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README.md
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......@@ -32,7 +32,9 @@ _<sup>2</sup>[Department of Computing, The Hong Kong Polytechnic University](htt
<img src="figs/seg2face_00.jpg" width="390px"/> <img src="figs/seg2face_01.jpg" width="390px"/>
## News
(2022-03-09) Add GPEN-BFR-2048 for selfies.
(2022-03-15) Add x4 sr model. Try ``--sr_scale``.
(2022-03-09) Add GPEN-BFR-2048 for selfies. <font color='red'>I have to take it down due to commercial issues. Sorry about that.</font>
(2021-12-29) Add online demos <a href="https://replicate.ai/yangxy/gpen"><img src="https://img.shields.io/static/v1?label=Replicate&message=Demo and Docker Image&color=blue"></a> [![Hugging Face Spaces](https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-Spaces-blue)](https://huggingface.co/spaces/akhaliq/GPEN). Many thanks to [CJWBW](https://github.com/CJWBW) and [AK391](https://github.com/AK391).
......@@ -63,11 +65,11 @@ cd GPEN
```
- Download RetinaFace model and our pre-trained model (not our best model due to commercial issues) and put them into ``weights/``.
[RetinaFace-R50](https://public-vigen-video.oss-cn-shanghai.aliyuncs.com/robin/models/RetinaFace-R50.pth?OSSAccessKeyId=LTAI4G6bfnyW4TA4wFUXTYBe&Expires=1961116085&Signature=GlUNW6%2B8FxvxWmE9jKIZYOOciKQ%3D) | [ParseNet-latest](https://public-vigen-video.oss-cn-shanghai.aliyuncs.com/robin/models/ParseNet-latest.pth?OSSAccessKeyId=LTAI4G6bfnyW4TA4wFUXTYBe&Expires=1961116134&Signature=bnMwU1JogmNbARto6G%2B7iaJQCHs%3D) | [model_ir_se50](https://public-vigen-video.oss-cn-shanghai.aliyuncs.com/robin/models/model_ir_se50.pth?OSSAccessKeyId=LTAI4G6bfnyW4TA4wFUXTYBe&Expires=1961116170&Signature=jEyBslytwpWoh5DfKvYe2H31GgE%3D) | [GPEN-BFR-2048](https://public-vigen-video.oss-cn-shanghai.aliyuncs.com/robin/models/GPEN-BFR-2048.pth?OSSAccessKeyId=LTAI4G6bfnyW4TA4wFUXTYBe&Expires=1962157722&Signature=0cSbTxLtH6yin3c0Uv%2F2o29JCgo%3D) | [GPEN-BFR-512](https://public-vigen-video.oss-cn-shanghai.aliyuncs.com/robin/models/GPEN-BFR-512.pth?OSSAccessKeyId=LTAI4G6bfnyW4TA4wFUXTYBe&Expires=1961116208&Signature=hBgvVvKVSNGeXqT8glG%2Bd2t2OKc%3D) | [GPEN-BFR-512-D](https://public-vigen-video.oss-cn-shanghai.aliyuncs.com/robin/models/GPEN-BFR-512-D.pth?OSSAccessKeyId=LTAI4G6bfnyW4TA4wFUXTYBe&Expires=1961116234&Signature=mP7MvYhKjbsIM2lhmuaEysssWpc%3D) | [GPEN-BFR-256](https://public-vigen-video.oss-cn-shanghai.aliyuncs.com/robin/models/GPEN-BFR-256.pth?OSSAccessKeyId=LTAI4G6bfnyW4TA4wFUXTYBe&Expires=1961116259&Signature=kMGJLSHqnvzzzqwtjUVBgngzX2s%3D) | [GPEN-BFR-256-D](https://public-vigen-video.oss-cn-shanghai.aliyuncs.com/robin/models/GPEN-BFR-256-D.pth?OSSAccessKeyId=LTAI4G6bfnyW4TA4wFUXTYBe&Expires=1961116288&Signature=b7NCfHFzyqKh%2BfaLrRCwMIIZ2HA%3D) | [GPEN-Colorization-1024](https://public-vigen-video.oss-cn-shanghai.aliyuncs.com/robin/models/GPEN-Colorization-1024.pth?OSSAccessKeyId=LTAI4G6bfnyW4TA4wFUXTYBe&Expires=1961116315&Signature=9tPavW2h%2F1LhIKiXj73sTQoWqcc%3D) | [GPEN-Inpainting-1024](https://public-vigen-video.oss-cn-shanghai.aliyuncs.com/robin/models/GPEN-Inpainting-1024.pth?OSSAccessKeyId=LTAI4G6bfnyW4TA4wFUXTYBe&Expires=1961116338&Signature=tvYhdLaLgW7UdcUrApXp2jsek8w%3D) | [GPEN-Seg2face-512](https://public-vigen-video.oss-cn-shanghai.aliyuncs.com/robin/models/GPEN-Seg2face-512.pth?OSSAccessKeyId=LTAI4G6bfnyW4TA4wFUXTYBe&Expires=1961116362&Signature=VOaHmjFy5YVBjMoNTpVk2KDJx9k%3D) | [rrdb_realesrnet_psnr](https://public-vigen-video.oss-cn-shanghai.aliyuncs.com/robin/models/rrdb_realesrnet_psnr.pth?OSSAccessKeyId=LTAI4G6bfnyW4TA4wFUXTYBe&Expires=1961116389&Signature=JZIBJOtfE5ePUyETslpDQsYwHpU%3D)
[RetinaFace-R50](https://public-vigen-video.oss-cn-shanghai.aliyuncs.com/robin/models/RetinaFace-R50.pth?OSSAccessKeyId=LTAI4G6bfnyW4TA4wFUXTYBe&Expires=1961116085&Signature=GlUNW6%2B8FxvxWmE9jKIZYOOciKQ%3D) | [ParseNet-latest](https://public-vigen-video.oss-cn-shanghai.aliyuncs.com/robin/models/ParseNet-latest.pth?OSSAccessKeyId=LTAI4G6bfnyW4TA4wFUXTYBe&Expires=1961116134&Signature=bnMwU1JogmNbARto6G%2B7iaJQCHs%3D) | [model_ir_se50](https://public-vigen-video.oss-cn-shanghai.aliyuncs.com/robin/models/model_ir_se50.pth?OSSAccessKeyId=LTAI4G6bfnyW4TA4wFUXTYBe&Expires=1961116170&Signature=jEyBslytwpWoh5DfKvYe2H31GgE%3D) | [GPEN-BFR-512](https://public-vigen-video.oss-cn-shanghai.aliyuncs.com/robin/models/GPEN-BFR-512.pth?OSSAccessKeyId=LTAI4G6bfnyW4TA4wFUXTYBe&Expires=1961116208&Signature=hBgvVvKVSNGeXqT8glG%2Bd2t2OKc%3D) | [GPEN-BFR-512-D](https://public-vigen-video.oss-cn-shanghai.aliyuncs.com/robin/models/GPEN-BFR-512-D.pth?OSSAccessKeyId=LTAI4G6bfnyW4TA4wFUXTYBe&Expires=1961116234&Signature=mP7MvYhKjbsIM2lhmuaEysssWpc%3D) | [GPEN-BFR-256](https://public-vigen-video.oss-cn-shanghai.aliyuncs.com/robin/models/GPEN-BFR-256.pth?OSSAccessKeyId=LTAI4G6bfnyW4TA4wFUXTYBe&Expires=1961116259&Signature=kMGJLSHqnvzzzqwtjUVBgngzX2s%3D) | [GPEN-BFR-256-D](https://public-vigen-video.oss-cn-shanghai.aliyuncs.com/robin/models/GPEN-BFR-256-D.pth?OSSAccessKeyId=LTAI4G6bfnyW4TA4wFUXTYBe&Expires=1961116288&Signature=b7NCfHFzyqKh%2BfaLrRCwMIIZ2HA%3D) | [GPEN-Colorization-1024](https://public-vigen-video.oss-cn-shanghai.aliyuncs.com/robin/models/GPEN-Colorization-1024.pth?OSSAccessKeyId=LTAI4G6bfnyW4TA4wFUXTYBe&Expires=1961116315&Signature=9tPavW2h%2F1LhIKiXj73sTQoWqcc%3D) | [GPEN-Inpainting-1024](https://public-vigen-video.oss-cn-shanghai.aliyuncs.com/robin/models/GPEN-Inpainting-1024.pth?OSSAccessKeyId=LTAI4G6bfnyW4TA4wFUXTYBe&Expires=1961116338&Signature=tvYhdLaLgW7UdcUrApXp2jsek8w%3D) | [GPEN-Seg2face-512](https://public-vigen-video.oss-cn-shanghai.aliyuncs.com/robin/models/GPEN-Seg2face-512.pth?OSSAccessKeyId=LTAI4G6bfnyW4TA4wFUXTYBe&Expires=1961116362&Signature=VOaHmjFy5YVBjMoNTpVk2KDJx9k%3D) | [realesrnet_x2](https://public-vigen-video.oss-cn-shanghai.aliyuncs.com/robin/models/realesrnet_x2.pth?OSSAccessKeyId=LTAI4G6bfnyW4TA4wFUXTYBe&Expires=1962694780&Signature=lI%2FolhA%2FyigiTRvoDIVbtMIyhjI%3D) | [realesrnet_x4](https://public-vigen-video.oss-cn-shanghai.aliyuncs.com/robin/models/realesrnet_x4.pth?OSSAccessKeyId=LTAI4G6bfnyW4TA4wFUXTYBe&Expires=1962694847&Signature=MA5E%2FLp88oCz4kFINWdmeuSh7c4%3D)
- Restore face images:
```bash
python demo.py --task FaceEnhancement --model GPEN-BFR-512 --in_size 512 --channel_multiplier 2 --narrow 1 --use_sr --use_cuda --save_face --indir examples/imgs --outdir examples/outs-bfr
python demo.py --task FaceEnhancement --model GPEN-BFR-512 --in_size 512 --channel_multiplier 2 --narrow 1 --use_sr --sr_scale 4 --use_cuda --save_face --indir examples/imgs --outdir examples/outs-bfr
```
- Colorize faces:
......
demo.py
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......@@ -76,10 +76,10 @@ if __name__=='__main__':
parser.add_argument('--channel_multiplier', type=int, default=2, help='channel multiplier of GPEN')
parser.add_argument('--narrow', type=float, default=1, help='channel narrow scale')
parser.add_argument('--use_sr', action='store_true', help='use sr or not')
parser.add_argument('--use_cuda', action='store_true', default=True, help='use cuda or not')
parser.add_argument('--use_cuda', action='store_true', help='use cuda or not')
parser.add_argument('--save_face', action='store_true', help='save face or not')
parser.add_argument('--aligned', action='store_true', help='input are aligned faces or not')
parser.add_argument('--sr_model', type=str, default='rrdb_realesrnet_psnr', help='SR model')
parser.add_argument('--sr_model', type=str, default='realesrnet', help='SR model')
parser.add_argument('--sr_scale', type=int, default=2, help='SR scale')
parser.add_argument('--indir', type=str, default='examples/imgs', help='input folder')
parser.add_argument('--outdir', type=str, default='results/outs-BFR', help='output folder')
......@@ -91,7 +91,7 @@ if __name__=='__main__':
os.makedirs(args.outdir, exist_ok=True)
if args.task == 'FaceEnhancement':
processer = FaceEnhancement(in_size=args.in_size, model=args.model, use_sr=args.use_sr, sr_model=args.sr_model, channel_multiplier=args.channel_multiplier, narrow=args.narrow, key=args.key, device='cuda' if args.use_cuda else 'cpu')
processer = FaceEnhancement(in_size=args.in_size, model=args.model, use_sr=args.use_sr, sr_model=args.sr_model, sr_scale=args.sr_scale, channel_multiplier=args.channel_multiplier, narrow=args.narrow, key=args.key, device='cuda' if args.use_cuda else 'cpu')
elif args.task == 'FaceColorization':
processer = FaceColorization(in_size=args.in_size, model=args.model, device='cuda' if args.use_cuda else 'cpu')
elif args.task == 'FaceInpainting':
......
face_enhancement.py
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......@@ -13,14 +13,14 @@ from sr_model.real_esrnet import RealESRNet
from align_faces import warp_and_crop_face, get_reference_facial_points
class FaceEnhancement(object):
def __init__(self, base_dir='./', in_size=512, out_size=None, model=None, use_sr=True, sr_model=None, channel_multiplier=2, narrow=1, key=None, device='cuda'):
def __init__(self, base_dir='./', in_size=512, out_size=None, model=None, use_sr=True, sr_model=None, sr_scale=2, channel_multiplier=2, narrow=1, key=None, device='cuda'):
self.facedetector = RetinaFaceDetection(base_dir, device)
self.facegan = FaceGAN(base_dir, in_size, out_size, model, channel_multiplier, narrow, key, device=device)
self.srmodel = RealESRNet(base_dir, sr_model, device=device)
self.srmodel = RealESRNet(base_dir, sr_model, sr_scale, device=device)
self.faceparser = FaceParse(base_dir, device=device)
self.use_sr = use_sr
self.in_size = in_size
self.out_size = out_size
self.out_size = in_size if out_size is None else out_size
self.threshold = 0.9
# the mask for pasting restored faces back
......
onnx_export.py → misc/onnx_export.py
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File moved
run.sh
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############## TEST ################
#python demo.py --task FaceEnhancement --model GPEN-BFR-512 --in_size 512 --channel_multiplier 2 --narrow 1 --use_sr --use_cuda --save_face --indir examples/imgs --outdir examples/outs-bfr
#python demo.py --task FaceEnhancement --model GPEN-BFR-256 --in_size 256 --channel_multiplier 1 --narrow 0.5 --use_sr --use_cuda --save_face --indir examples/imgs --outdir examples/outs-bfr
python demo.py --task FaceEnhancement --model GPEN-BFR-2048 --in_size 2048 --channel_multiplier 2 --narrow 1 --use_sr --use_cuda --save_face --indir examples/selfie --outdir examples/outs-selfie
python demo.py --task FaceEnhancement --model GPEN-BFR-512 --in_size 512 --channel_multiplier 2 --narrow 1 --use_sr --sr_scale 2 --use_cuda --save_face --indir examples/imgs --outdir examples/outs-bfr
#python demo.py --task FaceEnhancement --model GPEN-BFR-256 --in_size 256 --channel_multiplier 1 --narrow 0.5 --use_sr --sr_scale 4 --use_cuda --save_face --indir examples/imgs --outdir examples/outs-bfr
#python demo.py --task FaceEnhancement --model GPEN-BFR-2048 --in_size 2048 --channel_multiplier 2 --narrow 1 --use_sr --sr_scale 2 --use_cuda --save_face --indir examples/selfie --outdir examples/outs-selfie
#python demo.py --task FaceColorization --model GPEN-Colorization-1024 --in_size 1024 --use_cuda --indir examples/grays --outdir examples/outs-colorization
......
sr_model/real_esrnet.py
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......@@ -14,9 +14,9 @@ class RealESRNet(object):
def load_srmodel(self, base_dir, model):
self.srmodel = RRDBNet(num_in_ch=3, num_out_ch=3, num_feat=32, num_block=23, num_grow_ch=32, scale=self.scale)
if model is None:
loadnet = torch.load(os.path.join(self.base_dir, 'weights', 'rrdb_realesrnet_psnr.pth'))
loadnet = torch.load(os.path.join(self.base_dir, 'weights', 'realesrnet_x2.pth'))
else:
loadnet = torch.load(os.path.join(self.base_dir, 'weights', model+'.pth'))
loadnet = torch.load(os.path.join(self.base_dir, 'weights', model+'_x%d.pth'%self.scale))
#print(loadnet['params_ema'].keys)
self.srmodel.load_state_dict(loadnet['params_ema'], strict=True)
self.srmodel.eval()
......
weights/README.md
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......@@ -2,4 +2,4 @@
Download RetinaFace model and our pre-trained model and put them here.
[RetinaFace-R50](https://public-vigen-video.oss-cn-shanghai.aliyuncs.com/robin/models/RetinaFace-R50.pth?OSSAccessKeyId=LTAI4G6bfnyW4TA4wFUXTYBe&Expires=1961116085&Signature=GlUNW6%2B8FxvxWmE9jKIZYOOciKQ%3D) | [ParseNet-latest](https://public-vigen-video.oss-cn-shanghai.aliyuncs.com/robin/models/ParseNet-latest.pth?OSSAccessKeyId=LTAI4G6bfnyW4TA4wFUXTYBe&Expires=1961116134&Signature=bnMwU1JogmNbARto6G%2B7iaJQCHs%3D) | [model_ir_se50](https://public-vigen-video.oss-cn-shanghai.aliyuncs.com/robin/models/model_ir_se50.pth?OSSAccessKeyId=LTAI4G6bfnyW4TA4wFUXTYBe&Expires=1961116170&Signature=jEyBslytwpWoh5DfKvYe2H31GgE%3D) | [GPEN-BFR-2048](https://public-vigen-video.oss-cn-shanghai.aliyuncs.com/robin/models/GPEN-BFR-2048.pth?OSSAccessKeyId=LTAI4G6bfnyW4TA4wFUXTYBe&Expires=1962157722&Signature=0cSbTxLtH6yin3c0Uv%2F2o29JCgo%3D) | [GPEN-BFR-512](https://public-vigen-video.oss-cn-shanghai.aliyuncs.com/robin/models/GPEN-BFR-512.pth?OSSAccessKeyId=LTAI4G6bfnyW4TA4wFUXTYBe&Expires=1961116208&Signature=hBgvVvKVSNGeXqT8glG%2Bd2t2OKc%3D) | [GPEN-BFR-512-D](https://public-vigen-video.oss-cn-shanghai.aliyuncs.com/robin/models/GPEN-BFR-512-D.pth?OSSAccessKeyId=LTAI4G6bfnyW4TA4wFUXTYBe&Expires=1961116234&Signature=mP7MvYhKjbsIM2lhmuaEysssWpc%3D) | [GPEN-BFR-256](https://public-vigen-video.oss-cn-shanghai.aliyuncs.com/robin/models/GPEN-BFR-256.pth?OSSAccessKeyId=LTAI4G6bfnyW4TA4wFUXTYBe&Expires=1961116259&Signature=kMGJLSHqnvzzzqwtjUVBgngzX2s%3D) | [GPEN-BFR-256-D](https://public-vigen-video.oss-cn-shanghai.aliyuncs.com/robin/models/GPEN-BFR-256-D.pth?OSSAccessKeyId=LTAI4G6bfnyW4TA4wFUXTYBe&Expires=1961116288&Signature=b7NCfHFzyqKh%2BfaLrRCwMIIZ2HA%3D) | [GPEN-Colorization-1024](https://public-vigen-video.oss-cn-shanghai.aliyuncs.com/robin/models/GPEN-Colorization-1024.pth?OSSAccessKeyId=LTAI4G6bfnyW4TA4wFUXTYBe&Expires=1961116315&Signature=9tPavW2h%2F1LhIKiXj73sTQoWqcc%3D) | [GPEN-Inpainting-1024](https://public-vigen-video.oss-cn-shanghai.aliyuncs.com/robin/models/GPEN-Inpainting-1024.pth?OSSAccessKeyId=LTAI4G6bfnyW4TA4wFUXTYBe&Expires=1961116338&Signature=tvYhdLaLgW7UdcUrApXp2jsek8w%3D) | [GPEN-Seg2face-512](https://public-vigen-video.oss-cn-shanghai.aliyuncs.com/robin/models/GPEN-Seg2face-512.pth?OSSAccessKeyId=LTAI4G6bfnyW4TA4wFUXTYBe&Expires=1961116362&Signature=VOaHmjFy5YVBjMoNTpVk2KDJx9k%3D) | [rrdb_realesrnet_psnr](https://public-vigen-video.oss-cn-shanghai.aliyuncs.com/robin/models/rrdb_realesrnet_psnr.pth?OSSAccessKeyId=LTAI4G6bfnyW4TA4wFUXTYBe&Expires=1961116389&Signature=JZIBJOtfE5ePUyETslpDQsYwHpU%3D)
\ No newline at end of file
[RetinaFace-R50](https://public-vigen-video.oss-cn-shanghai.aliyuncs.com/robin/models/RetinaFace-R50.pth?OSSAccessKeyId=LTAI4G6bfnyW4TA4wFUXTYBe&Expires=1961116085&Signature=GlUNW6%2B8FxvxWmE9jKIZYOOciKQ%3D) | [ParseNet-latest](https://public-vigen-video.oss-cn-shanghai.aliyuncs.com/robin/models/ParseNet-latest.pth?OSSAccessKeyId=LTAI4G6bfnyW4TA4wFUXTYBe&Expires=1961116134&Signature=bnMwU1JogmNbARto6G%2B7iaJQCHs%3D) | [model_ir_se50](https://public-vigen-video.oss-cn-shanghai.aliyuncs.com/robin/models/model_ir_se50.pth?OSSAccessKeyId=LTAI4G6bfnyW4TA4wFUXTYBe&Expires=1961116170&Signature=jEyBslytwpWoh5DfKvYe2H31GgE%3D) | [GPEN-BFR-512](https://public-vigen-video.oss-cn-shanghai.aliyuncs.com/robin/models/GPEN-BFR-512.pth?OSSAccessKeyId=LTAI4G6bfnyW4TA4wFUXTYBe&Expires=1961116208&Signature=hBgvVvKVSNGeXqT8glG%2Bd2t2OKc%3D) | [GPEN-BFR-512-D](https://public-vigen-video.oss-cn-shanghai.aliyuncs.com/robin/models/GPEN-BFR-512-D.pth?OSSAccessKeyId=LTAI4G6bfnyW4TA4wFUXTYBe&Expires=1961116234&Signature=mP7MvYhKjbsIM2lhmuaEysssWpc%3D) | [GPEN-BFR-256](https://public-vigen-video.oss-cn-shanghai.aliyuncs.com/robin/models/GPEN-BFR-256.pth?OSSAccessKeyId=LTAI4G6bfnyW4TA4wFUXTYBe&Expires=1961116259&Signature=kMGJLSHqnvzzzqwtjUVBgngzX2s%3D) | [GPEN-BFR-256-D](https://public-vigen-video.oss-cn-shanghai.aliyuncs.com/robin/models/GPEN-BFR-256-D.pth?OSSAccessKeyId=LTAI4G6bfnyW4TA4wFUXTYBe&Expires=1961116288&Signature=b7NCfHFzyqKh%2BfaLrRCwMIIZ2HA%3D) | [GPEN-Colorization-1024](https://public-vigen-video.oss-cn-shanghai.aliyuncs.com/robin/models/GPEN-Colorization-1024.pth?OSSAccessKeyId=LTAI4G6bfnyW4TA4wFUXTYBe&Expires=1961116315&Signature=9tPavW2h%2F1LhIKiXj73sTQoWqcc%3D) | [GPEN-Inpainting-1024](https://public-vigen-video.oss-cn-shanghai.aliyuncs.com/robin/models/GPEN-Inpainting-1024.pth?OSSAccessKeyId=LTAI4G6bfnyW4TA4wFUXTYBe&Expires=1961116338&Signature=tvYhdLaLgW7UdcUrApXp2jsek8w%3D) | [GPEN-Seg2face-512](https://public-vigen-video.oss-cn-shanghai.aliyuncs.com/robin/models/GPEN-Seg2face-512.pth?OSSAccessKeyId=LTAI4G6bfnyW4TA4wFUXTYBe&Expires=1961116362&Signature=VOaHmjFy5YVBjMoNTpVk2KDJx9k%3D) | [realesrnet_x2](https://public-vigen-video.oss-cn-shanghai.aliyuncs.com/robin/models/realesrnet_x2.pth?OSSAccessKeyId=LTAI4G6bfnyW4TA4wFUXTYBe&Expires=1962694780&Signature=lI%2FolhA%2FyigiTRvoDIVbtMIyhjI%3D) | [realesrnet_x4](https://public-vigen-video.oss-cn-shanghai.aliyuncs.com/robin/models/realesrnet_x4.pth?OSSAccessKeyId=LTAI4G6bfnyW4TA4wFUXTYBe&Expires=1962694847&Signature=MA5E%2FLp88oCz4kFINWdmeuSh7c4%3D)
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