The time it would take to fine tune a GPT-2 model will vary significantly depending what you are tuning it for. Keep in mind that GPT-2 XL is a very large language model with over 1.5 billion parameters, however GPT-2 is also available in smaller sizes that will be faster to fine tune but will likely not perform as well.
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