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NanoChat – The best ChatGPT that $100 can buy

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Re: NanoChat – The best ChatGPT that $100 can buy

#63

I'm doing a training run right now (started 20min ago). You can follow it at https://api.wandb.ai/links/sjd333-none/dsv4zkij Will share the resulting model once ready (4 hours from now) for anyone to test inference.

Cool. Is there a simple "howto" on running this repo with training on W&B for a programmer like me who has never done model training flows? Maybe you could share the steps you took?

Re: NanoChat – The best ChatGPT that $100 can buy

#64
post #4

I've always thought about the best way to contribute to humanity: number of people you help x how much you help them. I think what Karpathy is doing is one of the highest leverage ways to achieve that. Our current world is build on top of open source projects. This is possible because there are a lot of free resources to learn to code so anyone from anywhere in the world can learn and make a great piece of software.…

Then a single person whose learned those skills decide to poison all of us thanks to the skills acquired.

Re: NanoChat – The best ChatGPT that $100 can buy

#65
post #4

I've always thought about the best way to contribute to humanity: number of people you help x how much you help them. I think what Karpathy is doing is one of the highest leverage ways to achieve that. Our current world is build on top of open source projects. This is possible because there are a lot of free resources to learn to code so anyone from anywhere in the world can learn and make a great piece of software.…

While documenting a build path is nice, IMHO renting hardware nobody can afford from VC-backed cloud providers using cold hard cash to produce clones of legacy tech using toy datasets under the guise of education is propping up the AI bubble and primarily helping institutional shareholders in those AI bubble companies, particularly their hardware supplier NVidia. Personally I do not see this as helping people or humanity.

This would sit better with me if the repo included a first tier use case for local execution, non-NVidia hardware reference, etc.

Re: NanoChat – The best ChatGPT that $100 can buy

#66
post #4

I've always thought about the best way to contribute to humanity: number of people you help x how much you help them. I think what Karpathy is doing is one of the highest leverage ways to achieve that. Our current world is build on top of open source projects. This is possible because there are a lot of free resources to learn to code so anyone from anywhere in the world can learn and make a great piece of software.…

I would adjust your formula to the:

number of people you help x how much you help them x number of people you harm x how much you harm them

For example - harming a little bit all content creators of the world, by stealing their work without compensation or permission. How much does that cost globally every year after year? How do we even quantify long term consequences of that? Stuff like that.

Re: NanoChat – The best ChatGPT that $100 can buy

#68
post #4

I've always thought about the best way to contribute to humanity: number of people you help x how much you help them. I think what Karpathy is doing is one of the highest leverage ways to achieve that. Our current world is build on top of open source projects. This is possible because there are a lot of free resources to learn to code so anyone from anywhere in the world can learn and make a great piece of software.…

[deleted]

Re: NanoChat – The best ChatGPT that $100 can buy

#69

Earlier quoted context omitted.

If I have let’s say 40gb RAM does it not work at all or just take twice as long to train?

Won't work at all. Or if it does it'll be so slow since it'll have to go to the disk for every single calculation so it won't ever finish.

It will work great with 40GB GPU, probably a bit less than twice slower. These are micro models of a few B param at most and fit easily during both training and inference.
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