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174 changes: 174 additions & 0 deletions cuAcc/LibSVMParser.h
Original file line number Diff line number Diff line change
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#include <stdio.h>
#include <stdlib.h>
#include <vector>
#include <fstream>



template<class T>
class CLibSVMParser
{
public:
CLibSVMParser(){}

std::vector<int> m_csr_ridx;
std::vector<int> m_csr_cidx;
std::vector<T> m_csr_data;
std::vector<T> m_y;
std::vector<T> m_w;

std::vector<T> m_data;

unsigned m_max_row;
unsigned m_min_row;
std::vector<unsigned> m_covered_by_X;

int m_nx;

unsigned get_nnz() { return m_csr_ridx.back(); }
unsigned get_ny() { return m_csr_ridx.size()-1;}
unsigned get_nx() { return m_nx;}

int* get_csr_ridx() { return &m_csr_ridx.front();}
int* get_csr_cidx() { return &m_csr_cidx.front();}
T* get_csr_data() { return &m_csr_data.front();}
T* get_y() { return &m_y.front();}
T* get_w() { return m_w.empty()? NULL:&m_w.front();}
T* get_data()
{
if(m_data.empty())
{
m_data.resize(get_ny()*get_nx(),0);

int row = 0;
int col = 0;
T val;

for(unsigned i=0,s=get_nnz();i<s;++i)
{
col = m_csr_cidx[i];
val = m_csr_data[i];

m_data[row*get_nx()+col] = val;

if(i+1==m_csr_ridx[row+1]) row++;
}
}

return &m_data.front();
}

void read_rdd(const char* filename)
{
std::ifstream ifs;

ifs.open(filename,std::ifstream::in);

m_nx = 1;
int nnz = 0;
m_csr_ridx.push_back(nnz);

std::string line;
while(std::getline(ifs, line))
{
char* pTok=strtok((char*)line.c_str(),",\n\t");
m_y.push_back(atof(pTok+1));

pTok=strtok(NULL,",\n\t");
m_w.push_back(atof(pTok));

pTok=strtok(NULL,",\n\t");
m_nx = atoi(pTok+1);

while(true)
{
pTok=strtok(NULL,",\n\t");

T data = 1;
int csr_cidx;
if(pTok[0]=='[')
{
csr_cidx = atoi(pTok+1);
}
else
csr_cidx = atoi(pTok);

m_csr_cidx.push_back(csr_cidx);
m_csr_data.push_back(data);

nnz++;

if(pTok[strlen(pTok)-1]==']')
break;

}

m_csr_ridx.push_back(nnz);
}
}

void read_libsvm(const char* filename)
{
std::ifstream ifs;

ifs.open(filename,std::ifstream::in);

m_covered_by_X.resize(8,0);

m_max_row = 0;
m_min_row = -1;
m_nx = 1;
int nnz = 0;
m_csr_ridx.push_back(nnz);

std::string line;
while(std::getline(ifs, line))
{
int cur_nnz = nnz;
//printf("%s\n",line.c_str());
char* pTok=strtok((char*)line.c_str()," \n\t");
m_y.push_back(atof(pTok));

for(pTok=strtok(NULL," :\t");pTok;pTok=strtok(NULL," :\n\t"))
{
int csr_cidx = atoi(pTok)-1;

m_nx = max(m_nx,csr_cidx);

pTok=strtok(NULL," ");

T data = atof(pTok);

m_csr_cidx.push_back(csr_cidx);
m_csr_data.push_back(data);

nnz++;
}

m_csr_ridx.push_back(nnz);

int cur_col_size = nnz-cur_nnz;

m_max_row = max(m_max_row,cur_col_size);

if(cur_col_size<=64)
{
for(unsigned j = cur_col_size/8;j<m_covered_by_X.size();++j)
m_covered_by_X[j]++;
}
}

//from zero to one-based
m_nx++;

ifs.close();


//printf("max_nnz_row = %d/%d (%f)\n",m_max_row,m_nx,double(m_max_row)/m_nx);
//printf("avg_nnz_row = %f\n",double(nnz)/get_ny())
//for(int i=0;i<m_covered_by_X.size();++i);

//printf("m_covered_by_%d=%d (%f)\n", (i+1)*8, m_covered_by_X[i],double(m_covered_by_X[i])/get_ny());
}
};

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