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DDP the codebase #8

@danieltudosiu

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@danieltudosiu

Hey,

I am trying to use the codebase on a multi-gpu setup and I am running into the Data Parallelism limitations where the overhead on GPU 0 renders the parallelism's usefulness subpar at best.

Could you please enable DDP in the codebase? That could be achieved easily with Microsoft's Deepspeed library due to its automatic mpi discovery.

Cheer!

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