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The old models (unet, rvt, vit etc.) are written for (Batch, color_channel, lat, lon).
We need to rewrite the old models to be compatible with the new data shape, with time=1. Charlie suggested we squeeze time on the way in and then expand on the way out.
We should have it output (B, C, t, lat, lon) and modify all models to be compatible.
e.g. one issue is we need to move concat_and_reshape and split_and_reshape in [model].py files to dataloader.
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