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Weights in the Conv2d layer are stored as tensors with shape (out_channels, in_channels, kernel_size[0], kernel_size[1]), while weights in the ConvTranspose2d are stored as tensors with shape (in_channels, out_channels, kernel_size[0], kernel_size[1]).

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