Unable to train OpenNMT-py on Apple M1

Since PyTorch currently support Apple SILICON, I tried to train my models on a M1 laptop but it seems that mps backend is not supported.
The configuration end up being using cuda as gpu backend.
Any help is greatly appreciate.
Best regards.