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Expand Up @@ -12,7 +12,7 @@ MegaBlocks dMoEs outperform MoEs trained with [Tutel](https://github.com/microso

# :building_construction: Installation

NOTE: This assumes you have `numpy` and `torch` installed.
OTE: This assumes you have `numpy` and `torch` installed.

**Training models with Megatron-LM:** We recommend using NGC's [`nvcr.io/nvidia/pytorch:23.09-py3`](https://catalog.ngc.nvidia.com/orgs/nvidia/containers/pytorch/tags) PyTorch container. The [Dockerfile](Dockerfile) builds on this image with additional dependencies. To build the image, run `docker build . -t megablocks-dev` and then `bash docker.sh` to launch the container. Once inside the container, install MegaBlocks with `pip install .`. See [Usage](#steam_locomotive-usage) for instructions on training MoEs with MegaBlocks + Megatron-LM.

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