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hi everyone this is leslate team pie torch and today were going to go over uh fine-tuning models within fstp so to get started weve got some code to show you as usual uh running nightly so this is July 21st just for reference um so main item to go over today is uh fine tuning with fstp so the current issue with fstp is due to the sharding it actually does not support one of the traditional approaches of fine tuning which is layer freezing so again that has to do with the sharding its implemented that may be something thats available in the future so but for now you have two options uh one being whole model fine tuning of course and the second one that I would definitely recommend you check out especially for large language models is whats known as child tuning so of course you may say what is child tuning so it was developed in this paper from September 21 2021 its called raise the child in large language model towards effective and generalizable fine tuning this is a screenshot