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csb_spmv_test.cpp
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csb_spmv_test.cpp
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#define NOMINMAX
#include <iostream>
#include <algorithm>
#include <numeric>
#include <functional>
#include <fstream>
#include <ctime>
#include <cmath>
#include <string>
#include "timer.gettimeofday.c"
#include "cilk_util.h"
#include "utility.h"
#include "triple.h"
#include "csc.h"
#include "bicsb.h"
#include "bmcsb.h"
#include "spvec.h"
#include "Semirings.h"
using namespace std;
#define INDEXTYPE uint32_t
#define VALUETYPE float
/* Alternative native timer (wall-clock):
* timeval tim;
* gettimeofday(&tim, NULL);
* double t1=tim.tv_sec+(tim.tv_usec/1000000.0);
*/
int main(int argc, char* argv[])
{
#ifndef CILK_STUB
int gl_nworkers = __cilkrts_get_nworkers();
#else
int gl_nworkers = 0;
#endif
bool syminput = false;
bool binary = false;
bool iscsc = false;
INDEXTYPE m = 0, n = 0, nnz = 0, forcelogbeta = 0;
string inputname;
if(argc < 2)
{
cout << "Normal usage: ./a.out inputmatrix.mtx sym/nosym binary/text triples/csc" << endl;
cout << "Assuming matrix.txt is the input, matrix is unsymmetric, and stored in text(ascii) file" << endl;
inputname = "matrix.txt";
}
else if(argc < 3)
{
cout << "Normal usage: ./a.out inputmatrix.mtx sym/nosym binary/text triples/csc" << endl;
cout << "Assuming that the matrix is unsymmetric, and stored in text(ascii) file" << endl;
inputname = argv[1];
}
else if(argc < 4)
{
cout << "Normal usage: ./a.out inputmatrix.mtx sym/nosym binary/text triples/csc" << endl;
cout << "Assuming matrix is stored in text(ascii) file" << endl;
inputname = argv[1];
string issym(argv[2]);
if(issym == "sym")
syminput = true;
else if(issym == "nosym")
syminput = false;
else
cout << "unrecognized option, assuming nosym" << endl;
}
else
{
inputname = argv[1];
string issym(argv[2]);
if(issym == "sym")
syminput = true;
else if(issym == "nosym")
syminput = false;
else
cout << "unrecognized option, assuming unsymmetric" << endl;
string isbinary(argv[3]);
if(isbinary == "text")
binary = false;
else if(isbinary == "binary")
binary = true;
else
cout << "unrecognized option, assuming text file" << endl;
if(argc > 4)
{
string type(argv[4]);
if(type == "csc")
{
iscsc = true;
cout << "Processing CSC binary" << endl;
}
}
if(argc == 6)
forcelogbeta = atoi(argv[5]);
}
typedef PTSR<VALUETYPE,VALUETYPE> PTDD;
Csc<VALUETYPE, INDEXTYPE> * csc;
if(binary)
{
FILE * f = fopen(inputname.c_str(), "r");
if(!f)
{
cerr << "Problem reading binary input file\n";
return 1;
}
if(iscsc)
{
fread(&n, sizeof(INDEXTYPE), 1, f);
fread(&m, sizeof(INDEXTYPE), 1, f);
fread(&nnz, sizeof(INDEXTYPE), 1, f);
}
else
{
fread(&m, sizeof(INDEXTYPE), 1, f);
fread(&n, sizeof(INDEXTYPE), 1, f);
fread(&nnz, sizeof(INDEXTYPE), 1, f);
}
if (m <= 0 || n <= 0 || nnz <= 0)
{
cerr << "Problem with matrix size in binary input file\n";
return 1;
}
long tstart = cilk_get_time(); // start timer
cout << "Reading matrix with dimensions: "<< m << "-by-" << n <<" having "<< nnz << " nonzeros" << endl;
INDEXTYPE * rowindices = new INDEXTYPE[nnz];
VALUETYPE * vals = new VALUETYPE[nnz];
INDEXTYPE * colindices;
INDEXTYPE * colpointers;
if(iscsc)
{
colpointers = new INDEXTYPE[n+1];
size_t cols = fread(colpointers, sizeof(INDEXTYPE), n+1, f);
if(cols != n+1)
{
cerr << "Problem with FREAD, aborting... " << endl;
return -1;
}
}
else
{
colindices = new INDEXTYPE[nnz];
size_t cols = fread(colindices, sizeof(INDEXTYPE), nnz, f);
if(cols != nnz)
{
cerr << "Problem with FREAD, aborting... " << endl;
return -1;
}
}
size_t rows = fread(rowindices, sizeof(INDEXTYPE), nnz, f);
size_t nums = fread(vals, sizeof(VALUETYPE), nnz, f);
if(rows != nnz || nums != nnz)
{
cerr << "Problem with FREAD, aborting... " << endl;
return -1;
}
long tend = cilk_get_time(); // end timer
cout<< "Reading matrix in binary took " << ((VALUETYPE) (tend-tstart)) /1000 << " seconds" <<endl;
fclose(f);
if(iscsc)
{
csc = new Csc<VALUETYPE, INDEXTYPE>();
csc->SetPointers(colpointers, rowindices, vals , nnz, m, n, true); // do the fortran thing
// csc itself will manage the data in this case (shallow copy)
}
else
{
csc = new Csc<VALUETYPE, INDEXTYPE>(rowindices, colindices, vals , nnz, m, n);
delete [] colindices;
delete [] rowindices;
delete [] vals;
}
}
else
{
cout << "reading input matrix in text(ascii)... " << endl;
ifstream infile(inputname.c_str());
char line[256];
char c = infile.get();
while(c == '%')
{
infile.getline(line,256);
c = infile.get();
}
infile.unget();
infile >> m >> n >> nnz; // #{rows}-#{cols}-#{nonzeros}
long tstart = cilk_get_time(); // start timer
Triple<VALUETYPE, INDEXTYPE> * triples = new Triple<VALUETYPE, INDEXTYPE>[nnz];
if (infile.is_open())
{
INDEXTYPE cnz = 0; // current number of nonzeros
while (! infile.eof() && cnz < nnz)
{
infile >> triples[cnz].row >> triples[cnz].col >> triples[cnz].val; // row-col-value
triples[cnz].row--;
triples[cnz].col--;
++cnz;
}
assert(cnz == nnz);
}
long tend = cilk_get_time(); // end timer
cout<< "Reading matrix in ascii took " << ((double) (tend-tstart)) /1000 << " seconds" <<endl;
cout << "converting to csc ... " << endl;
csc= new Csc<VALUETYPE,INDEXTYPE>(triples, nnz, m, n);
delete [] triples;
}
cout << "# workers: "<< gl_nworkers << endl;
BiCsb<VALUETYPE, INDEXTYPE> bicsb(*csc, gl_nworkers);
// BiCsb<bool, INDEXTYPE> bin_csb(*csc, gl_nworkers);
#ifndef NOBM
BmCsb<VALUETYPE, INDEXTYPE, RBDIM> bmcsb(*csc, gl_nworkers);
ofstream stats("stats.txt");
bmcsb.PrintStats(stats);
Spvec<VALUETYPE, INDEXTYPE> y_bmcsb(m);
y_bmcsb.fillzero();
#endif
INDEXTYPE flops = 2 * nnz;
cout << "generating vectors... " << endl;
Spvec<VALUETYPE, INDEXTYPE> x(n);
Spvec<VALUETYPE, INDEXTYPE> y_bicsb(m);
Spvec<VALUETYPE, INDEXTYPE> y_csc(m);
y_csc.fillzero();
y_bicsb.fillzero();
x.fillfota();
cout << "starting SpMV ... " << endl;
cout << "Row imbalance is: " << RowImbalance(bicsb) << endl;
timer_init();
bicsb_gespmv<PTDD>(bicsb, x.getarr(), y_bicsb.getarr());
double t0 = timer_seconds_since_init();
for(int i=0; i < REPEAT; ++i)
{
bicsb_gespmv<PTDD>(bicsb, x.getarr(), y_bicsb.getarr());
}
double t1 = timer_seconds_since_init();
double time = (t1-t0)/REPEAT;
cout<< "BiCSB" << " time: " << time << " seconds" <<endl;
cout<< "BiCSB" << " mflop/sec: " << flops / (1000000 * time) <<endl;
/*************************************************************/
#ifndef NOBM
cout << "starting SpMV with BmCSB ... " << endl;
cout << "Row imbalance is: " << RowImbalance(bmcsb) << endl;
prescantime = 0;
bmcsb_gespmv(bmcsb, x.getarr(), y_bmcsb.getarr());
prescantime = 0;
t0 = timer_seconds_since_init();
for(int i=0; i < REPEAT; ++i)
{
bmcsb_gespmv(bmcsb, x.getarr(), y_bmcsb.getarr());
}
t1 = timer_seconds_since_init();
double bmtime = ((t1-t0)/REPEAT) - (prescantime/REPEAT);
cout<< "BmCSB" << " time: " << bmtime << " seconds" <<endl;
cout<< "BmCSB" << " mflop/sec: " << (flops * UNROLL) / (1000000 * bmtime) <<endl;
#ifdef BWTEST
transform(y_bmcsb.getarr(), y_bmcsb.getarr() + m, y_bmcsb.getarr(), bind2nd(divides<double>(), static_cast<double>(UNROLL)));
cout << "Mega register blocks per second: " << (bmcsb.numregb() * UNROLL) / (1000000 * bmtime) << endl;
#endif // BWTEST
cout<< "Prescan time: " << (prescantime/REPEAT) << " seconds" <<endl;
#endif // NOBM
// Verify with CSC (serial)
y_csc += (*csc) * x;
t0 = timer_seconds_since_init();
for(int i=0; i < REPEAT; ++i)
{
y_csc += (*csc) * x;
}
t1 = timer_seconds_since_init();
double csctime = (t1-t0)/REPEAT;
cout<< "CSC" << " time: " << csctime << " seconds" <<endl;
cout<< "CSC" << " mflop/sec: " << flops / (1000000 * csctime) <<endl;
Verify(y_csc, y_bicsb, "BiCSB", m);
#ifndef NOBM
Verify(y_csc, y_bmcsb, "BmCSB", m);
#endif
delete csc;
}