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From: Heiko Bauke (Heiko.Bauke_at_[hidden])
Date: 2005-06-01 05:04:32
On Wed, 1 Jun 2005 09:10:49 +0100
"Sliwa, Przemyslaw (London)" <Przemyslaw_Sliwa_at_[hidden]> wrote:
> I have a question which is not related directly to boost.
> I am writing a multithreaded application and would like to make use of
> a multiprocessor machine in order to speed up our Monte Carlo
> simulation engine. We make use of the random number package (random
> number distributions). My question is: making the random number
> generator a global variable (object) it is possible to use it in
> several threads at the same time -> does it mean that the random
> sequences will be repeated and the entire simulation will be simply a
> repetition of n non-random sequences? This can be avoided when a lock
> is acquired on the random number generator and at a given time just
> one thread can access the rng and the advantage of the multiprocessor
> machine is lost. Can you advise?
in my opinion the Boost random number generators are not qualified for
You need a mechanism to distribute streams of random numbers in an
_controlled_ way over the parallel processes. One way to do this is the
leap frog method. With three CPUs the original stream
original 1 2 4 6 2 5 1 5 2 4 6 4 6 2 3 1 1 6
would be distributed like this
CPU 1 1 6 1 4 6 1
CPU 2 2 2 5 6 2 1
CPU 3 4 5 2 4 3 6
In Tina's Random Number Generator Library (TRNG) you find a some long
period pseudo random number generators with special functions for
parallel computations like sequence splitting (leap frog) and jumping.
Do not hesitate to ask me, if you have questions about TRNG or parallel
random number generators.
-- -- Gegen Angriffe kann man sich wehren, gegen Lob ist man machtlos. -- (Sigmund Freud, österr. Psychologe u. Psychater, 1856-1939) -- Supercomputing in Magdeburg @ http://tina.nat.uni-magdeburg.de -- Heiko Bauke @ http://www.uni-magdeburg.de/bauke
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