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Why the result of test function is pure gray images?

yes, the sampled images are normal 😂. By the way, from your exhibited results in Readme, some effects look not completely the same as STGAN-tensorflow repo, such as to young?

TypeError: forward() missing 1 required positional argument: 'input'

Maybe some images in your dataset have crashed?