On Fri, Jul 14, 2006 at 12:07:55PM -0400, Eric Baum wrote:
> 
> Warren Smith recently pointed out that if you regard a CMOS transistor
> pair as roughly comparable to a synapse, and assume rather generously

Groan. The whole network computes. The synapse is just an element.
Also: you're missing on connectivity, reconfigurability, synapse
type and strength issues.

> that synapses can continuously operate at 400 Hz, a 3.6 GHz Xeon with
> 286E6 transistors has processing power .5 X 3.6 X 286 X E(9+6)=5.1 E17

In principle, a wafer full of ring oscillators each at THz is best
at converting Watts into meangingful OPS. If we maximize the bit
change rate, the thing obviously computes, no?

> whereas a human brain with between 1E12 and 1E15 synapses
> has "clearly inferior raw power" 4E14 - 4E17 bit-ops/second.

If I have a single bit flipping ~THz rate, is this the same amount
of computation as a 10^12 bits computing a meaningful computation, 
each operating at ~Hz? Obviously not.

> "Plus the Xeon bit-ops are better understood and probably more
> reliable than the human bit-ops. These bit-op/sec estimates are of
> course merely upper bounds on what is achievable in practice", because
> your brain would fry if all synapses fired at 400hz simultaneously,
> and likewise the Xeon.

Er. My brain has just bein fried, by reading above passage.
 
> If somebody out there has some strong reason why the above is
> misguided, I'd be interested in hearing it.
> 
> On a related subject, I argued in What is Thought? that the hard
> problem was not processor speed for running the AI, but coding the

Trust me, the speed is. Your biggest problem is memory bandwidth,
actually.

> software, and estimated that evolution had gone through very roughly
> 10^35 viruses since the dawn of time, as very rough estimate of raw power
> available to it for software discovery. 

You certainly need a lot of ops to design an evolvable system.
Most people are still unaware that this is the critical threshold
in making AI by evolutionary algorithms.

> Dan Fischer did a similar physicist's estimate, coming up with 10^35 
> bacteria. 
> However, Warren has recently done some digging
> on the subject, and come up with what seems to be a better estimate
> that 10^44 bacteria have lived on Earth.

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Eugen* Leitl <a href="http://leitl.org";>leitl</a> http://leitl.org
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