[Numpy-discussion] Random number generation and testing across different OS's.
Fri Apr 12 09:57:37 CDT 2013
On Fri, Apr 12, 2013 at 8:20 PM, Andrew Nelson <firstname.lastname@example.org> wrote:
> I have written a differential evolution optimiser that i use for
> curvefitting. As a genetic optimisation technique it is stochastic and
> relies heavily on random number generators to do the minimisation. As part
> of the module tests I would like to write a cross-platform test that checks
> if the fitting is being done correctly.
> I use an instance of numpy.random.RandomState for the generation. If I use
> the seed method on a single platform I get the same output, which I could
> use to write a test. However, I am unsure of how the seeding and
> RandomState works across platforms.
> If I use the same seed on OSX/Windows/Linux, will I get the same stream of
> random numbers being generated? I need to know if the test I write works
> across platforms.
Modulo bugs, if you are using the same exact version of numpy on all
platforms, you should be getting the same output bytes from the same
seed. Some of the distributions may have some differences between
32-bit and 64-bit in some rare cases where a C long would overflow on
the 32-bit platform but won't on a 32-bit platform, but those are
usually indicative of bugs to be fixed.
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