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Llama.cpp has a train text from scratch example that you can run through CPU, RAM and offloading to GPU, although I'd imagine it'd be much less performant than a pure GPU solution.
You can train it with the code provided in transformer repo: https://github.com/huggingface/transformers/blob/main/examples/pytorch/language-modeling/run_clm.py
this might be interesting: https://github.com/stas00/ml-engineering/blob/master/transformers/make-tiny-models.md
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