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MatrixMultiplication 20080709.cpp
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//============================================================================
// Name : MatrixMultiplication.cpp
// Author :
// Version :
// Copyright : Your copyright notice
// Description : Hello World in C++, Ansi-style
//============================================================================
#include <iostream>
#include <ctime> //library for current time
#include <cstdlib> //library for random number
#include <cstring>
#include <fstream>
#define THRESHOLD 16
using namespace std;
class MyMatrix{
public:
//n=dimension of submatrix
MyMatrix(int** matrix, int rowstart,int colstart,int n):size(n),startrow(rowstart),startcol(colstart){
if(colstart>0){
int** tempPtr=matrix+rowstart;
squareMatrix=new int*[n];
for(int i=0;i<n;i++){
squareMatrix[i]=tempPtr[i]+colstart;
}
}else{
squareMatrix=matrix+rowstart;
}
}
static void classicalMultiply(const int**, const int**, int**, int);
static void divideAndConquer(int**, int**, int**, int);
static void addMatrix(MyMatrix& firstMatrix, MyMatrix& secondMatrix, MyMatrix& newMatrix,int n);
static void subtractMatrix(MyMatrix& firstMatrix, MyMatrix& secondMatrix, MyMatrix& newMatrix,int n);
static void strassen(int**, int**, int**, int);
~MyMatrix(){
if(startcol>0){
delete[] squareMatrix;
}
}
void getMatrixPtr(int**& returnPtr,int& returnSize){
returnPtr=squareMatrix;
returnSize=size;
}
int getSize(){
return size;
}
private:
int size,startrow,startcol;
int **squareMatrix;
static void helperDivideAndConquer(MyMatrix& firstMatrixClass, MyMatrix& secondMatrixClass,MyMatrix& newMatrixClass,int n);
static void helperStrassen(MyMatrix& firstMatrixClass, MyMatrix& secondMatrixClass,MyMatrix& newMatrixClass,int n);
};
//classical way to multiply matrix
void MyMatrix::classicalMultiply(const int** firstMatrix, const int** secondMatrix,int** newMatrix, int n){
for(int i=0;i<n;i++){
for(int j=0;j<n;j++){
for(int k=0;k<n;k++){
newMatrix[i][j]=newMatrix[i][j]+firstMatrix[i][k]*secondMatrix[k][j];
}
}
}
}
void MyMatrix::addMatrix(MyMatrix& firstMatrix, MyMatrix& secondMatrix, MyMatrix& newMatrix,int n){
int** ptr1=firstMatrix.squareMatrix;
int** ptr2=secondMatrix.squareMatrix;
int** ptr3=newMatrix.squareMatrix;
for(int i=0;i<n;i++){
for(int j=0;j<n;j++){
ptr3[i][j]=ptr1[i][j]+ptr2[i][j];
}
}
}
void MyMatrix::subtractMatrix(MyMatrix& firstMatrix, MyMatrix& secondMatrix, MyMatrix& newMatrix,int n){
int** ptr1=firstMatrix.squareMatrix;
int** ptr2=secondMatrix.squareMatrix;
int** ptr3=newMatrix.squareMatrix;
for(int i=0;i<n;i++){
for(int j=0;j<n;j++){
ptr3[i][j]=ptr1[i][j]-ptr2[i][j];
}
}
}
//divide and conquer - testing purpose only
void MyMatrix::helperDivideAndConquer(MyMatrix& firstMatrixClass, MyMatrix& secondMatrixClass,MyMatrix& newMatrixClass,int n){
if(n<=1){
**newMatrixClass.squareMatrix=**firstMatrixClass.squareMatrix*(**secondMatrixClass.squareMatrix);
return;
}
MyMatrix a11MatrixClass(firstMatrixClass.squareMatrix,0,0,n/2);
MyMatrix b11MatrixClass(secondMatrixClass.squareMatrix,0,0,n/2);
MyMatrix c11MatrixClass(newMatrixClass.squareMatrix,0,0,n/2);
helperDivideAndConquer(a11MatrixClass,b11MatrixClass,c11MatrixClass,n/2); //c11=a11*b11;
int** temp=new int*[n/2];
for(int i=0;i<n/2;i++){
temp[i]=new int[n/2];
}
MyMatrix a12MatrixClass(firstMatrixClass.squareMatrix,0,n/2,n/2);
MyMatrix b21MatrixClass(secondMatrixClass.squareMatrix,n/2,0,n/2);
MyMatrix newerMatrixClass(temp,0,0,n/2);
helperDivideAndConquer(a12MatrixClass,b21MatrixClass,newerMatrixClass,n/2); //temp=a12*b21;
addMatrix(c11MatrixClass,newerMatrixClass,c11MatrixClass,n/2);
MyMatrix b12MatrixClass(secondMatrixClass.squareMatrix,0,n/2,n/2);
MyMatrix c12MatrixClass(newMatrixClass.squareMatrix,0,n/2,n/2);
helperDivideAndConquer(a11MatrixClass,b12MatrixClass,c12MatrixClass,n/2); //c12=a11*b12;
MyMatrix b22MatrixClass(secondMatrixClass.squareMatrix,n/2,n/2,n/2);
helperDivideAndConquer(a12MatrixClass,b22MatrixClass,newerMatrixClass,n/2); //temp=a12*b22;
addMatrix(c12MatrixClass,newerMatrixClass,c12MatrixClass,n/2);
MyMatrix a21MatrixClass(firstMatrixClass.squareMatrix,n/2,0,n/2);
MyMatrix c21MatrixClass(newMatrixClass.squareMatrix,n/2,0,n/2);
helperDivideAndConquer(a21MatrixClass,b11MatrixClass,c21MatrixClass,n/2); //c21=a21*b11
MyMatrix a22MatrixClass(firstMatrixClass.squareMatrix,n/2,n/2,n/2);
helperDivideAndConquer(a22MatrixClass,b21MatrixClass,newerMatrixClass,n/2); //temp=a22*b21;
addMatrix(c21MatrixClass,newerMatrixClass,c21MatrixClass,n/2);
MyMatrix c22MatrixClass(newMatrixClass.squareMatrix,n/2,n/2,n/2);
helperDivideAndConquer(a21MatrixClass,b12MatrixClass,c22MatrixClass,n/2); //c22=a21*b12
helperDivideAndConquer(a22MatrixClass,b22MatrixClass,newerMatrixClass,n/2); //temp=a22*b22;
addMatrix(c22MatrixClass,newerMatrixClass,c22MatrixClass,n/2);
for(int i=0;i<n/2;i++){
delete[] temp[i];
}
delete[] temp;
}
void MyMatrix::divideAndConquer(int** firstMatrix, int** secondMatrix,int** newMatrix,int n){
//printMatrix((const int**)firstMatrix,n);
//printMatrix((const int**)secondMatrix,n);
MyMatrix firstMatrixClass(firstMatrix,0,0,n);
MyMatrix secondMatrixClass(secondMatrix,0,0,n);
MyMatrix newMatrixClass(newMatrix,0,0,n);
helperDivideAndConquer(firstMatrixClass,secondMatrixClass,newMatrixClass,n);
}
void MyMatrix::helperStrassen(MyMatrix& firstMatrixClass, MyMatrix& secondMatrixClass,MyMatrix& newMatrixClass,int n){
if(n<=THRESHOLD){
for(int i=0;i<n;i++){
memset(newMatrixClass.squareMatrix[i],0,sizeof(int)*n);
/*
for(int j=0;j<n;j++){
newMatrixClass.squareMatrix[i][j]=0;
}
*/
}
classicalMultiply((const int**)firstMatrixClass.squareMatrix, (const int**)secondMatrixClass.squareMatrix,newMatrixClass.squareMatrix, n);
return;
}else{
MyMatrix a11MatrixClass(firstMatrixClass.squareMatrix,0,0,n/2);
MyMatrix b12MatrixClass(secondMatrixClass.squareMatrix,0,n/2,n/2);
MyMatrix b22MatrixClass(secondMatrixClass.squareMatrix,n/2,n/2,n/2);
int** temp=new int*[n/2];
for(int i=0;i<n/2;i++){
temp[i]=new int[n/2];
}
MyMatrix tempClass(temp,0,0,n/2);
int** tempRArr=new int*[n/2];
for(int i=0;i<n/2;i++){
tempRArr[i]=new int[n/2];
}
MyMatrix R(tempRArr,0,0,n/2);
subtractMatrix(b12MatrixClass,b22MatrixClass,tempClass,n/2); //tempClass=b12-b22
helperStrassen(a11MatrixClass,tempClass,R,n/2); //R=a11*tempClass
MyMatrix a22MatrixClass(firstMatrixClass.squareMatrix,n/2,n/2,n/2);
MyMatrix b11MatrixClass(secondMatrixClass.squareMatrix,0,0,n/2);
MyMatrix b21MatrixClass(secondMatrixClass.squareMatrix,n/2,0,n/2);
int** tempSArr=new int*[n/2];
for(int i=0;i<n/2;i++){
tempSArr[i]=new int[n/2];
}
MyMatrix S(tempSArr,0,0,n/2);
subtractMatrix(b21MatrixClass,b11MatrixClass,tempClass,n/2); //tempClass=b21-b11
helperStrassen(a22MatrixClass,tempClass,S,n/2); //S=a22*tempClass
MyMatrix a12MatrixClass(firstMatrixClass.squareMatrix,0,n/2,n/2);
int** tempTArr=new int*[n/2];
for(int i=0;i<n/2;i++){
tempTArr[i]=new int[n/2];
}
MyMatrix T(tempTArr,0,0,n/2);
addMatrix(a11MatrixClass,a12MatrixClass,tempClass,n/2); //tempClass=a11+a12
helperStrassen(tempClass,b22MatrixClass,T,n/2); //T=tempClass*b22
MyMatrix a21MatrixClass(firstMatrixClass.squareMatrix,n/2,0,n/2);
int** temp2=new int*[n/2];
for(int i=0;i<n/2;i++){
temp2[i]=new int[n/2];
}
MyMatrix tempClass2(temp2,0,0,n/2);
int** tempPArr=new int*[n/2];
for(int i=0;i<n/2;i++){
tempPArr[i]=new int[n/2];
}
MyMatrix P(tempPArr,0,0,n/2);
addMatrix(a11MatrixClass,a22MatrixClass,tempClass,n/2); //tempClass=a11+a22
addMatrix(b11MatrixClass,b22MatrixClass,tempClass2,n/2); //tempClass2=b11+b22
helperStrassen(tempClass,tempClass2,P,n/2); //P=(a11+a22)(b11+b22)
int** tempQArr=new int*[n/2];
for(int i=0;i<n/2;i++){
tempQArr[i]=new int[n/2];
}
MyMatrix Q(tempQArr,0,0,n/2);
addMatrix(a21MatrixClass,a22MatrixClass,tempClass,n/2); //tempClass=a21+a22
helperStrassen(tempClass,b11MatrixClass,Q,n/2); //Q=tempClass*b11
int** tempUArr=new int*[n/2];
for(int i=0;i<n/2;i++){
tempUArr[i]=new int[n/2];
}
MyMatrix U(tempUArr,0,0,n/2);
subtractMatrix(a21MatrixClass,a11MatrixClass,tempClass,n/2); //tempClass=a21-a11
addMatrix(b11MatrixClass,b12MatrixClass,tempClass2,n/2); //tempClass2=b11+b12
helperStrassen(tempClass,tempClass2,U,n/2); //U=tempClass*tempClass2
int** tempVArr=new int*[n/2];
for(int i=0;i<n/2;i++){
tempVArr[i]=new int[n/2];
}
MyMatrix V(tempVArr,0,0,n/2);
subtractMatrix(a12MatrixClass,a22MatrixClass,tempClass,n/2); //tempClass=a12-a22
addMatrix(b21MatrixClass,b22MatrixClass,tempClass2,n/2); //tempClass2=b21+b22
helperStrassen(tempClass,tempClass2,V,n/2); //V=tempClass*tempClass2
MyMatrix c11MatrixClass(newMatrixClass.squareMatrix,0,0,n/2);
MyMatrix c12MatrixClass(newMatrixClass.squareMatrix,0,n/2,n/2);
MyMatrix c21MatrixClass(newMatrixClass.squareMatrix,n/2,0,n/2);
MyMatrix c22MatrixClass(newMatrixClass.squareMatrix,n/2,n/2,n/2);
addMatrix(P,S,c11MatrixClass,n/2);
subtractMatrix(c11MatrixClass,T,c11MatrixClass,n/2);
addMatrix(c11MatrixClass,V,c11MatrixClass,n/2);
addMatrix(R,T,c12MatrixClass,n/2);
addMatrix(Q,S,c21MatrixClass,n/2);
addMatrix(P,R,c22MatrixClass,n/2);
subtractMatrix(c22MatrixClass,Q,c22MatrixClass,n/2);
addMatrix(c22MatrixClass,U,c22MatrixClass,n/2);
for(int i=0;i<n/2;i++){
delete[] temp[i];
delete[] temp2[i];
delete[] tempPArr[i];
delete[] tempQArr[i];
delete[] tempRArr[i];
delete[] tempSArr[i];
delete[] tempTArr[i];
delete[] tempUArr[i];
delete[] tempVArr[i];
}
delete [] temp;
delete [] temp2;
delete [] tempPArr;
delete [] tempQArr;
delete [] tempRArr;
delete [] tempSArr;
delete [] tempTArr;
delete [] tempUArr;
delete [] tempVArr;
}
}
void MyMatrix::strassen(int** firstMatrix, int** secondMatrix,int** newMatrix,int n){
MyMatrix firstMatrixClass(firstMatrix,0,0,n);
MyMatrix secondMatrixClass(secondMatrix,0,0,n);
MyMatrix newMatrixClass(newMatrix,0,0,n);
helperStrassen(firstMatrixClass,secondMatrixClass,newMatrixClass,n);
}
void createMatrix(int **newMatrix,int n){
for(int i=0;i<n;i++){
for(int j=0;j<n;j++){
int num=rand()%100+1;
newMatrix[i][j] = num;
}
}
}
void printMatrix(const int** matrix, int n){
for(int i=0;i<n;i++){
for(int j=0;j<n;j++){
cout << matrix[i][j] << " ";
}
cout << endl;
}
}
void printMatrixToFile(const int** matrix, int n,string &filename){
ofstream myfile;
myfile.exceptions (ofstream::failbit | ofstream::badbit);
try {
myfile.open(filename.c_str());
/*
if(myfile.fail()){
cerr<<"error opening file "<<filename.c_str()<<" to write"<<endl;
return;
}
*/
for(int i=0;i<n;i++){
for(int j=0;j<n;j++){
myfile << matrix[i][j] << " ";
}
myfile << endl;
}
}catch(ofstream::failure e) {
cerr << "Exception opening/writing file"<<filename.c_str()<<e.what()<<endl;
}
myfile.close();
}
int main(int argc, char** argv){
int n;
int **firstMatrix, **secondMatrix, **multipliedMatrix;
long timeBefore, timeAfter;
bool print=false;
bool classical=false;
bool strassen=false;
bool writefile=false;
string *filename=NULL;
for(int i=1;i<argc;i++){
if(strcmp(argv[i],"--print")==0) print=true;
else if(strcmp(argv[i],"--classical")==0) classical=true;
else if(strcmp(argv[i],"--strassen")==0) strassen=true;
else if(strcmp(argv[i],"--writefile")==0){
writefile=true;
filename=new string(argv[++i]);
}
}
if(!classical&&!strassen){
cout<<"usage: "<<argv[0]<<" with at least one of the following two switches:"<<endl;
cout<<"--classical for classical, --strassen for strassen multiplication"<<endl;
cout<<"optional switch: --print to print matrix --writefile filename to write to file"<<endl;
return 1;
}
cout << "Please enter the size of the matrix: ";
cin >> n;
cout << "First matrix: "<<endl;
firstMatrix=new int*[n];
for(int i=0;i<n;i++){
firstMatrix[i]=new int[n];
}
createMatrix(firstMatrix,n);
if(print)
printMatrix((const int**)firstMatrix,n);
cout << "Second matrix: "<<endl;
secondMatrix=new int*[n];
for(int i=0;i<n;i++){
secondMatrix[i]=new int[n];
}
createMatrix(secondMatrix,n);
if(print)
printMatrix((const int**)secondMatrix,n);
multipliedMatrix=new int*[n];
for(int i=0;i<n;i++){
multipliedMatrix[i]=new int[n];
for(int j=0;j<n;j++){
multipliedMatrix[i][j]=0;
}
}
cout<<"begin multiplying:"<<endl;
if(classical){
timeBefore=clock();
MyMatrix::classicalMultiply((const int**)firstMatrix,(const int**)secondMatrix,multipliedMatrix,n);
timeAfter=clock();
cout << "After multiply: " << endl;
if(print){
printMatrix((const int**)multipliedMatrix,n);
}
if(writefile){
string filenameclassical=*filename;
printMatrixToFile((const int**)multipliedMatrix,n,filenameclassical.append("_classical"));
}
cout<< "It took " << difftime(timeAfter, timeBefore) / CLOCKS_PER_SEC << " s for the classical multiplication."<<endl;
}
/*
timeBefore=clock();
MyMatrix::divideAndConquer(firstMatrix,secondMatrix,multipliedMatrix,n);
timeAfter=clock();
cout << "After divide and conquer: " << endl;
if(print){
printMatrix((const int**)multipliedMatrix,n);
}
it took
cout<< "It took " << difftime(timeAfter, timeBefore) / CLOCKS_PER_SEC << " s for the divide and conquer."<<endl;
*/
if(strassen){
timeBefore=clock();
MyMatrix::strassen(firstMatrix,secondMatrix,multipliedMatrix,n);
timeAfter=clock();
cout << "After strassen: " << endl;
if(print){
printMatrix((const int**)multipliedMatrix,n);
}
if(writefile){
string filenamestrassen=*filename;
printMatrixToFile((const int**)multipliedMatrix,n,filenamestrassen.append("_strassen"));
}
cout<< "It took " << difftime(timeAfter, timeBefore) / CLOCKS_PER_SEC << " s for the strassen."<<endl;
}
delete filename;
for(int i=0;i<n;i++){
delete[] firstMatrix[i];
delete[] secondMatrix[i];
delete[] multipliedMatrix[i];
}
delete[] firstMatrix;
delete[] secondMatrix;
delete[] multipliedMatrix;
return 0;
}