That seems like a bug. Thank you for noticing this, I’ve submitted an issue here: https://github.com/pytorch/pytorch/issues/5007 8 .
nn.L1Loss doesn’t use CUDNN at all, and it is not supposed to, but I’m not sure why you asked that question.