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This code repository contains the code used for my "Optimizing Memory Usage for Training LLMs and Vision Transformers in PyTorch" blog post.

Home Page: https://lightning.ai/pages/community/tutorial/pytorch-memory-vit-llm/

License: Apache License 2.0

Python 100.00%

pytorch-memory-optim's Introduction

Optimizing PyTorch Memory Usage

This code repository contains the code used for my "Optimizing Memory Usage for Training LLMs and Vision Transformers in PyTorch" blog post.

You can install the dependencies via

pip install -r requirements.txt

The scripts are all standalone scripts and can be run by executing

python 01_pytorch-vit.py

and so forth. The only requirement is to have the local_utilities.py in the same folder as the script as it contains some data loading utilities that are reused across all the scripts.

I tracked the script outputs in the logs.md file.

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