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by HdS84 684 days ago
The human brain manages to work with 0.3 kWh per day - even if we say all of that is used for training "models" and for twenty years that's only 2200kwh - much less then what chat needed to train (500mwh?). So there are obviously lots of thinks we can do to improve efficiency. On the other hand, our brains hat hundreds of millions of years to be optimized for energy consumption.
2 comments

A friend showed me some python code or something that demonstrates facial recognition by calculating the distance between facial features - eyes, nose...

I had never thought about this before but how do I recognize faces? I mostly recognize faces by context. And I don't have to match against a billion faces, probably a hundred or so? And I still suck at this.

The fact that human brain works with 0.3 kW per day likely doesn't mean much. How do we even start asking the question - is a human brain thermally (or resource in general) constrained?

The brain is responsible for about 1/5 of the total energy expenditure (and therefore food requirement)of a human body. So yes, on a biological level, there is significant resource constraints on a human brain. What is less clear is whether this actually holds for the “computing” part (as contrasted with the “sustainment”, think cell replacement, part)
My brain is noticeably thermally constrained every summer.
You're vastly underestimating the amount of data stored in the LLM weights compared to the amount of memory a human has.