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Re:Running large language models like ChatGPT on a single GPU by paxys on Monday February 20, 2023 @02:43PM (#34871983)
Because things happen every day. If ChatGPT wants to compete with Google, staying up to date with recent events is the minimum bar.
Re:Running large language models like ChatGPT on a single GPU by Ajedi32 on Monday February 20, 2023 @02:52PM (#34872106)
You wouldn't need to re-train from scratch for that, just fine-tune on the new data sources. I don't think constant re-training is the optimal strategy for that use-case anyway. Bing does it by letting the LLM search a more traditional web index to find the information it needs.
Re:Running large language models like ChatGPT on a single GPU by paxys on Monday February 20, 2023 @04:32PM (#34873200)
Okay but someone has to do the fine tuning. The code has to be updated. Parts of the training have to be redone. All of this has costs. It isn't a "do it once and forget about it" task that it is being touted as in this thread.
Re:Running large language models like ChatGPT on a single GPU by coldtea on Monday February 20, 2023 @04:53PM (#34873461)
>The code has to be updated

I'm pretty sure this is not how an LLM works.

>It isn't a "do it once and forget about it" task that it is being touted as in this thread.

That's neither here, nor there. Training the LLM itself is not a "do it multiple times per day if you want to compete with Google" thing as it has been stated in this subthread.

Re:Running large language models like ChatGPT on a single GPU by baobabKoodaa on Thursday February 23, 2023 @08:23AM (#34910207)
> > The code has to be updated

> I'm pretty sure this is not how an LLM works.

You can say that about any software. "You can use this software perfectly well without ever updating it." Sure, you can do that, but typically people have lots of reasons to update software. LLM isn't magic in this sense. An LLM does not mysteriously update its own code if you just wish hard enough. If you want to continue the development of the LLM then you need to make changes to the code, just like with any other software.

Re:Running large language models like ChatGPT on a single GPU by simonw on Monday February 20, 2023 @02:59PM (#34872169)
That's not necessary. Look at how a Bing works: it's a LLM which can trigger searches, and then gets fed the search results back to it as part of the prompt.

I wrote about one way to implement that pattern here: https://simonwillison.net/2023/Jan/13/semantic-search-answer...

Re:Running large language models like ChatGPT on a single GPU by coldtea on Monday February 20, 2023 @04:53PM (#34873452)
That's not what the training is about.

Things happen everyday, but languages and words and their associations don't change in any measurable way every day...

This is not like web crawling...