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I struggle with an issue that sometimes the model returns an empty mask which eventually let the program fail.
Either poly1 or poly2 was an empty polygon, taking the union with that will also always result in an empty polygon. I simply fixed it by setting the merged polygon to the not empty one.
That worked fine for me and I thought maybe someone else had the same error and this is a reasonable change.