availability of Memory compression routine
szii at sziisoft.com
szii at sziisoft.com
Mon Jul 22 16:10:44 PDT 2002
----- Original Message -----
From: "Christoph Best" <cbest at tigertiger.de>
To: "Kwan Wing Keung" <hcxckwk at hkucc.hku.hk>
Cc: <beowulf at beowulf.org>
Sent: Wednesday, July 17, 2002 8:28 PM
Subject: Re: availability of Memory compression routine
> Kwan Wing Keung writes:
> > My question is now whether we have a generic memory compression routine
> > that allow the compression of a big memory chunk to a much smaller one
> > like that used in "zip" or "compress". Of course we are talking about
> > compression for memory variable inside a standard Fortran program BUT
> > NOT the compression in a disk file.
> >
> > In this case we can first compress the huge array and then use
> > mpi_broadcast to send the compressed data. Upon receiving the compressed
> > data, each slave can decompress it to retrieve the original data.
> > In simple word, we are sacrifying local computation vs communication.
>
> Compression routines usually do no good in numerical problems since
> the data tends to look nearly random. Most of it are the
> less-significant digits of the mantissa (decimal fraction), and these
> usually do not exhibit any pattern or repetition that can be utilized
> by a loss-less compression routine.
>
> However, you should check whether your application really requires
> double-precision arithmetic - most numerical algorithms don't (there
> are exceptions, especially when delicate subtractions are
> involved). Going to single-precision saves half of the memory and
> bandwidth. An easy test is to run the code both in single and in
> double precision with the same input and make sure that the results
> do not differ significantly.
>
> -Christoph
> --
> Christoph Best cbest at tigertiger.de
> MIT Center for Theoretical Physics http://tigertiger.de/cb
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