'));
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$query->innerJoin('frf', 'facerecog_persons', 'frp', $query->expr()->eq('frp.id', 'frf.person'));
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if (is_numeric($previewId)) {
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if (is_numeric($id)) {
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// WHERE faces are from id persons (a cluster).
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// WHERE faces are from id persons (a cluster).
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$query->where($query->expr()->eq('frp.id', $query->createNamedParameter($previewId)));
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$query->where($query->expr()->eq('frp.id', $query->createNamedParameter($id)));
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} else {
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} else {
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// WHERE faces are from name on persons.
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// WHERE faces are from name on persons.
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$query->where($query->expr()->eq('frp.name', $query->createNamedParameter($previewId)));
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$query->where($query->expr()->eq('frp.name', $query->createNamedParameter($id)));
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}
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}
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// WHERE these photos are in the user's requested folder recursively
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// WHERE these photos are in the user's requested folder recursively
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$query = $this->joinFilecache($query, $root, true, false);
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$query = $this->joinFilecache($query, $root, true, false);
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// LIMIT results
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// LIMIT results
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$query->setMaxResults(15);
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if (null !== $limit) {
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$query->setMaxResults($limit);
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}
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// Sort by date taken so we get recent photos
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// Sort by date taken so we get recent photos
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$query->orderBy('m.datetaken', 'DESC');
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$query->orderBy('m.datetaken', 'DESC');
|
||||||
$query->addOrderBy('m.fileid', 'DESC'); // tie-breaker
|
$query->addOrderBy('m.fileid', 'DESC'); // tie-breaker
|
||||||
|
|
||||||
// FETCH face detections
|
// FETCH face detections
|
||||||
$cursor = $this->executeQueryWithCTEs($query);
|
return $this->executeQueryWithCTEs($query)->fetchAll();
|
||||||
$previews = $cursor->fetchAll();
|
|
||||||
if (empty($previews)) {
|
|
||||||
return null;
|
|
||||||
}
|
|
||||||
|
|
||||||
// Score the face detections
|
|
||||||
foreach ($previews as &$p) {
|
|
||||||
// Get actual pixel size of face
|
|
||||||
$iw = min((int) ($p['image_width'] ?: 512), 2048);
|
|
||||||
$ih = min((int) ($p['image_height'] ?: 512), 2048);
|
|
||||||
|
|
||||||
// Get percentage position and size
|
|
||||||
$p['x'] = (float) $p['x'] / $p['image_width'];
|
|
||||||
$p['y'] = (float) $p['y'] / $p['image_height'];
|
|
||||||
$p['width'] = (float) $p['width'] / $p['image_width'];
|
|
||||||
$p['height'] = (float) $p['height'] / $p['image_height'];
|
|
||||||
|
|
||||||
$w = (float) $p['width'];
|
|
||||||
$h = (float) $p['height'];
|
|
||||||
|
|
||||||
// Get center of face
|
|
||||||
$x = (float) $p['x'] + (float) $p['width'] / 2;
|
|
||||||
$y = (float) $p['y'] + (float) $p['height'] / 2;
|
|
||||||
|
|
||||||
// 3D normal distribution - if the face is closer to the center, it's better
|
|
||||||
$positionScore = exp(-($x - 0.5) ** 2 * 4) * exp(-($y - 0.5) ** 2 * 4);
|
|
||||||
|
|
||||||
// Root size distribution - if the image is bigger, it's better,
|
|
||||||
// but it doesn't matter beyond a certain point
|
|
||||||
$imgSizeScore = ($iw * 100) ** (1 / 2) * ($ih * 100) ** (1 / 2);
|
|
||||||
|
|
||||||
// Faces occupying too much of the image don't look particularly good
|
|
||||||
$faceSizeScore = (-$w ** 2 + $w) * (-$h ** 2 + $h);
|
|
||||||
|
|
||||||
// Combine scores
|
|
||||||
$p['score'] = $positionScore * $imgSizeScore * $faceSizeScore * $p['confidence'];
|
|
||||||
}
|
|
||||||
|
|
||||||
// Sort previews by score descending
|
|
||||||
usort($previews, function ($a, $b) {
|
|
||||||
return $b['score'] <=> $a['score'];
|
|
||||||
});
|
|
||||||
|
|
||||||
return $previews;
|
|
||||||
}
|
}
|
||||||
|
|
||||||
public function getFaceRecognitionClusters(TimelineRoot &$root, int $currentModel, bool $show_singles = false, bool $show_hidden = false)
|
public function getFaceRecognitionClusters(TimelineRoot &$root, int $currentModel, bool $show_singles = false, bool $show_hidden = false)
|
||||||
|
@ -261,7 +218,7 @@ trait TimelineQueryPeopleFaceRecognition
|
||||||
}
|
}
|
||||||
|
|
||||||
/** Convert face fields to object */
|
/** Convert face fields to object */
|
||||||
private function processFaceRecognitionDetection(&$row, $days = false)
|
private function processFaceRecognitionDetection(&$row)
|
||||||
{
|
{
|
||||||
if (!isset($row)) {
|
if (!isset($row)) {
|
||||||
return;
|
return;
|
||||||
|
@ -272,15 +229,13 @@ trait TimelineQueryPeopleFaceRecognition
|
||||||
return;
|
return;
|
||||||
}
|
}
|
||||||
|
|
||||||
if (!$days) {
|
|
||||||
$row['facerect'] = [
|
|
||||||
// Get percentage position and size
|
// Get percentage position and size
|
||||||
|
$row['facerect'] = [
|
||||||
'w' => (float) $row['face_width'] / $row['image_width'],
|
'w' => (float) $row['face_width'] / $row['image_width'],
|
||||||
'h' => (float) $row['face_height'] / $row['image_height'],
|
'h' => (float) $row['face_height'] / $row['image_height'],
|
||||||
'x' => (float) $row['face_x'] / $row['image_width'],
|
'x' => (float) $row['face_x'] / $row['image_width'],
|
||||||
'y' => (float) $row['face_y'] / $row['image_height'],
|
'y' => (float) $row['face_y'] / $row['image_height'],
|
||||||
];
|
];
|
||||||
}
|
|
||||||
|
|
||||||
unset($row['face_x'], $row['face_y'], $row['face_w'], $row['face_h'], $row['image_height'], $row['image_width']);
|
unset($row['face_x'], $row['face_y'], $row['face_w'], $row['face_h'], $row['image_height'], $row['image_width']);
|
||||||
}
|
}
|
||||||
|
|
Loading…
Reference in New Issue