Distributed ML

Multi-GPU | multi-node Distributed Training, Federated learning

Data parallelism or model parallelism

• In data parallelism, the data is split into multiple parts

• in model parallelism, different parts of the model are processed by separate processors

These parallelism are states as 4D parallelism or 3D parallelism

Large Scale

Model Parallelism

We’re on a journey to advance and democratize artificial intelligence through open source and open science.

https://huggingface.co/docs/transformers/v4.15.0/parallelism