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Notes on training BERT from scratch on an 8GB consumer GPU

I trained a BERT model (Devlin et al, 2019) from scratch on my desktop PC (which has a Nvidia 3060 Ti 8GB GPU). The model architecture, tokenizer, and trainer all came from Hugging Face libraries, and my contribution was mainly setting up the code, setting up the data (~20GB uncompressed text), and leaving my computer running. (And making sure it was working correctly, with good GPU utilization.)
Karthik Narasimhan Aidann Gomez Noam Shazeer Jacob Devlin Alec Radford Lukasz Kaiser

What is BERT? - WFIN Local News

BERT is an open-source machine learning framework that is used for various natural language processing (NLP) tasks. It is designed to help computers better understand nuance in language by grasping the meaning of surrounding words in a text. The benefit is that context of a text can be understood rather than just the meaning of
Rankbrain Google Google Research Bidirectional Encoder Representations Deep Bidirectional Transformers Language Understanding Pre Trained Transformer
Source: wfin.com

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