Wasserstein distance should be positive

[baderrasheed]

As I know, the wasserstein distance should not be negative when measuring the critic's loss. I am trying to apply Wasserstein distance as a measure in adversarial domain adaptation and during training I have a problem where the Wasserstein distance keeps flipping from positive to negative when updating the generator weights. I use gradient penalty to force the lipschitz condition.