[Rd] portable parallel seeds project: request for critiques
Paul Johnson
pauljohn32 at gmail.com
Sat Feb 18 04:33:33 CET 2012
On Fri, Feb 17, 2012 at 5:06 PM, Petr Savicky <savicky at cs.cas.cz> wrote:
> On Fri, Feb 17, 2012 at 02:57:26PM -0600, Paul Johnson wrote:
> Hi.
>
> Some of the random number generators allow as a seed a vector,
> not only a single number. This can simplify generating the seeds.
> There can be one seed for each of the 1000 runs and then,
> the rows of the seed matrix can be
>
> c(seed1, 1), c(seed1, 2), ...
> c(seed2, 1), c(seed2, 2), ...
> c(seed3, 1), c(seed3, 2), ...
> ...
>
Yes, I understand.
The seed things I'm using are the 6 integer values from the L'Ecuyer.
If you run the example script, the verbose option causes some to print
out. The first 3 seeds in a saved project seeds file looks like:
> projSeeds[[1]]
[[1]]
[1] 407 376488316 1939487821 1433925148 -1040698333 579503880
[7] -624878918
[[2]]
[1] 407 -1107332181 854177397 1773099324 1774170776 -266687360
[7] 816955059
[[3]]
[1] 407 936506900 -1924631332 -1380363206 2109234517 1585239833
[7] -1559304513
The 407 in the first position is an integer R uses to note the type of
stream for which the seed is intended, in this case R'Lecuyer.
> There could be even only one seed and the matrix can be generated as
>
> c(seed, 1, 1), c(seed, 1, 2), ...
> c(seed, 2, 1), c(seed, 2, 2), ...
> c(seed, 3, 1), c(seed, 3, 2), ...
>
> If the initialization using the vector c(seed, i, j) is done
> with a good quality hash function, the runs will be independent.
>
I don't have any formal proof that a "good quality hash function"
would truly create seeds from which independent streams will be drawn.
There is, however, the proof in the L'Ecuyer paper that one can take
the long stream and divide it into sections. That's the approach I'm
taking here. Its the same approach the a parallel package in R
follows, and parallel frameworks like snow.
The different thing in my approach is that I'm saving one row of seeds
per simulation "run". So each run can be replicated exactly.
I hope.
pj
pj
> What is your opinion on this?
>
> An advantage of seeding with a vector is also that there can
> be significantly more initial states of the generator among
> which we select by the seed than 2^32, which is the maximum
> for a single integer seed.
>
> Petr Savicky.
>
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--
Paul E. Johnson
Professor, Political Science
1541 Lilac Lane, Room 504
University of Kansas
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