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pmat.h
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pmat.h
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/*
* (dense) Positive Matrix, each row is a Pvec
*
* Created on: 2012-7-31
* Author: [email protected]
*/
#ifndef _PMAT_H
#define _PMAT_H
#include <vector>
#include <string>
#include <cassert>
#include <cstdlib>
#include <cstdio>
#include <fstream>
#include <iostream>
#include <sstream>
#include <exception>
#include <ctime>
#include "pvec.h"
#define EXIT_ERR(s1, s2) {printf("[Error] %s%s\n", s1, s2); \
exit(EXIT_FAILURE);}
using namespace std;
template<class T>
class Pmat
{
private:
vector<Pvec<T> > array;
public:
Pmat(){}
Pmat(int M, int N);
Pmat(int M, int N, T v);
Pmat(const Pmat& ma):array(ma.array){}
void resize(int M, int N);
void resize(int M, int N, T v);
void rand_init(); // each entry (0,1]
void load(const string& inf);
void load_tmat(const string& inf);
const int rows() const {return array.size();}
const int size() const {return rows();}
const int cols() const {return rows()?array[0].size():0;}
Pvec<T> &operator[] (int m){return array[m];}
const Pvec<T> &operator[] (int m) const {return array[m];}
Pmat<T> operator+(const T & v){
Pmat<T> tp(this->rows(), this->cols());
for (int i=0; i<this->rows(); ++i)
tp[i] = array[i] + v;
return tp;
}
Pmat<T>& operator+=(const T & v){
for (int i=0; i<this->rows(); ++i)
array[i] += v;
return *this;
}
Pmat<T> operator+(const Pmat<T>& v){
Pmat<T> tp(this->rows(), this->cols());
for (int i=0; i<this->rows(); ++i)
tp[i] = array[i] + v[i];
return tp;
}
Pmat<T> &operator+=(const Pmat<T>& v){
for (int i=0; i<this->rows(); ++i)
array[i] += v[i];
return *this;
}
Pmat<T> operator-(const T & v){
Pmat<T> tp(this->rows(), this->cols());
for (int i=0; i<this->rows(); ++i)
tp[i] = array[i] - v;
return tp;
}
Pmat<T>& operator-=(const T & v){
for (int i=0; i<this->rows(); ++i)
array[i] -= v;
return *this;
}
Pmat<T> operator-(const Pmat<T>& v){
Pmat<T> tp(this->rows(), this->cols());
for (int i=0; i<this->rows(); ++i)
tp[i] = array[i] - v[i];
return tp;
}
Pmat<T> &operator-=(const Pmat<T>& v){
for (int i=0; i<this->rows(); ++i)
array[i] -= v[i];
return *this;
}
Pmat<T> operator*(const T & v){
Pmat<T> tp(this->rows(), this->cols());
for (int i=0; i<this->rows(); ++i)
tp[i] = array[i] * v;
return tp;
}
void add_row(const Pvec<T>& v) {array.push_back(v);}
void add_col(const Pvec<T>& v);
T sum(); // sum of all elements
void normalize(); // normalize to all entries sum to 1
void normr(double c=0); // row sum 1 normalization
void normc(); // col sum 1 normalization
Pmat<T> transpose() const;
string str();
void write(const string& pt);
};
template<class T>
Pmat<T>::Pmat(int M, int N):array(M) {
for (int i = 0; i < M; i++)
array[i].resize(N);
}
template<class T>
Pmat<T>::Pmat(int M, int N, T v):array(M) {
for (int i = 0; i < M; i++)
array[i].resize(N, v);
}
template<class T>
void Pmat<T>::resize(int M, int N) {
array.resize(M);
for (int i = 0; i < M; i++)
array[i].resize(N);
}
template<class T>
void Pmat<T>::resize(int M, int N, T v) {
array.resize(M);
for (int i = 0; i < M; i++)
array[i].resize(N, v);
}
template<class T>
void Pmat<T>::rand_init() {
for (int i = 0 ; i < rows() ; ++i)
array[i].rand_init();
}
// input format: v v v ...
// dimensions of the matrix are determinated by input data
template<class T>
void Pmat<T>::load(const string& inf) {
ifstream rf(inf.c_str());
if (!rf)
EXIT_ERR("file not find:", inf.c_str());
try {
string line;
while (getline(rf, line)) {
// add a new row
Pvec<T> r(line);
add_row(r);
}
}
catch (...) {
EXIT_ERR("Err file:", inf.c_str());
}
}
// load a transpose matrix
template<class T>
void Pmat<T>::load_tmat(const string& inf) {
ifstream rf(inf.c_str());
if (!rf)
EXIT_ERR("file not find:", inf.c_str());
try {
string line;
while (getline(rf, line)) {
// add a new row
Pvec<T> r(line);
add_col(r);
}
}
catch (...) {
EXIT_ERR("Err file:", inf.c_str());
}
}
template<class T>
void Pmat<T>::add_col(const Pvec<T>& v) {
if (array.size() == 0)
array.resize(v.size());
else
assert(array.size()==v.size());
for (int i=0; i<array.size(); ++i)
array[i].push_back(v[i]);
}
template<class T>
T Pmat<T>::sum() {
T s=0;
for (int i = 0 ; i < rows() ; ++i)
s += array[i].sum();
return s;
}
template<class T>
void Pmat<T>::normalize() {
double eps = 1e-30;
double smoother = eps * rows() * cols();
T s = this->sum();
for (int i=0 ; i<rows() ; ++i)
for (int j=0; j<cols() ; ++j)
array[i][j] = (array[i][j] + eps)/(s + smoother);
}
// normalize elements in a row
template<class T>
void Pmat<T>::normr(double c) {
for (int i = 0 ; i < rows() ; ++i)
array[i].normalize(c);
}
// normalize elements in a row
template<class T>
void Pmat<T>::normc() {
for (int j = 0; j < cols() ; ++j) {
T s=0;
for (int i = 0; i < rows(); ++i)
s += array[i][j];
for (int i = 0; i < rows() ; ++i)
array[i][j] /= s;
}
}
template<class T>
Pmat<T> Pmat<T>::transpose() const {
int N = rows();
int M = cols();
Pmat<T> tmat(M, N);
for (int i=0; i<N; ++i)
for (int j=0; j<M; ++j)
tmat[j][i] = array[i][j];
return tmat;
}
template<class T>
string Pmat<T>::str() {
ostringstream os;
int i;
for (i=0; i<rows(); ++i)
os << array[i].str() << endl;
return os.str();
}
template<class T>
void Pmat<T>::write(const string& pt) {
ofstream wf(pt.c_str());
if (!wf) {
cout << "Path not exists:" << pt << endl;
wf.open("pmat.txt");
}
for (int i=0; i<rows(); ++i)
wf << array[i].str() << endl;
}
#endif