File size: 11,026 Bytes
f7b06e7
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
analyzer:
  device: cpu
  optimize_transforms: true
  reader:
    _target_: facetorch.analyzer.reader.ImageReader
    device:
      _target_: torch.device
      type: ${analyzer.device}
    optimize_transform: ${analyzer.optimize_transforms}
    transform:
      _target_: torchvision.transforms.Compose
      transforms:
      - _target_: facetorch.transforms.SquarePad
      - _target_: torchvision.transforms.Resize
        size:
        - 1080
  detector:
    _target_: facetorch.analyzer.detector.FaceDetector
    downloader:
      _target_: facetorch.downloader.DownloaderGDrive
      file_id: 154x2VjmTQVqmowB0yZw4Uck7uQs2vVBs
      path_local: /opt/facetorch/models/torchscript/detector/1/model.pt
    device:
      _target_: torch.device
      type: ${analyzer.device}
    reverse_colors: true
    preprocessor:
      _target_: facetorch.analyzer.detector.pre.DetectorPreProcessor
      transform:
        _target_: torchvision.transforms.Compose
        transforms:
        - _target_: torchvision.transforms.Normalize
          mean:
          - 104.0
          - 117.0
          - 123.0
          std:
          - 1.0
          - 1.0
          - 1.0
      device:
        _target_: torch.device
        type: ${analyzer.device}
      optimize_transform: ${analyzer.optimize_transforms}
      reverse_colors: ${analyzer.detector.reverse_colors}
    postprocessor:
      _target_: facetorch.analyzer.detector.post.PostRetFace
      transform: None
      device:
        _target_: torch.device
        type: ${analyzer.device}
      optimize_transform: ${analyzer.optimize_transforms}
      confidence_threshold: 0.02
      top_k: 5000
      nms_threshold: 0.4
      keep_top_k: 750
      score_threshold: 0.6
      prior_box:
        _target_: facetorch.analyzer.detector.post.PriorBox
        min_sizes:
        - - 16
          - 32
        - - 64
          - 128
        - - 256
          - 512
        steps:
        - 8
        - 16
        - 32
        clip: false
      variance:
      - 0.1
      - 0.2
      reverse_colors: ${analyzer.detector.reverse_colors}
      expand_pixels: 4
  unifier:
    _target_: facetorch.analyzer.unifier.FaceUnifier
    transform:
      _target_: torchvision.transforms.Compose
      transforms:
      - _target_: torchvision.transforms.Normalize
        mean:
        - -123.0
        - -117.0
        - -104.0
        std:
        - 255.0
        - 255.0
        - 255.0
      - _target_: torchvision.transforms.Resize
        size:
        - 380
        - 380
    device:
      _target_: torch.device
      type: ${analyzer.device}
    optimize_transform: ${analyzer.optimize_transforms}
  predictor:
    embed:
      _target_: facetorch.analyzer.predictor.FacePredictor
      downloader:
        _target_: facetorch.downloader.DownloaderGDrive
        file_id: 19h3kqar1wlELAmM5hDyj9tlrUh8yjrCl
        path_local: /opt/facetorch/models/torchscript/predictor/embed/1/model.pt
      device:
        _target_: torch.device
        type: ${analyzer.device}
      preprocessor:
        _target_: facetorch.analyzer.predictor.pre.PredictorPreProcessor
        transform:
          _target_: torchvision.transforms.Compose
          transforms:
          - _target_: torchvision.transforms.Resize
            size:
            - 244
            - 244
          - _target_: torchvision.transforms.Normalize
            mean:
            - 0.485
            - 0.456
            - 0.406
            std:
            - 0.228
            - 0.224
            - 0.225
        device:
          _target_: torch.device
          type: ${analyzer.predictor.fer.device.type}
        optimize_transform: ${analyzer.optimize_transforms}
        reverse_colors: false
      postprocessor:
        _target_: facetorch.analyzer.predictor.post.PostEmbedder
        transform: None
        device:
          _target_: torch.device
          type: ${analyzer.predictor.fer.device.type}
        optimize_transform: ${analyzer.optimize_transforms}
        labels:
        - abstract
    verify:
      _target_: facetorch.analyzer.predictor.FacePredictor
      downloader:
        _target_: facetorch.downloader.DownloaderGDrive
        file_id: 1H-aPtFd9C5D7y1vzoWsObKAxeIBE9QPd
        path_local: /opt/facetorch/models/torchscript/predictor/verify/1/model.pt
      device:
        _target_: torch.device
        type: ${analyzer.device}
      preprocessor:
        _target_: facetorch.analyzer.predictor.pre.PredictorPreProcessor
        transform:
          _target_: torchvision.transforms.Compose
          transforms:
          - _target_: torchvision.transforms.Resize
            size:
            - 112
            - 112
          - _target_: torchvision.transforms.Normalize
            mean:
            - 0.485
            - 0.456
            - 0.406
            std:
            - 0.229
            - 0.224
            - 0.225
        device:
          _target_: torch.device
          type: ${analyzer.predictor.fer.device.type}
        optimize_transform: ${analyzer.optimize_transforms}
        reverse_colors: false
      postprocessor:
        _target_: facetorch.analyzer.predictor.post.PostEmbedder
        transform: None
        device:
          _target_: torch.device
          type: ${analyzer.predictor.fer.device.type}
        optimize_transform: ${analyzer.optimize_transforms}
        labels:
        - abstract
    fer:
      _target_: facetorch.analyzer.predictor.FacePredictor
      downloader:
        _target_: facetorch.downloader.DownloaderGDrive
        file_id: 1xoB5VYOd0XLjb-rQqqHWCkQvma4NytEd
        path_local: /opt/facetorch/models/torchscript/predictor/fer/2/model.pt
      device:
        _target_: torch.device
        type: ${analyzer.device}
      preprocessor:
        _target_: facetorch.analyzer.predictor.pre.PredictorPreProcessor
        transform:
          _target_: torchvision.transforms.Compose
          transforms:
          - _target_: torchvision.transforms.Resize
            size:
            - 260
            - 260
          - _target_: torchvision.transforms.Normalize
            mean:
            - 0.485
            - 0.456
            - 0.406
            std:
            - 0.229
            - 0.224
            - 0.225
        device:
          _target_: torch.device
          type: ${analyzer.predictor.fer.device.type}
        optimize_transform: ${analyzer.optimize_transforms}
        reverse_colors: false
      postprocessor:
        _target_: facetorch.analyzer.predictor.post.PostArgMax
        transform: None
        device:
          _target_: torch.device
          type: ${analyzer.predictor.fer.device.type}
        optimize_transform: ${analyzer.optimize_transforms}
        dim: 1
        labels:
        - Anger
        - Contempt
        - Disgust
        - Fear
        - Happiness
        - Neutral
        - Sadness
        - Surprise
    deepfake:
      _target_: facetorch.analyzer.predictor.FacePredictor
      downloader:
        _target_: facetorch.downloader.DownloaderGDrive
        file_id: 1GjDTwQpvrkCjXOdiBy1oMkzm7nt-bXFg
        path_local: /opt/facetorch/models/torchscript/predictor/deepfake/1/model.pt
      device:
        _target_: torch.device
        type: ${analyzer.device}
      preprocessor:
        _target_: facetorch.analyzer.predictor.pre.PredictorPreProcessor
        transform:
          _target_: torchvision.transforms.Compose
          transforms:
          - _target_: torchvision.transforms.Resize
            size:
            - 380
            - 380
          - _target_: torchvision.transforms.Normalize
            mean:
            - 0.485
            - 0.456
            - 0.406
            std:
            - 0.229
            - 0.224
            - 0.225
        device:
          _target_: torch.device
          type: ${analyzer.device}
        optimize_transform: ${analyzer.optimize_transforms}
        reverse_colors: false
      postprocessor:
        _target_: facetorch.analyzer.predictor.post.PostSigmoidBinary
        transform: None
        device:
          _target_: torch.device
          type: ${analyzer.device}
        optimize_transform: ${analyzer.optimize_transforms}
        labels:
        - Real
        - Fake
        threshold: 0.7
    align:
      _target_: facetorch.analyzer.predictor.FacePredictor
      downloader:
        _target_: facetorch.downloader.DownloaderGDrive
        file_id: 16gNFQdEH2nWvW3zTbdIAniKIbPAp6qBA
        path_local: /opt/facetorch/models/torchscript/predictor/align/1/model.pt
      device:
        _target_: torch.device
        type: ${analyzer.device}
      preprocessor:
        _target_: facetorch.analyzer.predictor.pre.PredictorPreProcessor
        transform:
          _target_: torchvision.transforms.Compose
          transforms:
          - _target_: torchvision.transforms.Resize
            size:
            - 120
            - 120
        device:
          _target_: torch.device
          type: ${analyzer.predictor.align.device.type}
        optimize_transform: ${analyzer.optimize_transforms}
        reverse_colors: false
      postprocessor:
        _target_: facetorch.analyzer.predictor.post.PostEmbedder
        transform: None
        device:
          _target_: torch.device
          type: ${analyzer.predictor.align.device.type}
        optimize_transform: ${analyzer.optimize_transforms}
        labels:
        - abstract
  utilizer:
    align:
      _target_: facetorch.analyzer.utilizer.align.Lmk3DMeshPose
      transform: None
      device:
        _target_: torch.device
        type: ${analyzer.device}
      optimize_transform: false
      downloader_meta:
        _target_: facetorch.downloader.DownloaderGDrive
        file_id: 11tdAcFuSXqCCf58g52WT1Rpa8KuQwe2o
        path_local: /opt/facetorch/data/3dmm/meta.pt
      image_size: 120
    draw_boxes:
      _target_: facetorch.analyzer.utilizer.draw.BoxDrawer
      transform: None
      device:
        _target_: torch.device
        type: ${analyzer.device}
      optimize_transform: false
      color: green
      line_width: 3
    draw_landmarks:
      _target_: facetorch.analyzer.utilizer.draw.LandmarkDrawer
      transform: None
      device:
        _target_: torch.device
        type: ${analyzer.device}
      optimize_transform: false
      marker: o
      markersize: 0.9
      opacity: 0.8
      line_width: 0.8
      color: g
      markeredgecolor: green
    save:
      _target_: facetorch.analyzer.utilizer.save.ImageSaver
      transform: None
      device:
        _target_: torch.device
        type: ${analyzer.device}
      optimize_transform: false
  logger:
    _target_: facetorch.logger.LoggerJsonFile
    name: facetorch
    level: 20
    path_file: /opt/logs/facetorch/main.log
    json_format: '%(asctime)s %(levelname)s %(message)s'
main:
  sleep: 3
debug: true
path_image: /opt/facetorch/data/input/test.jpg
batch_size: 8
fix_img_size: true
return_img_data: false
include_tensors: false
path_output: /opt/facetorch/data/output/test.png
path_image_2: /opt/facetorch/data/input/test3.jpg