(j3.2006) (SC22WG5.4122) [ukfortran] Parallel random numbers
Bill Long
longb
Mon Oct 26 12:04:34 EDT 2009
N.M. Maclaren wrote:
> On Oct 23 2009, Robert W. Numrich wrote:
>> I agree with Aleks:
>>
>>> 1) All the sequencies are independent
>>> 2) The same random number generator is used on each image (same seed,
>>> same sequence).
>>> 3) No restrictions on calling RANDOM_SEED and RANDOM_NUMBER ala ordering
>>> of segments.
>>> If the user wants to get different sequencies on different images, just
>>> use different seeds. No quasi-independence or any such quality
>>> guarantees---this is to be used in simple tests, debugging, student
>>> codes, and for certain algorithms where the quality does not matter much
>>> (for example, random alternation algorithms in linear-algebra algorithms
>>> or even some PDE grid solvers)
>
> There are two issues there.
>
> 1) The first is that the examples are too optimistic; while the
> quality doesn't matter much, the association is often SO bad that it
> causes even those algorithms to give wrong answers. Yes, I have seen
> that, quite a few times.
I believe that Aleks meant by (1) that each image maintains a separate
sequence,
and is not proposing that they are statistically independent of each
other. By (2)
I assume he means that the default seed is the same on each image - clearly
the user can change the seed independently on each image if desired.
>
> 2) Are you really saying that the Fortran standard should REQUIRE a
> known, deficient approach, of a nature that every expert in this area
> regards as unacceptable? That's not the Fortran I know.
>
This is how every MPI program works today.
>> Making things "proceesor dependent", as suggested below, is a bad idea.
>> If the programmer wants some special random sequence, he needs to generate
>> it himself. If he is serious about random numbers, even on a single
>> processor, he should generate his own and not depend on some compiler
>> generated sequence with no known properties.
>
> That is the converse advice of what every expert has said since Knuth,
> and all still say today.
>
Usually claims to speak for "every expert" are wildly overstated, as is
clearly the
case here. Bob's statement is exactly what the serious user has been
told for decades.
> While I agree that very few vendors have a clue about this area,
At this point the pompous condescension has gone just too far. Vendors,
contrary to
claims, are not idiots. We know that the simplistic linear
congruential generators that
are normally supplied do not represent quality generators. They are
supplied because of
market forces (i.e. customer demand) require that the generator be as
fast as possible.
If the people who decide the requirements for machines change to wanting
a slow, but
higher quality generator behind RANDOM_NUMBER, the vendors would
certainly change.
> ordinary programmers have even less clue. They are likely to pick up
> some catastrophically bad generator from the net, because there are so
> many more of them than competent ones out there.
>
>
> The point here is precisely that coarrays are based on a SPMD model, and
> not a MIMD model. There is a single program, and not a collection of
> independent images - that's the MPI model.
>
I really don't understand that statement at all. Fortran 2008 and MPI
have the same
SPMD model. Indeed , we fully expect to have mixed coarray and MPI
codes. E
Each image does execute independently most of the time, just as with MPI.
Cheers,
Bill
--
Bill Long longb at cray.com
Fortran Technical Support & voice: 651-605-9024
Bioinformatics Software Development fax: 651-605-9142
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