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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.)
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Is OpenAI's Move Worth to Beat Google: The Expense of Developing ChatGPT | Technology & Science News, Times Now

The enormous expense of developing such a cutting-edge technology, ChatGPT, is something that many people might not be aware of. OpenAI's losses doubled to reach a startling $540 million last year, according to recent claims in foreign media. Costs increased as the business created ChatGPT and hired key Google employees., Technology & Science News, Times Now
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