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Real-DRCT-GAN_MSE_Model for inference #20

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zhaoyong-li opened this issue Jul 31, 2024 · 3 comments
Open

Real-DRCT-GAN_MSE_Model for inference #20

zhaoyong-li opened this issue Jul 31, 2024 · 3 comments

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@zhaoyong-li
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hi, thank you for providing such great work! But I have a question when using Real-DRCT-GAN_MSE_Model for inference, is it not possible to use the inference file directly for this model weight? When I try, the following problem occurs : "RuntimeError: Error(s) in loading state_dict for DRCT". I don't know if there is something wrong with my operation and would appreciate your answer!

@Skyninth
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same problem! I also try to run inference.py by Real-DRCT-GAN_MSE_Model, but get the RuntimError:

Traceback (most recent call last):
File "inference.py", line 111, in
main()
File "inference.py", line 37, in main
model.load_state_dict(torch.load(args.model_path)['params'], strict=True)
File "/ProjectRoot/drct/lib/python3.8/site-packages/torch/nn/modules/module.py", line 1604, in load_state_dict
raise RuntimeError('Error(s) in loading state_dict for {}:\n\t{}'.format(
RuntimeError: Error(s) in loading state_dict for DRCT:
Missing key(s) in state_dict: "layers.6.swin1.norm1.weight", "layers.6.swin1.norm1.bias", "layers.6.swin1.attn.relative_position_bias_table", "layers.6.swin1.attn.relative_position_index", "layers.6.swin1.attn.qkv.weight", "layers.6.swin1.attn.qkv.bias", "layers.6.swin1.attn.proj.weight", "layers.6.swin1.attn.proj.bias", "layers.6.swin1.norm2.weight", "layers.6.swin1.norm2.bias", "layers.6.swin1.mlp.fc1.weight", "layers.6.swin1.mlp.fc1.bias", "layers.6.swin1.mlp.fc2.weight", "layers.6.swin1.mlp.fc2.bias", "layers.6.adjust1.weight", "layers.6.adjust1.bias", "layers.6.swin2.attn_mask", "layers.6.swin2.norm1.weight", "layers.6.swin2.norm1.bias", "layers.6.swin2.attn.relative_position_bias_table", "layers.6.swin2.attn.relative_position_index", "layers.6.swin2.attn.qkv.weight", "layers.6.swin2.attn.qkv.bias", "layers.6.swin2.attn.proj.weight", "layers.6.swin2.attn.proj.bias", "layers.6.swin2.norm2.weight", "layers.6.swin2.norm2.bias", "layers.6.swin2.mlp.fc1.weight", 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Please tell me how can i solve this issue?

@gtentillier
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gtentillier commented Aug 23, 2024

Hello guys,
I had the same issue in a similar model, and solved it by checking that the weights i tried to load for the model correspond to the architecture of the model in the inference.py file.
This error means that the layers expected by the weights differ from the architecture of the model initialized in the inference.py file.
According to the default argument model_path in inference.py file, model_weights like DRTCT-L.pth are expected, which ones are you trying to use ?
I would have tried to use these ones : https://drive.google.com/file/d/1bVxvA6QFbne2se0CQJ-jyHFy94UOi3h5/view
If they don't work, we either need to find other weights corresponding to the architecture, or changing the architecture in the model initialization in the inference.py file.
Let me know if it worked :)

@happy-liuzhixuan
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Hello, how can I solve the above problem, I am also having the same problem with net_g_latest.pth and DRCT-L_X4.pth, using net_g_latest (MSEModel).pth tests normally

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