[Beowulf] Open source prime number application
Peter St. John
peter.st.john at gmail.com
Thu Aug 16 17:18:33 EDT 2007
Ssssh. I'm trying to take over Tim's cluster.
peter
On 8/16/07, Jack C <jack at crepinc.com> wrote:
>
> Peter,
>
> You can always install MPI on a single host to test your code, even if you
> don't have a cluster. You can even run multple threads on that single host,
> it just won;t have the speedup that multiple hosts would.
>
> -Jack Carrozzo
>
> On 8/16/07, Peter St. John <peter.st.john at gmail.com> wrote:
> >
> > Tim,
> > I thought about this some. I don't have a cluster, but I can program in
> > C; you have a cluster, but don't want to program too much. It's possible we
> > can help each other.
> >
> > A toy application I thought of is finding numbers that can written as a
> > sum of two cubes in two different ways (there's a famous story about
> > Ramanujan recognizing the four-digit number of a taxicab as "the smallest
> > number than can be expressed as a sum of two cubes in two distinct ways").
> >
> > So I had this plan. I went to wiki and got the source of an MPI "hello
> > world" application, http://en.wikipedia.org/wiki/Message_Passing_Interface
> >
> >
> > Then I wrote a C program to take a range of numbers, say 1000 to 1999,
> > and find the numbers in that interval that have the taxicab quality (it
> > turns out that's what such numbers are called now!).
> > Since I don't have the MPI library or a cluster I can't test the
> > integrated thing, so at the moment all I have is the wiki example (which
> > just fills a buffer with "I am node #<whatever>" for later reporting), which
> > presumably is an OK example of MPI, and my own code (which just does
> > arithmetic) which I tested myself. So if you wanted, you could try and
> > integrate these, and see if you can find bigger reults by compiling for 64
> > bit arithmetic.
> >
> > My program wastes a huge amount of redundant calculation; it's only
> > virtue is to split the memory required among nodes. So it computes x^3 + y^3
> > for silly huge ranges of x and y, at each node, but only stores results for
> > comparisons in limited ranges which can be split up among nodes.
> >
> > I was disappointed at first because I only got 1729 (which was
> > Ramanujan's number, the smallest), and 4,104:
> >
> > C:\PeteStJohn\Experiments\Ramanujan\Debug>ramanujan
> > Deubg: i = 0
> > DEBUG: HIT:
> > 01729 = 12^3 + 1^3,
> > 01729 = 10^3 + 9^3
> > DEBUG: HIT:
> > 04104 = 16^3 + 2^3,
> > 04104 = 15^3 + 9^3
> > Deubg: i = 1000
> > DEBUG: i = 1588 is too big.
> > Findrama made 2 hits
> > Winner 4104:
> > = 16 + 2
> > = 15 + 9
> >
> > but I checked, putting those two numbers, 1729 and 4104, into the Online
> > Encyclopedia of Integer Sequences http://www.research.att.com/~njas/sequences/?q=1729%2C+4104&language=english&go=Search
> > , and that got me the "Taxi Cab Sequence" and the next value is 13,832.
> > My program is naive, using an exhaustive and redundant search, with only 32
> > bit, so I get stuck when 1588 is too big becaues it's cube is bigger than
> > about 4 billion, the extent of a 32 bit int. Also I didn't take the time
> > even to accommodate the signum bit.
> >
> > I suggest you look at the wiki link. If you want to hack that code
> > (which could be confusing because the address of something in this node's
> > memory may not make sense when passed to some other node, but the MPI
> > library makes some accommodation) let me know and I'll send you my C
> > program, to call from inside that Wiki program.
> >
> > You might start by just running the wiki example, and see if it works
> > and what you have to do to make it work. If that seems like fun then we can
> > try doing math with it.
> >
> > I think I'll integrate them myself, but I wouldn't be able to test it
> > directly. If you think this toy project is the kind of thing you could use
> > let me know. Maybe some day you will run my genetic algorithm app, which is
> > not a toy, for me, and I won't need a cluster :-)
> >
> > Well, here. It's not that big a program so I'll just paste it in.
> > Serious software engineers may avert their eyes.
> >
> >
> > // FindRama
> > // Toy parallelizable math application
> > // Pete St.John 8/2007
> > //
> >
> > #include <stdio.h>
> > #include <stdlib.h>
> > #include <malloc.h>
> >
> >
> > #define BIGGEST 4000000000
> > // sloppy way to deal with 32-bit limitation
> >
> > struct pair
> > {
> > long x;
> > long y;
> > };
> > // a pair of integers; the sum of their cubes matters to us.
> >
> > struct winner
> > {
> > long win;
> > struct pair first;
> > struct pair second;
> > };
> > // any pair you want to keep and report, e.g. the largest summand found
> > in the range.
> >
> > int findrama(int myid, long z1, long z2, struct winner *winnerp);
> > // findrama finds numbers which are sums of cubes in two distince ways,
> > // e.g. 1729 = 12^3 + 1^3 but also = 10^3 + 9^3
> > // "myid" is the hypothetical node number of the MPI instance that would
> > invoke this
> > // z1 and z2 are the range of numbers to search, e.g. 1729 might be
> > found
> > // between 1000 and 19999;
> > // winner is the "best" result found, which in this example is the
> > largest.
> >
> >
> > int main(int argc, char **argv)
> > {
> > // I'm not doing much in this main. We want to use the wiki MPI example
> > // main to call "findrama" with a range of numbers, perhaps based on
> > myid; e.g.
> > // node 1 does z = 1 to 1999, node 2 does 2000 to 2999, etc, based on
> > the number
> > // of nodes you have and the largest arithmetic you can do.
> >
> > int myid;
> >
> > int hits;
> >
> > struct winner mywinner;
> >
> > myid = 0;
> >
> > hits = findrama(myid, 1, 10000, &mywinner);
> >
> > printf("Findrama made %d hits\n", hits);
> >
> > if(hits < 0)
> > {
> > printf("Error, probably malloc error.\n");
> > return 0;
> > }
> >
> > printf("Winner %d:\n", mywinner.win);
> > printf("= %d, %d\n", mywinner.first.x, mywinner.first.y);
> > printf("= %d, %d\n", mywinner.second.x, mywinner.second.y);
> >
> > return 0;
> > }
> >
> > int findrama(int myid, long z1, long z2, struct winner *winnerp)
> > {
> > struct pair *p;
> > long range;
> > long i, j, k;
> > int hits;
> > long bigz, z;
> > long xi, xj;
> > long xsum;
> >
> > //struct pair newpair;
> > struct winner mywinner;
> >
> > bigz = 0;
> >
> > hits = 0;
> >
> > range = (z2 - z1);
> > p = malloc( range * sizeof(struct pair));
> > //
> > // malloc should return a pointer to a range of allocated memory
> > // large enough for "range" pairs, and pair takes up space for two long
> > integers.
> > //
> >
> > if(!p)
> > {
> > fprintf(stderr, "Error: unable to malloc at myid = %d\n", myid);
> > return -1;
> > }
> > // in the zth offset we will store the pair x, y st x^3 + y^3 = z^3
> > // for z in the range from z1 <= z < z2
> >
> > // zero out
> > for(i=0; i < range; i++)
> > {
> > p[i].x = 0;
> > p[i].y = 0;
> >
> > }
> >
> > //z2cube = z2 * z2 * z2;
> >
> > for(i = 0; i < z2; i++)
> > {
> > xi = i*i*i;
> >
> > if(xi > BIGGEST)
> > {
> > printf("DEBUG: i = %d is too big.\n", i);
> > break;
> > }
> >
> > // debug
> > if(i%1000 == 0)
> > {
> > printf("Deubg: i = %d\n", i);
> > }
> >
> > for(j = 0; j <= i; j++)
> > {
> > xj = j*j*j;
> > xsum = xi + xj;
> >
> > if(xsum > z2)
> > {
> > // we've exceeded our range
> > break;
> > }
> >
> > for(k = 0; k< range; k++)
> > {
> > z = z1 + k;
> >
> > if(z == xsum)
> > {
> > if(p[z].x == 0 && p[z].y == 0)
> > {
> > // found this sum of cubes for the first time
> > p[z].x = i;
> > p[z].y = j;
> > }
> > else
> > {
> > // we have discovered a number that
> > // can be written as a sum of two cubes
> > // in two distince ways.
> > hits++;
> >
> > printf("DEBUG: HIT:\n %05d = %d^3 + %d^3,\n %05d = %d^3 + %d^3\n",
> > z, i, j, z, p[z].x, p[z].y
> > );
> > mywinner.win = z;
> > mywinner.first.x = i;
> > mywinner.first.y = j;
> > mywinner.second.x = p[z].x;
> > mywinner.second.y = p[z].y;
> > }
> > }
> > }
> > }
> > }
> > winnerp->win = mywinner.win;
> > winnerp->first.x = mywinner.first.x;
> > winnerp->first.y = mywinner.first.y;
> > winnerp->second.x = mywinner.second.x;
> > winnerp->second.y = mywinner.second.y;
> >
> >
> >
> > return hits;
> > }
> >
> > Peter
> >
> >
> >
> >
> > On 8/16/07, Robert G. Brown <rgb at phy.duke.edu > wrote:
> > >
> > > On Tue, 14 Aug 2007, Tim Simon wrote:
> > >
> > > > I would like to know if there is any open source software that will
> > > > run on a beowulf, which will do something like find prime numbers,
> > > or
> > > > something simillar. I cant afford a commercial program.
> > > >
> > > > I am guessing that there is not "one size fits all" type thing -
> > > what
> > > > fits your beowulf wont fit mine. Is there anything that can be
> > > easily
> > > > made to fit? I have searched all over the net, and all i can find
> > > are
> > > > educational or high research type applications. I just would like
> > > > something reasonably simple, (I thought prime numbers but hey,
> > > > anything is good).
> > >
> > > Writing your own is good. Hunting for primes is actually something
> > > that
> > > will parallelize decently simply because the Sieve of Erasthones for a
> > >
> > > proposed number N only requires that you try all the primes found up
> > > to
> > > N/2. Therefore a collection of nodes can contain and share all the
> > > primes found up to N-1, and distribute the testing of N, N+2, N+4,
> > > N+6... N+M (obviously skipping all even numbers) as long as N+M < 2N.
> > >
> > > For a small number M of nodes, if you precompute and load all the
> > > primes
> > > less than M -- trivially done -- then you're in business.
> > >
> > > You will have a few longer term problems. A single processor can
> > > sieve
> > > all the unsigned int primes from 0-(2^32-1) out fairly quickly anyway.
> > > To go beyond this, you'll need to use symbolic division instead of
> > > binary computer arithmetic, I think. You'll also run into
> > > storage/memory problems as you start to get a significant number of
> > > primes in your running table.
> > >
> > > But it is a fun problem, for sure. Go for it.
> > >
> > > Beyond that, there are a number of programs people use to play with or
> > > demonstrate a beowulf's speedup. The "funnest" is any of the
> > > rubberbandable Mandelbrot set exploration tools parallelized on top of
> > > MPI or PVM -- makes nifty graphics. It isn't quite as cool as it used
> > > to be because Moore's Law has overwhelmed the computational difficulty
> > >
> > > of the task. When I started in this business, it might have taken
> > > minutes to compute a rubberbanding down into the MS, depending on
> > > where
> > > one was (and how deep one had to go on all those pixels to terminate).
> > > Parallelize that on sixty or so nodes and it drops DRAMATICALLY to
> > > seconds.
> > >
> > > Now CPUs are so fast that a SINGLE CPU can rubberband down in a second
> > > or two, and networks haven't kept pace so that computing the pixels in
> > > a
> > > single thread might actually be faster than splitting them. So
> > > speedup
> > > is a bit less dramatic, but still very cool.
> > >
> > > rgb
> > >
> > > > I am running Red Hat FC4.
> > >
> > > Hmmm, might at least TRY 6 or 7.
> > >
> > >
> > > >
> > > >
> > > > Tim
> > > > _______________________________________________
> > > > Beowulf mailing list, Beowulf at beowulf.org
> > > > To change your subscription (digest mode or unsubscribe) visit
> > > http://www.beowulf.org/mailman/listinfo/beowulf
> > > >
> > >
> > > --
> > > Robert G. Brown http://www.phy.duke.edu/~rgb/
> > > Duke University Dept. of Physics, Box 90305
> > > Durham, N.C. 27708-0305
> > > Phone: 1-919-660-2567 Fax: 919-660-2525 email:rgb at phy.duke.edu
> > >
> > >
> > > _______________________________________________
> > > Beowulf mailing list, Beowulf at beowulf.org
> > > To change your subscription (digest mode or unsubscribe) visit http://www.beowulf.org/mailman/listinfo/beowulf
> > >
> > >
> >
> >
> > _______________________________________________
> > Beowulf mailing list, Beowulf at beowulf.org
> > To change your subscription (digest mode or unsubscribe) visit
> > http://www.beowulf.org/mailman/listinfo/beowulf
> >
> >
>
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