1
|
|
|
<?php |
2
|
|
|
/** |
3
|
|
|
* @copyright Copyright (c) 2020, Matias De lellis <[email protected]> |
4
|
|
|
* @copyright Copyright (c) 2018, Branko Kokanovic <[email protected]> |
5
|
|
|
* |
6
|
|
|
* @author Branko Kokanovic <[email protected]> |
7
|
|
|
* |
8
|
|
|
* @license GNU AGPL version 3 or any later version |
9
|
|
|
* |
10
|
|
|
* This program is free software: you can redistribute it and/or modify |
11
|
|
|
* it under the terms of the GNU Affero General Public License as |
12
|
|
|
* published by the Free Software Foundation, either version 3 of the |
13
|
|
|
* License, or (at your option) any later version. |
14
|
|
|
* |
15
|
|
|
* This program is distributed in the hope that it will be useful, |
16
|
|
|
* but WITHOUT ANY WARRANTY; without even the implied warranty of |
17
|
|
|
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the |
18
|
|
|
* GNU Affero General Public License for more details. |
19
|
|
|
* |
20
|
|
|
* You should have received a copy of the GNU Affero General Public License |
21
|
|
|
* along with this program. If not, see <http://www.gnu.org/licenses/>. |
22
|
|
|
* |
23
|
|
|
*/ |
24
|
|
|
|
25
|
|
|
namespace OCA\FaceRecognition\Model\DlibCnnModel; |
26
|
|
|
|
27
|
|
|
use OCP\IDBConnection; |
28
|
|
|
|
29
|
|
|
use OCA\FaceRecognition\Helper\MemoryLimits; |
30
|
|
|
|
31
|
|
|
use OCA\FaceRecognition\Service\FileService; |
32
|
|
|
use OCA\FaceRecognition\Service\ModelService; |
33
|
|
|
use OCA\FaceRecognition\Service\SettingsService; |
34
|
|
|
|
35
|
|
|
use OCA\FaceRecognition\Model\IModel; |
36
|
|
|
|
37
|
|
|
class DlibCnnModel implements IModel { |
38
|
|
|
|
39
|
|
|
/* |
40
|
|
|
* Model files. |
41
|
|
|
*/ |
42
|
|
|
const FACE_MODEL_ID = -1; |
43
|
|
|
const FACE_MODEL_NAME = ""; |
44
|
|
|
const FACE_MODEL_DESC = ""; |
45
|
|
|
const FACE_MODEL_DOC = ""; |
46
|
|
|
|
47
|
|
|
/** Relationship between image size and memory consumed */ |
48
|
|
|
const MEMORY_AREA_RELATIONSHIP = -1; |
49
|
|
|
const MINIMUM_MEMORY_REQUIREMENTS = -1; |
50
|
|
|
|
51
|
|
|
const FACE_MODEL_BZ2_URLS = array(); |
52
|
|
|
const FACE_MODEL_FILES = array(); |
53
|
|
|
|
54
|
|
|
const I_MODEL_DETECTOR = 0; |
55
|
|
|
const I_MODEL_PREDICTOR = 1; |
56
|
|
|
const I_MODEL_RESNET = 2; |
57
|
|
|
|
58
|
|
|
const PREFERRED_MIMETYPE = 'image/png'; |
59
|
|
|
|
60
|
|
|
/** @var \CnnFaceDetection */ |
|
|
|
|
61
|
|
|
private $cfd; |
62
|
|
|
|
63
|
|
|
/** @var \FaceLandmarkDetection */ |
|
|
|
|
64
|
|
|
private $fld; |
65
|
|
|
|
66
|
|
|
/** @var \FaceRecognition */ |
|
|
|
|
67
|
|
|
private $fr; |
68
|
|
|
|
69
|
|
|
/** @var IDBConnection */ |
70
|
|
|
private $connection; |
71
|
|
|
|
72
|
|
|
/** @var FileService */ |
73
|
|
|
private $fileService; |
74
|
|
|
|
75
|
|
|
/** @var ModelService */ |
76
|
|
|
private $modelService; |
77
|
|
|
|
78
|
|
|
/** @var SettingsService */ |
79
|
|
|
private $settingsService; |
80
|
|
|
|
81
|
|
|
|
82
|
|
|
/** |
83
|
|
|
* DlibCnnModel __construct. |
84
|
|
|
* |
85
|
|
|
* @param IDBConnection $connection |
86
|
|
|
* @param FileService $fileService |
87
|
|
|
* @param ModelService $modelService |
88
|
|
|
* @param SettingsService $settingsService |
89
|
|
|
*/ |
90
|
1 |
|
public function __construct(IDBConnection $connection, |
91
|
|
|
FileService $fileService, |
92
|
|
|
ModelService $modelService, |
93
|
|
|
SettingsService $settingsService) |
94
|
|
|
{ |
95
|
1 |
|
$this->connection = $connection; |
96
|
1 |
|
$this->fileService = $fileService; |
97
|
1 |
|
$this->modelService = $modelService; |
98
|
1 |
|
$this->settingsService = $settingsService; |
99
|
1 |
|
} |
100
|
|
|
|
101
|
4 |
|
public function getId(): int { |
102
|
4 |
|
return static::FACE_MODEL_ID; |
103
|
|
|
} |
104
|
|
|
|
105
|
|
|
public function getName(): string { |
106
|
|
|
return static::FACE_MODEL_NAME; |
107
|
|
|
} |
108
|
|
|
|
109
|
|
|
public function getDescription(): string { |
110
|
|
|
return static::FACE_MODEL_DESC; |
111
|
|
|
} |
112
|
|
|
|
113
|
|
|
public function getDocumentation(): string { |
114
|
|
|
return static::FACE_MODEL_DOC; |
115
|
|
|
} |
116
|
|
|
|
117
|
4 |
|
public function isInstalled(): bool { |
118
|
4 |
|
if (!$this->modelService->modelFileExists($this->getId(), static::FACE_MODEL_FILES[self::I_MODEL_DETECTOR])) |
119
|
1 |
|
return false; |
120
|
3 |
|
if (!$this->modelService->modelFileExists($this->getId(), static::FACE_MODEL_FILES[self::I_MODEL_PREDICTOR])) |
121
|
|
|
return false; |
122
|
3 |
|
if (!$this->modelService->modelFileExists($this->getId(), static::FACE_MODEL_FILES[self::I_MODEL_RESNET])) |
123
|
|
|
return false; |
124
|
3 |
|
return true; |
125
|
|
|
} |
126
|
|
|
|
127
|
|
|
public function meetDependencies(string &$error_message): bool { |
128
|
|
|
if (!extension_loaded('pdlib')) { |
129
|
|
|
$error_message = "The PDlib PHP extension is not loaded"; |
130
|
|
|
return false; |
131
|
|
|
} |
132
|
|
|
if (MemoryLimits::getAvailableMemory() < static::MINIMUM_MEMORY_REQUIREMENTS) { |
133
|
|
|
$error_message = "Your system does not meet the minimum memory requirements"; |
134
|
|
|
return false; |
135
|
|
|
} |
136
|
|
|
return true; |
137
|
|
|
} |
138
|
|
|
|
139
|
|
|
public function getMaximumArea(): int { |
140
|
|
|
return intval(MemoryLimits::getAvailableMemory()/static::MEMORY_AREA_RELATIONSHIP); |
141
|
|
|
} |
142
|
|
|
|
143
|
4 |
|
public function getPreferredMimeType(): string { |
144
|
4 |
|
return static::PREFERRED_MIMETYPE; |
145
|
|
|
} |
146
|
|
|
|
147
|
4 |
|
public function install() { |
148
|
4 |
|
if ($this->isInstalled()) { |
149
|
3 |
|
return; |
150
|
|
|
} |
151
|
|
|
|
152
|
|
|
// Create main folder where install models. |
153
|
1 |
|
$this->modelService->prepareModelFolder($this->getId()); |
154
|
|
|
|
155
|
|
|
/* Download and install models */ |
156
|
1 |
|
$detectorModelBz2 = $this->fileService->downloaldFile(static::FACE_MODEL_BZ2_URLS[self::I_MODEL_DETECTOR]); |
157
|
1 |
|
$this->fileService->bunzip2($detectorModelBz2, $this->modelService->getFileModelPath($this->getId(), static::FACE_MODEL_FILES[self::I_MODEL_DETECTOR])); |
158
|
|
|
|
159
|
1 |
|
$predictorModelBz2 = $this->fileService->downloaldFile(static::FACE_MODEL_BZ2_URLS[self::I_MODEL_PREDICTOR]); |
160
|
1 |
|
$this->fileService->bunzip2($predictorModelBz2, $this->modelService->getFileModelPath($this->getId(), static::FACE_MODEL_FILES[self::I_MODEL_PREDICTOR])); |
161
|
|
|
|
162
|
1 |
|
$resnetModelBz2 = $this->fileService->downloaldFile(static::FACE_MODEL_BZ2_URLS[self::I_MODEL_RESNET]); |
163
|
1 |
|
$this->fileService->bunzip2($resnetModelBz2, $this->modelService->getFileModelPath($this->getId(), static::FACE_MODEL_FILES[self::I_MODEL_RESNET])); |
164
|
|
|
|
165
|
|
|
/* Clean temporary files */ |
166
|
1 |
|
$this->fileService->clean(); |
167
|
|
|
|
168
|
|
|
// Insert on database and enable it |
169
|
1 |
|
$qb = $this->connection->getQueryBuilder(); |
170
|
1 |
|
$query = $qb->select($qb->createFunction('COUNT(' . $qb->getColumnName('id') . ')')) |
171
|
1 |
|
->from('facerecog_models') |
172
|
1 |
|
->where($qb->expr()->eq('id', $qb->createParameter('id'))) |
173
|
1 |
|
->setParameter('id', $this->getId()); |
174
|
1 |
|
$resultStatement = $query->execute(); |
175
|
1 |
|
$data = $resultStatement->fetch(\PDO::FETCH_NUM); |
176
|
1 |
|
$resultStatement->closeCursor(); |
177
|
|
|
|
178
|
1 |
|
if ((int)$data[0] <= 0) { |
179
|
|
|
$query = $this->connection->getQueryBuilder(); |
180
|
|
|
$query->insert('facerecog_models') |
181
|
|
|
->values([ |
182
|
|
|
'id' => $query->createNamedParameter($this->getId()), |
183
|
|
|
'name' => $query->createNamedParameter($this->getName()), |
184
|
|
|
'description' => $query->createNamedParameter($this->getDescription()) |
185
|
|
|
]) |
186
|
|
|
->execute(); |
187
|
|
|
} |
188
|
1 |
|
} |
189
|
|
|
|
190
|
4 |
|
public function open() { |
191
|
4 |
|
$this->cfd = new \CnnFaceDetection($this->modelService->getFileModelPath($this->getId(), static::FACE_MODEL_FILES[self::I_MODEL_DETECTOR])); |
192
|
4 |
|
$this->fld = new \FaceLandmarkDetection($this->modelService->getFileModelPath($this->getId(), static::FACE_MODEL_FILES[self::I_MODEL_PREDICTOR])); |
193
|
4 |
|
$this->fr = new \FaceRecognition($this->modelService->getFileModelPath($this->getId(), static::FACE_MODEL_FILES[self::I_MODEL_RESNET])); |
194
|
4 |
|
} |
195
|
|
|
|
196
|
2 |
|
public function detectFaces(string $imagePath): array { |
197
|
2 |
|
return $this->cfd->detect($imagePath, 0); |
198
|
|
|
} |
199
|
|
|
|
200
|
1 |
|
public function detectLandmarks(string $imagePath, array $rect): array { |
201
|
1 |
|
return $this->fld->detect($imagePath, $rect); |
202
|
|
|
} |
203
|
|
|
|
204
|
1 |
|
public function computeDescriptor(string $imagePath, array $landmarks): array { |
205
|
1 |
|
return $this->fr->computeDescriptor($imagePath, $landmarks); |
206
|
|
|
} |
207
|
|
|
|
208
|
|
|
} |
209
|
|
|
|
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