GPT inputs outgrow world chip and electricity capacity(astralcodexten.com)
astralcodexten.com
GPT inputs outgrow world chip and electricity capacity
https://www.astralcodexten.com/p/sam-altman-wants-7-trillion
14 comments
Really wish AMD could hurry up and implement a transparent module for gpu computing into llvm.
It’s not good that GPUs are this opaque.
It’s not good that GPUs are this opaque.
The are all the same arguments that wrongly predicted that DNA sequencing would overtake hard drive storage capacity.
People aren't going to do truly uneconomic things just to scale language models exponentially.
People aren't going to do truly uneconomic things just to scale language models exponentially.
Interesting Pull quote:
GPT-4 needed about 50 gigawatt-hours of energy to train. Using our scaling factor of 30x, we expect GPT-5 to need 1,500, GPT-6 to need 45,000, and GPT-7 to need 1.3 million.
GPT-4 needed about 50 gigawatt-hours of energy to train. Using our scaling factor of 30x, we expect GPT-5 to need 1,500, GPT-6 to need 45,000, and GPT-7 to need 1.3 million.
Assuming OpenAI is training exclusively using Microsoft compute, it should be low carbon energy.
https://news.microsoft.com/europe/features/as-the-world-goes...
https://news.microsoft.com/europe/features/as-the-world-goes...
Until we're in a world of 100% renewables, anything you do that uses renewables just pushes someone else to use more fossil fuel instead. Access to renewables isn't a blanket excuse to waste it.
(Plus "renewable" is kind of a misnomer, there are still limited resources going into the production and maintenance of those power plants too.)
(Plus "renewable" is kind of a misnomer, there are still limited resources going into the production and maintenance of those power plants too.)
Microsoft is hiring nuclear scientists presumably to power AI. If this becomes the case, I don't think it will be the case that Microsoft's green energy use is just pushing people to use dirty energy elsewhere. If anything they would be helping to accelerate a green transition.
I don't see what's happening now as "Green" but I don't think you need 100% renewables worldwide for a datacenter to be green. You could also build a datacenter by a Dam which is in a location where people wouldn't normally live. This is not all zero sum.
I don't see what's happening now as "Green" but I don't think you need 100% renewables worldwide for a datacenter to be green. You could also build a datacenter by a Dam which is in a location where people wouldn't normally live. This is not all zero sum.
May people listen to your wisdom, I totally agree with you.
Do the dynamics of PPAs and RECs really translate to lowering electricity production CO2 footprint? It seems that it would work only when there is significantly more demand for that kind of electricity that would otherwise we produced, but since wind and solar are competitive on their own, and in many places there's no carbon cap-and-trade system to prevent the increased power demand leaking over to fossil energy, it's not obvious.
> Do the dynamics of PPAs and RECs really translate to lowering electricity production CO2 footprint?
With new PPA models where purchases are made when generation occurs, yes.
https://www.datacenterdynamics.com/en/news/google-to-expand-...
https://finance.yahoo.com/news/engie-supply-microsoft-data-c...
https://www.mckinsey.com/industries/electric-power-and-natur...
With new PPA models where purchases are made when generation occurs, yes.
https://www.datacenterdynamics.com/en/news/google-to-expand-...
https://finance.yahoo.com/news/engie-supply-microsoft-data-c...
https://www.mckinsey.com/industries/electric-power-and-natur...
I'm not sure the first couple links support your claim (didn't have time for the last). in any case would be better to see analysis from some independent researchers than trade pubs.
There is finite low carbon energy available. Would they choose to slow the rate of training the next generations of LLMs and use only greener every sources or would they go full speed regardless of the source of the energy? I think they would do the later in order to be first in the market with a next generation LLM.
Probably because they're the one making the commitments (and renewables are cheaper anyway).
https://www.datacenterknowledge.com/energy/microsoft-pledges...
https://www.lazard.com/media/2ozoovyg/lazards-lcoeplus-april...
https://www.datacenterknowledge.com/energy/microsoft-pledges...
https://www.lazard.com/media/2ozoovyg/lazards-lcoeplus-april...
New technologies experience very rapid exponential growth for a while.
This should not be a surprise.
This should not be a surprise.
Regarding the substance of the article, the curve from the 3 data points (1: 100x 2: 25x 3: 25x) could fit lots of different ways besides "growing 30x per generation".