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in Occlum. Unmodified distributed PyTorch training (such as fasion-MNIST dataset training) could be enabled running in TEE by simple steps. + +## Overview + +![Flow](../images/distributed_pytorch.png) + +Above is the flow chart which could be break down as below. + +1. Client starts the PyTorch Occlum instances, such as one master and two worker nodes. +2. Every PyTorch Occlum instance starts, get required keys from one remote attestation based KMS. The keys could be for data decryption, result encryption or Pytorch nodes TLS certs. +3. PyTorch nodes set up rendezvous. +4. Loading dataset, training started. +5. Encrypt and save result if necessary. + +For step 2, users could use the Occlum [init-ra AECS](https://occlum.readthedocs.io/en/latest/remote_attestation.html#init-ra-solution) solution which has no invasion to the PyTorch application. + +More details please refer to [pytorch demo](https://github.com/occlum/occlum/tree/master/demos/pytorch/distributed). + +Note, the demo has not involved KMS and data encryption or decryption. Users could add them accordingly.