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Non-Square images work basically out of the box. I trained a model with the smithsonian_butterflies_subset with 32x64 pixels and compared it to 48x48 pixels to roughly have the same number of total pixels.

FID 48x48 was 50.2 after 10_000 steps with batchsize 16
model_demo_00010000

FID 64x32 was 59.9 after 10_000 steps with batchsize 16
model_demo_00010000

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