question about the loss function

[WHUCSLWJ]

Could you tell me why you use the L2 distance rather than the Cosine Similarity proposed in the paper?

[WHUCSLWJ]

and why did you use torch.mean() instead of torch.sum() when compute the TripletMarginLoss. As I see in the paper, L=sigma(max(x,0)).