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I haven't look into at all myself, but he also said:

>We do provide training code that should work out of the box for gpt2 117M/345M

It would take forever (or $$$) to train even 117M model from scratch.

I read that meaning you can start with the actual pre-trained GPT-2 models but I never got an answer when I specifically asked if that was the case.