Earlier quoted context omitted.
Probabilistic computing offers the potential of a return to that pace of progress. We spend a lot of silicon on squashing things to 0/1 with error correction, but using analog voltages to carry information and relying on parameter redundancy for error correction could lead to much greater efficiency both in terms of OPS/mm^2 and OPS/watt.
Seems very unrealistic when considering how electromagnetic interference works. Clamping the voltages to high and low goes some way to mitigate that problem.
ChatGPT could cost over $700k per day to operate
191–200 of 223 posts
Re: ChatGPT could cost over $700k per day to operate
#192I would have never paid $100 per month for software but here i am doing the same with api costs.
Only 240,000 paying customers needed to cover $24M/mo server costs. I would assume personnel costs could be in the same class as well.
Let's say 500 employees, earning above Bay Area average, along with benefits etc at $400K average per year. That's $200 million a year in wages, so in the same ballpark as the $200 million in infrastructure costs cited in the article, for a total of $400 million in expenses per year.
Re: ChatGPT could cost over $700k per day to operate
#193Interesting numbers. That roughly equates to about $250 million per year plus I don't know how much training is costing them to keep the model up to date and suchlike. The company also has about 375 employees. I've no idea how much they get paid but I used $200k as a yearly cost and that comes to $75 million. That's about 3:1 cost of operating the services to paying employees. That seems quite high as I've never been…
Someone had posted their tax filings in a different OpenAI thread. Although this only starts at 2020, this may give some insight into their employee costs https://projects.propublica.org/nonprofits/organizations/810...
Re: ChatGPT could cost over $700k per day to operate
#194Earlier quoted context omitted.
This is cheaper than running Twitter which is a CRUD app
Everything highly profitable is basically a CRUD app
At the end of the day, all we are doing is create, read, update, and delete data.
I mean if you take away all the complexity associated with ranking and scale (not everything has to be Google scale), that is exactly what a web search is as well, right?
I remember reading a post by a maintainer saying their job is to manipulate strings or something to that effect. iirc it was a gofmt maintainer who said that but I can't find that post now.
Re: ChatGPT could cost over $700k per day to operate
#195Re: ChatGPT could cost over $700k per day to operate
#196Earlier quoted context omitted.
As a side, I am a bit shocked by these numbers. Is this an American thing? I understand myself to be good software engineer with good well rounded experience of 14+ years. Yet my income, in Europe, is really above 100k. What I am wondering, for those earning 500k, how big is your work load/stress. Would this be a 9-5 job you leave at the office when going home. Or does a job that earns so much consume your life?
Taxes in the bay area can be insane - ~40% if I remember correctly. On top of that you have crazy-expensive healthcare, and crazy expensive housing costs. ~100k€ in (western) Europe may be comparable to ~200k€ in Bay Area.
Re: ChatGPT could cost over $700k per day to operate
#197Re: ChatGPT could cost over $700k per day to operate
#198Earlier quoted context omitted.
We said that in 1982, and 1987, and 1993, and 1995, and 2001, 2003, 2003.5 You get the point. There's always local optimization that leads to improvements. Look at the Apple M1 chip rollout as a prime example of that. Big/Little processors, on die RAM, shared memory with the GPU and Neural Engine, power integration with the OS. LOTS of things that led to a big leap forward.
Big difference now is that we have a clear inflection point. Die processes aren't getting much smaller than they are. A sub-nanometer process would involve arranging single digit counts of atoms into a transistor. A sub-Å process would involve single atom transistors. A sub 0.5Å process would mean making them out of subatomic particles. This isn't even possible in sci-fi. You can re-arrange them for minor boosts, dou…
However, none of that is actually important when the thing people care about most right now is energy consumed per operation.
This metric dominates for anything battery powered for obvious reasons; less obvious to most is that it's also important for data centres where all the components need to be spread out so the air con can keep them from being damaged by their own heat.
I've noticed a few times where people have made unflattering comparisons between AI and cryptocurrency. One of the few that I would agree with is the power requirements are basically "as much as you can".
Because of that:
> double the performance a few times sure, but that's not a sustained improvement month upon month like we have in the past.
"Doubling a few times" is still huge, even if energy efficiency was perfectly tied to feature size.
But as I said before, the maximum limit for energy efficiency is in the order of a billion-fold, not the x900 limit in areal density, and even our own brains (which have the extra cost of being made of living cells that need to stay that way) are an existential proof it's possible to be tens of thousands of times more energy efficient.
Re: ChatGPT could cost over $700k per day to operate
#199Earlier quoted context omitted.
I have used it to help people eliminate food waste. My reach is about ~100k people max. I imagine people will be using this to create wasteful products, but also green solutions.
I, too, am curious how you used a fancier autocomplete to eliminate food waste.
Re: ChatGPT could cost over $700k per day to operate
#200Earlier quoted context omitted.
I have used it to help people eliminate food waste. My reach is about ~100k people max. I imagine people will be using this to create wasteful products, but also green solutions.
How have you used it to help people eliminate food waste?