Re: [agi] Moore's law data - defining HEC

2003-01-08 Thread Stephen Reed
In a previous post Eliezer referenced a good critique of Moore's Law:

http://firstmonday.org/issues/issue7_11/tuomi/index.html

Assuming the facts presented in that paper, I agree with the
conclusions that Moore's Law was never a valid law.  But I have researched
Moore's Law references on the Web and found good material at Intel's web
site that indicates that Moore's Law may be valid as a semiconductor
manufacturing company management planning/funding guideline.  Intel is
deliberately scheduling lithography process improvements on a two year
basis to achieve progress at the rate predicted by Moore's Law.  For
example, Extreme Ultraviolet Lithography (EUV) is being researched now to
be used in manufacturing after 2007.  I believe they could schedule these
improvement steps either faster or slower but Intel finds some economic
optimum using the Moore's Law interval.

A valid critique of Moore's Law is the confusion between progress in the
number of transistors per CPU and the progress in CPU performance.  I
believe that Intel (and other CPU manufacturers) will have enough
transistors (perhaps 1 billion by 2009) on each chip that performance will
continue exponential progress from the current point via multiple
arithmetic/logic cores per CPU, e.g. clock speed in MHz alone will not
give the exponential performance increase predicted by Moore's Law but the
presence of multiple ALU's per CPU will.  I read recently that the
PlayStation3 chip will be based upon multiple IBM PowerPC cores to achieve
high vector graphics performance, and is evidence of the utility of this
approach to using all those transistors.

My comments in this message are restricted to CPU's alone, and I accept
that Human Equivalent Computing will require similar advances with regard
to other system bottlenecks, but for Cyc the CPU integer performance is
key. Today's systems appear optimized for Cyc's usage pattern.

If you share my enthusiasm for technology predictors/indicators leading to
the Singularity, then take a look at the following Intel presentation on
their lithography plans out to 2009.  By then I estimate that commodity
computers will only be 1000 times less powerful (-30 db HEC) than human
equivalent brain power (including eyesight and other senses).  The Intel
paper shows a transistor gate designed for Terahertz operation under
development now for production when predicted/guided by Moore's Law.

http://www.intel.com/idf/us/fall2002/presentations/IRD191PS.pdf

-Steve

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RE: [agi] Moore's law data - defining HEC

2003-01-06 Thread Amara D. Angelica
Title: Message



Stephen, I'll be interested to see how that compares to Ray Kurzweil's 
forecasts in http://www.kurzweilai.net/meme/frame.html?main=/articles/art0134.html. 

Please send me the spreadsheet and graph.Thanks,Amara D. 
AngelicaEditor, KurzweilAI.net


Re: [agi] Moore's law data - defining HEC

2003-01-06 Thread Eliezer S. Yudkowsky
Ilkka Tuomi questions the existence, speed, and regularity of Moore's Law:
  http://firstmonday.org/issues/issue7_11/tuomi/index.html

SL4 discussion of memory bandwidth (not speed) as the limiting factor in 
human-equivalent computing:
  http://sl4.org/archive/0104/1063.html
  http://www.google.com/search?q=+site:sl4.org+crossover+bandwidth

--
Eliezer S. Yudkowsky  http://singinst.org/
Research Fellow, Singularity Institute for Artificial Intelligence

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Re: [agi] Moore's law data - defining HEC

2003-01-06 Thread James Rogers
I recently put together a human brain equivalent model that takes into
consideration several aspects of system performance to figure out what
kind of system configuration we would need to generate a human
equivalent structure (which I expect would actually be much smarter than
a human in practice).  For the purposes of real-world projections,
taking MIPS and GB in the abstract is nigh useless because there are a
slew of caveats as to how all these components actually perform in real
systems.

First, we balanced and normalized system memory requirements in terms of
size with instructions per second and memory bandwidth/latency.  For our
architecture/code, we got the following normal core:


1 BIPS 32-bit integer core attached to 10^9 bytes RAM assuming common
memory architectures.  This is an optimum balance of transistor
allocation for us.


This normal core turns out to be 10^-6 human equivalent in our model. If
you compare our normal core to real systems, you find that CPU
performance is substantially outstripping the memory performance we
require.  That said, such a system could be built in a few years simply
by tweaking existing generic cores commonly used for custom systems
(like ARM or MIPS) and connecting scads of them with a low-latency
multi-dimensional interconnect.  Since you could put a dozen of these
cores on a real chip, the trick would be the memory system and
interconnects for each of these cores.

In short, the CPU is almost where we need it to be now, but the memory
is still way behind the curve.  By the time memory catches up so that we
can have human equivalent intelligence, we'll have enough extra CPU that
we'll have human level intelligence that runs much faster than a normal
human.  Which is to say the curve will be more on the fast and stupid
side of the curve than the slow but smart side of the curve if
balanced for existing architectures.

Cheers,


-James Rogers
 [EMAIL PROTECTED]


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