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While DeepSpeed has a pip installable PyPI package, it is highly recommended to install it from source to best match your hardware and to support certain features, like 1-bit Adam, which aren’t available in the PyPI distribution.

pip install deepspeed

pip install transformers[deepspeed]

Memory requirements
Before you begin, it is a good idea to check whether you have enough GPU and CPU memory to fit your model. DeepSpeed provides a tool for estimating the required CPU/GPU memory.