In Painter, when computing loss, what exactly does 'valid' used for?

[Brilliant-B]

experiments shown that if without 'valid' to multiply the 'mask', the grad_norm would easily overflow and undermine the training effectiveness, but how to design something like valid to prevent this problem, is there any reference to do this with originality?