OK, thanks for the precision.

2014-04-24 10:14 GMT+01:00 Robert Kern <robert.k...@gmail.com>:
> On Thu, Apr 24, 2014 at 10:02 AM, Matthieu Brucher
> <matthieu.bruc...@gmail.com> wrote:
>> Yes. If several threads use the same RNG, you cannot ensure that they
>> are always accessing it with the same pattern. The only way to have
>> reproductible results is by using PRNG (real ones, because as Sturla
>> said, just changing the state of the same RNG won't ensure good
>> statistical properties).
>
> The rand_r() function that Lars mentioned is like using different
> RandomState instances in each thread with their own seeds. It just
> happens to be of poorer quality than RandomState and *much* poorer
> quality than a CTR-mode block cipher, as you suggest, so it suffers
> more quickly from the independence problem. But the different threads
> aren't touching the same state, so it's a different set of problems
> than the one you cite.
>
>> My personal choice is using counter-based RNG like crypto functions as
>> the state is smaller than MT (a key per thread + a counter) and with
>> the inclusion of such functions in current processors, you get values
>> faster than MT.
>
> --
> Robert Kern
>
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-- 
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