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Hi, thanks for your great job. I am trying to reproduce your results based on this url pretrained weights. But when I load the pretrained weights model, I find the keys are not same. The pretrained weights keys are as follows:

odict_keys(['cls_token', 'cls_token_pos_embed', 'pos_embed', 'patch_embed.proj.weight', 'patch_embed.proj.bias', 'blocks.0.norm1.weight', 'blocks.0.norm1.bias', 'blocks.0.attn.qkv.weight', 'blocks.0.attn.qkv.bias', 'blocks.0.attn.proj.weight', 'blocks.0.attn.proj.bias', 'blocks.0.norm2.weight', 'blocks.0.norm2.bias', 'blocks.0.mlp.fc1.weight', 'blocks.0.mlp.fc1.bias', 'blocks.0.mlp.fc2.weight', 'blocks.0.mlp.fc2.bias', 'blocks.1.norm1.weight', 'blocks.1.norm1.bias', 'blocks.1.attn.qkv.weight', 'blocks.1.attn.qkv.bias', 'blocks.1.attn.proj.weight', 'blocks.1.attn.proj.bias', 'blocks.1.norm2.weight', 'blocks.1.norm2.bias', 'blocks.1.mlp.fc1.weight', 'blocks.1.mlp.fc1.bias', 'blocks.1.mlp.fc2.weight', 'blocks.1.mlp.fc2.bias', 'blocks.2.norm1.weight', 'blocks.2.norm1.bias', 'blocks.2.attn.qkv.weight', 'blocks.2.attn.qkv.bias', 'blocks.2.attn.proj.weight', 'blocks.2.attn.proj.bias', 'blocks.2.norm2.weight', 'blocks.2.norm2.bias', 'blocks.2.mlp.fc1.weight', 'blocks.2.mlp.fc1.bias', 'blocks.2.mlp.fc2.weight', 'blocks.2.mlp.fc2.bias', 'blocks.3.norm1.weight', 'blocks.3.norm1.bias', 'blocks.3.attn.qkv.weight', 'blocks.3.attn.qkv.bias', 'blocks.3.attn.proj.weight', 'blocks.3.attn.proj.bias', 'blocks.3.norm2.weight', 'blocks.3.norm2.bias', 'blocks.3.mlp.fc1.weight', 'blocks.3.mlp.fc1.bias', 'blocks.3.mlp.fc2.weight', 'blocks.3.mlp.fc2.bias', 'blocks.4.norm1.weight', 'blocks.4.norm1.bias', 'blocks.4.attn.qkv.weight', 'blocks.4.attn.qkv.bias', 'blocks.4.attn.proj.weight', 'blocks.4.attn.proj.bias', 'blocks.4.norm2.weight', 'blocks.4.norm2.bias', 'blocks.4.mlp.fc1.weight', 'blocks.4.mlp.fc1.bias', 'blocks.4.mlp.fc2.weight', 'blocks.4.mlp.fc2.bias', 'blocks.5.norm1.weight', 'blocks.5.norm1.bias', 'blocks.5.attn.qkv.weight', 'blocks.5.attn.qkv.bias', 'blocks.5.attn.proj.weight', 'blocks.5.attn.proj.bias', 'blocks.5.norm2.weight', 'blocks.5.norm2.bias', 'blocks.5.mlp.fc1.weight', 'blocks.5.mlp.fc1.bias', 'blocks.5.mlp.fc2.weight', 'blocks.5.mlp.fc2.bias', 'blocks.6.norm1.weight', 'blocks.6.norm1.bias', 'blocks.6.attn.qkv.weight', 'blocks.6.attn.qkv.bias', 'blocks.6.attn.proj.weight', 'blocks.6.attn.proj.bias', 'blocks.6.norm2.weight', 'blocks.6.norm2.bias', 'blocks.6.mlp.fc1.weight', 'blocks.6.mlp.fc1.bias', 'blocks.6.mlp.fc2.weight', 'blocks.6.mlp.fc2.bias', 'blocks.7.norm1.weight', 'blocks.7.norm1.bias', 'blocks.7.attn.qkv.weight', 'blocks.7.attn.qkv.bias', 'blocks.7.attn.proj.weight', 'blocks.7.attn.proj.bias', 'blocks.7.norm2.weight', 'blocks.7.norm2.bias', 'blocks.7.mlp.fc1.weight', 'blocks.7.mlp.fc1.bias', 'blocks.7.mlp.fc2.weight', 'blocks.7.mlp.fc2.bias', 'blocks.8.norm1.weight', 'blocks.8.norm1.bias', 'blocks.8.attn.qkv.weight', 'blocks.8.attn.qkv.bias', 'blocks.8.attn.proj.weight', 'blocks.8.attn.proj.bias', 'blocks.8.norm2.weight', 'blocks.8.norm2.bias', 'blocks.8.mlp.fc1.weight', 'blocks.8.mlp.fc1.bias', 'blocks.8.mlp.fc2.weight', 'blocks.8.mlp.fc2.bias', 'blocks.9.norm1.weight', 'blocks.9.norm1.bias', 'blocks.9.attn.qkv.weight', 'blocks.9.attn.qkv.bias', 'blocks.9.attn.proj.weight', 'blocks.9.attn.proj.bias', 'blocks.9.norm2.weight', 'blocks.9.norm2.bias', 'blocks.9.mlp.fc1.weight', 'blocks.9.mlp.fc1.bias', 'blocks.9.mlp.fc2.weight', 'blocks.9.mlp.fc2.bias', 'blocks.10.norm1.weight', 'blocks.10.norm1.bias', 'blocks.10.attn.qkv.weight', 'blocks.10.attn.qkv.bias', 'blocks.10.attn.proj.weight', 'blocks.10.attn.proj.bias', 'blocks.10.norm2.weight', 'blocks.10.norm2.bias', 'blocks.10.mlp.fc1.weight', 'blocks.10.mlp.fc1.bias', 'blocks.10.mlp.fc2.weight', 'blocks.10.mlp.fc2.bias', 'blocks.11.norm1.weight', 'blocks.11.norm1.bias', 'blocks.11.attn.qkv.weight', 'blocks.11.attn.qkv.bias', 'blocks.11.attn.proj.weight', 'blocks.11.attn.proj.bias', 'blocks.11.norm2.weight', 'blocks.11.norm2.bias', 'blocks.11.mlp.fc1.weight', 'blocks.11.mlp.fc1.bias', 'blocks.11.mlp.fc2.weight', 'blocks.11.mlp.fc2.bias', 'blocks.12.norm1.weight', 'blocks.12.norm1.bias', 'blocks.12.attn.qkv.weight', 'blocks.12.attn.qkv.bias', 'blocks.12.attn.proj.weight', 'blocks.12.attn.proj.bias', 'blocks.12.norm2.weight', 'blocks.12.norm2.bias', 'blocks.12.mlp.fc1.weight', 'blocks.12.mlp.fc1.bias', 'blocks.12.mlp.fc2.weight', 'blocks.12.mlp.fc2.bias', 'blocks.13.norm1.weight', 'blocks.13.norm1.bias', 'blocks.13.attn.qkv.weight', 'blocks.13.attn.qkv.bias', 'blocks.13.attn.proj.weight', 'blocks.13.attn.proj.bias', 'blocks.13.norm2.weight', 'blocks.13.norm2.bias', 'blocks.13.mlp.fc1.weight', 'blocks.13.mlp.fc1.bias', 'blocks.13.mlp.fc2.weight', 'blocks.13.mlp.fc2.bias', 'blocks.14.norm1.weight', 'blocks.14.norm1.bias', 'blocks.14.attn.qkv.weight', 'blocks.14.attn.qkv.bias', 'blocks.14.attn.proj.weight', 'blocks.14.attn.proj.bias', 'blocks.14.norm2.weight', 'blocks.14.norm2.bias', 'blocks.14.mlp.fc1.weight', 'blocks.14.mlp.fc1.bias', 'blocks.14.mlp.fc2.weight', 'blocks.14.mlp.fc2.bias', 'blocks.15.norm1.weight', 'blocks.15.norm1.bias', 'blocks.15.attn.qkv.weight', 'blocks.15.attn.qkv.bias', 'blocks.15.attn.proj.weight', 'blocks.15.attn.proj.bias', 'blocks.15.norm2.weight', 'blocks.15.norm2.bias', 'blocks.15.mlp.fc1.weight', 'blocks.15.mlp.fc1.bias', 'blocks.15.mlp.fc2.weight', 'blocks.15.mlp.fc2.bias', 'blocks.16.norm1.weight', 'blocks.16.norm1.bias', 'blocks.16.attn.qkv.weight', 'blocks.16.attn.qkv.bias', 'blocks.16.attn.proj.weight', 'blocks.16.attn.proj.bias', 'blocks.16.norm2.weight', 'blocks.16.norm2.bias', 'blocks.16.mlp.fc1.weight', 'blocks.16.mlp.fc1.bias', 'blocks.16.mlp.fc2.weight', 'blocks.16.mlp.fc2.bias', 'blocks.17.norm1.weight', 'blocks.17.norm1.bias', 'blocks.17.attn.qkv.weight', 'blocks.17.attn.qkv.bias', 'blocks.17.attn.proj.weight', 'blocks.17.attn.proj.bias', 'blocks.17.norm2.weight', 'blocks.17.norm2.bias', 'blocks.17.mlp.fc1.weight', 'blocks.17.mlp.fc1.bias', 'blocks.17.mlp.fc2.weight', 'blocks.17.mlp.fc2.bias', 'blocks.18.norm1.weight', 'blocks.18.norm1.bias', 'blocks.18.attn.qkv.weight', 'blocks.18.attn.qkv.bias', 'blocks.18.attn.proj.weight', 'blocks.18.attn.proj.bias', 'blocks.18.norm2.weight', 'blocks.18.norm2.bias', 'blocks.18.mlp.fc1.weight', 'blocks.18.mlp.fc1.bias', 'blocks.18.mlp.fc2.weight', 'blocks.18.mlp.fc2.bias', 'blocks.19.norm1.weight', 'blocks.19.norm1.bias', 'blocks.19.attn.qkv.weight', 'blocks.19.attn.qkv.bias', 'blocks.19.attn.proj.weight', 'blocks.19.attn.proj.bias', 'blocks.19.norm2.weight', 'blocks.19.norm2.bias', 'blocks.19.mlp.fc1.weight', 'blocks.19.mlp.fc1.bias', 'blocks.19.mlp.fc2.weight', 'blocks.19.mlp.fc2.bias', 'blocks.20.norm1.weight', 'blocks.20.norm1.bias', 'blocks.20.attn.qkv.weight', 'blocks.20.attn.qkv.bias', 'blocks.20.attn.proj.weight', 'blocks.20.attn.proj.bias', 'blocks.20.norm2.weight', 'blocks.20.norm2.bias', 'blocks.20.mlp.fc1.weight', 'blocks.20.mlp.fc1.bias', 'blocks.20.mlp.fc2.weight', 'blocks.20.mlp.fc2.bias', 'blocks.21.norm1.weight', 'blocks.21.norm1.bias', 'blocks.21.attn.qkv.weight', 'blocks.21.attn.qkv.bias', 'blocks.21.attn.proj.weight', 'blocks.21.attn.proj.bias', 'blocks.21.norm2.weight', 'blocks.21.norm2.bias', 'blocks.21.mlp.fc1.weight', 'blocks.21.mlp.fc1.bias', 'blocks.21.mlp.fc2.weight', 'blocks.21.mlp.fc2.bias', 'blocks.22.norm1.weight', 'blocks.22.norm1.bias', 'blocks.22.attn.qkv.weight', 'blocks.22.attn.qkv.bias', 'blocks.22.attn.proj.weight', 'blocks.22.attn.proj.bias', 'blocks.22.norm2.weight', 'blocks.22.norm2.bias', 'blocks.22.mlp.fc1.weight', 'blocks.22.mlp.fc1.bias', 'blocks.22.mlp.fc2.weight', 'blocks.22.mlp.fc2.bias', 'blocks.23.norm1.weight', 'blocks.23.norm1.bias', 'blocks.23.attn.qkv.weight', 'blocks.23.attn.qkv.bias', 'blocks.23.attn.proj.weight', 'blocks.23.attn.proj.bias', 'blocks.23.norm2.weight', 'blocks.23.norm2.bias', 'blocks.23.mlp.fc1.weight', 'blocks.23.mlp.fc1.bias', 'blocks.23.mlp.fc2.weight', 'blocks.23.mlp.fc2.bias', 'norm.weight', 'norm.bias'])

But the keys for the model in PATH are as follows:

odict_keys(['module.backbone_module.pos_embed', 'module.backbone_module.patch_embed.proj.weight', 'module.backbone_module.patch_embed.proj.bias', 'module.backbone_module.blocks.0.norm1.weight', 'module.backbone_module.blocks.0.norm1.bias', 'module.backbone_module.blocks.0.attn.qkv.weight', 'module.backbone_module.blocks.0.attn.qkv.bias', 'module.backbone_module.blocks.0.attn.proj.weight', 'module.backbone_module.blocks.0.attn.proj.bias', 'module.backbone_module.blocks.0.norm2.weight', 'module.backbone_module.blocks.0.norm2.bias', 'module.backbone_module.blocks.0.mlp.fc1.weight', 'module.backbone_module.blocks.0.mlp.fc1.bias', 'module.backbone_module.blocks.0.mlp.fc2.weight', 'module.backbone_module.blocks.0.mlp.fc2.bias', 'module.backbone_module.blocks.1.norm1.weight', 'module.backbone_module.blocks.1.norm1.bias', 'module.backbone_module.blocks.1.attn.qkv.weight', 'module.backbone_module.blocks.1.attn.qkv.bias', 'module.backbone_module.blocks.1.attn.proj.weight', 'module.backbone_module.blocks.1.attn.proj.bias', 'module.backbone_module.blocks.1.norm2.weight', 'module.backbone_module.blocks.1.norm2.bias', 'module.backbone_module.blocks.1.mlp.fc1.weight', 'module.backbone_module.blocks.1.mlp.fc1.bias', 'module.backbone_module.blocks.1.mlp.fc2.weight', 'module.backbone_module.blocks.1.mlp.fc2.bias', 'module.backbone_module.blocks.2.norm1.weight', 'module.backbone_module.blocks.2.norm1.bias', 'module.backbone_module.blocks.2.attn.qkv.weight', 'module.backbone_module.blocks.2.attn.qkv.bias', 'module.backbone_module.blocks.2.attn.proj.weight', 'module.backbone_module.blocks.2.attn.proj.bias', 'module.backbone_module.blocks.2.norm2.weight', 'module.backbone_module.blocks.2.norm2.bias', 'module.backbone_module.blocks.2.mlp.fc1.weight', 'module.backbone_module.blocks.2.mlp.fc1.bias', 'module.backbone_module.blocks.2.mlp.fc2.weight', 'module.backbone_module.blocks.2.mlp.fc2.bias', 'module.backbone_module.blocks.3.norm1.weight', 'module.backbone_module.blocks.3.norm1.bias', 'module.backbone_module.blocks.3.attn.qkv.weight', 'module.backbone_module.blocks.3.attn.qkv.bias', 'module.backbone_module.blocks.3.attn.proj.weight', 'module.backbone_module.blocks.3.attn.proj.bias', 'module.backbone_module.blocks.3.norm2.weight', 'module.backbone_module.blocks.3.norm2.bias', 'module.backbone_module.blocks.3.mlp.fc1.weight', 'module.backbone_module.blocks.3.mlp.fc1.bias', 'module.backbone_module.blocks.3.mlp.fc2.weight', 'module.backbone_module.blocks.3.mlp.fc2.bias', 'module.backbone_module.blocks.4.norm1.weight', 'module.backbone_module.blocks.4.norm1.bias', 'module.backbone_module.blocks.4.attn.qkv.weight', 'module.backbone_module.blocks.4.attn.qkv.bias', 'module.backbone_module.blocks.4.attn.proj.weight', 'module.backbone_module.blocks.4.attn.proj.bias', 'module.backbone_module.blocks.4.norm2.weight', 'module.backbone_module.blocks.4.norm2.bias', 'module.backbone_module.blocks.4.mlp.fc1.weight', 'module.backbone_module.blocks.4.mlp.fc1.bias', 'module.backbone_module.blocks.4.mlp.fc2.weight', 'module.backbone_module.blocks.4.mlp.fc2.bias', 'module.backbone_module.blocks.5.norm1.weight', 'module.backbone_module.blocks.5.norm1.bias', 'module.backbone_module.blocks.5.attn.qkv.weight', 'module.backbone_module.blocks.5.attn.qkv.bias', 'module.backbone_module.blocks.5.attn.proj.weight', 'module.backbone_module.blocks.5.attn.proj.bias', 'module.backbone_module.blocks.5.norm2.weight', 'module.backbone_module.blocks.5.norm2.bias', 'module.backbone_module.blocks.5.mlp.fc1.weight', 'module.backbone_module.blocks.5.mlp.fc1.bias', 'module.backbone_module.blocks.5.mlp.fc2.weight', 'module.backbone_module.blocks.5.mlp.fc2.bias', 'module.backbone_module.blocks.6.norm1.weight', 'module.backbone_module.blocks.6.norm1.bias', 'module.backbone_module.blocks.6.attn.qkv.weight', 'module.backbone_module.blocks.6.attn.qkv.bias', 'module.backbone_module.blocks.6.attn.proj.weight', 'module.backbone_module.blocks.6.attn.proj.bias', 'module.backbone_module.blocks.6.norm2.weight', 'module.backbone_module.blocks.6.norm2.bias', 'module.backbone_module.blocks.6.mlp.fc1.weight', 'module.backbone_module.blocks.6.mlp.fc1.bias', 'module.backbone_module.blocks.6.mlp.fc2.weight', 'module.backbone_module.blocks.6.mlp.fc2.bias', 'module.backbone_module.blocks.7.norm1.weight', 'module.backbone_module.blocks.7.norm1.bias', 'module.backbone_module.blocks.7.attn.qkv.weight', 'module.backbone_module.blocks.7.attn.qkv.bias', 'module.backbone_module.blocks.7.attn.proj.weight', 'module.backbone_module.blocks.7.attn.proj.bias', 'module.backbone_module.blocks.7.norm2.weight', 'module.backbone_module.blocks.7.norm2.bias', 'module.backbone_module.blocks.7.mlp.fc1.weight', 'module.backbone_module.blocks.7.mlp.fc1.bias', 'module.backbone_module.blocks.7.mlp.fc2.weight', 'module.backbone_module.blocks.7.mlp.fc2.bias', 'module.backbone_module.blocks.8.norm1.weight', 'module.backbone_module.blocks.8.norm1.bias', 'module.backbone_module.blocks.8.attn.qkv.weight', 'module.backbone_module.blocks.8.attn.qkv.bias', 'module.backbone_module.blocks.8.attn.proj.weight', 'module.backbone_module.blocks.8.attn.proj.bias', 'module.backbone_module.blocks.8.norm2.weight', 'module.backbone_module.blocks.8.norm2.bias', 'module.backbone_module.blocks.8.mlp.fc1.weight', 'module.backbone_module.blocks.8.mlp.fc1.bias', 'module.backbone_module.blocks.8.mlp.fc2.weight', 'module.backbone_module.blocks.8.mlp.fc2.bias', 'module.backbone_module.blocks.9.norm1.weight', 'module.backbone_module.blocks.9.norm1.bias', 'module.backbone_module.blocks.9.attn.qkv.weight', 'module.backbone_module.blocks.9.attn.qkv.bias', 'module.backbone_module.blocks.9.attn.proj.weight', 'module.backbone_module.blocks.9.attn.proj.bias', 'module.backbone_module.blocks.9.norm2.weight', 'module.backbone_module.blocks.9.norm2.bias', 'module.backbone_module.blocks.9.mlp.fc1.weight', 'module.backbone_module.blocks.9.mlp.fc1.bias', 'module.backbone_module.blocks.9.mlp.fc2.weight', 'module.backbone_module.blocks.9.mlp.fc2.bias', 'module.backbone_module.blocks.10.norm1.weight', 'module.backbone_module.blocks.10.norm1.bias', 'module.backbone_module.blocks.10.attn.qkv.weight', 'module.backbone_module.blocks.10.attn.qkv.bias', 'module.backbone_module.blocks.10.attn.proj.weight', 'module.backbone_module.blocks.10.attn.proj.bias', 'module.backbone_module.blocks.10.norm2.weight', 'module.backbone_module.blocks.10.norm2.bias', 'module.backbone_module.blocks.10.mlp.fc1.weight', 'module.backbone_module.blocks.10.mlp.fc1.bias', 'module.backbone_module.blocks.10.mlp.fc2.weight', 'module.backbone_module.blocks.10.mlp.fc2.bias', 'module.backbone_module.blocks.11.norm1.weight', 'module.backbone_module.blocks.11.norm1.bias', 'module.backbone_module.blocks.11.attn.qkv.weight', 'module.backbone_module.blocks.11.attn.qkv.bias', 'module.backbone_module.blocks.11.attn.proj.weight', 'module.backbone_module.blocks.11.attn.proj.bias', 'module.backbone_module.blocks.11.norm2.weight', 'module.backbone_module.blocks.11.norm2.bias', 'module.backbone_module.blocks.11.mlp.fc1.weight', 'module.backbone_module.blocks.11.mlp.fc1.bias', 'module.backbone_module.blocks.11.mlp.fc2.weight', 'module.backbone_module.blocks.11.mlp.fc2.bias', 'module.backbone_module.norm.weight', 'module.backbone_module.norm.bias', 'module.neck_module.reduction_layers.0.weight', 'module.neck_module.reduction_layers.0.bias', 'module.neck_module.reduction_layers.1.weight', 'module.neck_module.reduction_layers.1.bias', 'module.neck_module.reduction_layers.2.weight', 'module.neck_module.reduction_layers.2.bias', 'module.neck_module.reduction_layers.3.weight', 'module.neck_module.reduction_layers.3.bias', 'module.neck_module.reduction_layers.4.weight', 'module.neck_module.reduction_layers.4.bias', 'module.neck_module.reduction_layers.5.weight', 'module.neck_module.reduction_layers.5.bias', 'module.neck_module.reduction_layers.6.weight', 'module.neck_module.reduction_layers.6.bias', 'module.neck_module.reduction_layers.7.weight', 'module.neck_module.reduction_layers.7.bias', 'module.neck_module.reduction_layers.8.weight', 'module.neck_module.reduction_layers.8.bias', 'module.neck_module.reduction_layers.9.weight', 'module.neck_module.reduction_layers.9.bias', 'module.neck_module.reduction_layers.10.weight', 'module.neck_module.reduction_layers.10.bias', 'module.neck_module.reduction_layers.11.weight', 'module.neck_module.reduction_layers.11.bias', 'module.neck_module.reduction_layers.12.weight', 'module.neck_module.reduction_layers.12.bias', 'module.neck_module.side_gate_params.0', 'module.neck_module.side_gate_params.1', 'module.neck_module.side_gate_params.2', 'module.neck_module.side_gate_params.3', 'module.neck_module.side_gate_params.4', 'module.neck_module.side_gate_params.5', 'module.neck_module.side_gate_params.6', 'module.neck_module.side_gate_params.7', 'module.neck_module.side_gate_params.8', 'module.neck_module.side_gate_params.9', 'module.neck_module.side_gate_params.10', 'module.neck_module.side_gate_params.11', 'module.neck_module.transformer_blocks.0.0.norm1.weight', 'module.neck_module.transformer_blocks.0.0.norm1.bias', 'module.neck_module.transformer_blocks.0.0.attn.qkv.weight', 'module.neck_module.transformer_blocks.0.0.attn.proj.weight', 'module.neck_module.transformer_blocks.0.0.attn.proj.bias', 'module.neck_module.transformer_blocks.0.0.norm2.weight', 'module.neck_module.transformer_blocks.0.0.norm2.bias', 'module.neck_module.transformer_blocks.0.0.mlp.fc1.weight', 'module.neck_module.transformer_blocks.0.0.mlp.fc1.bias', 'module.neck_module.transformer_blocks.0.0.mlp.fc2.weight', 'module.neck_module.transformer_blocks.0.0.mlp.fc2.bias', 'module.neck_module.transformer_blocks.1.0.norm1.weight', 'module.neck_module.transformer_blocks.1.0.norm1.bias', 'module.neck_module.transformer_blocks.1.0.attn.qkv.weight', 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So the pretrained weights keys can not adapt to the model, can you give me some suggestions about how to load the pretrained weights for the PATH model?

Thanks a lot!!