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Strassen_Matrix.cpp
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186 lines (159 loc) · 5.56 KB
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#include <algorithm>
#include <iostream>
#include <bits/stdc++.h>
using namespace std;
int nextpowerof2(int k){
return pow(2, int(ceil(log2(k))));
}
void display(vector< vector<int>> &matrix, int m, int n){
for (int i = 0; i < m; i++){
for (int j = 0; j < n; j++){
if (j != 0){
cout << "\t";
}
cout << matrix[i][j];
}
cout << endl;
}
}
void add(vector<vector<int>> &A, vector<vector<int>> &B, vector<vector<int>> &C, int size){
int i, j;
for (i = 0; i < size; i++){
for (j = 0; j < size; j++){
C[i][j] = A[i][j] + B[i][j];
}
}
}
void sub(vector<vector<int>> &A, vector<vector<int>> &B, vector<vector<int>> &C, int size){
int i, j;
for (i = 0; i < size; i++){
for (j = 0; j < size; j++){
C[i][j] = A[i][j] - B[i][j];
}
}
}
void Strassen_algorithmA(vector<vector<int>> &A, vector<vector<int>> &B, vector<vector<int>> &C, int size)
{
//base case
if (size == 1)
{
C[0][0] = A[0][0] * B[0][0];
return;
}
else
{
int new_size = size / 2;
vector<int> z(new_size);
vector<vector<int>>
a11(new_size, z), a12(new_size, z), a21(new_size, z), a22(new_size, z),
b11(new_size, z), b12(new_size, z), b21(new_size, z), b22(new_size, z),
c11(new_size, z), c12(new_size, z), c21(new_size, z), c22(new_size, z),
p1(new_size, z), p2(new_size, z), p3(new_size, z), p4(new_size, z),
p5(new_size, z), p6(new_size, z), p7(new_size, z),
aResult(new_size, z), bResult(new_size, z);
int i, j;
//dividing the matrices into sub-matrices:
for (i = 0; i < new_size; i++)
{
for (j = 0; j < new_size; j++)
{
a11[i][j] = A[i][j];
a12[i][j] = A[i][j + new_size];
a21[i][j] = A[i + new_size][j];
a22[i][j] = A[i + new_size][j + new_size];
b11[i][j] = B[i][j];
b12[i][j] = B[i][j + new_size];
b21[i][j] = B[i + new_size][j];
b22[i][j] = B[i + new_size][j + new_size];
}
}
// Calculating p1 to p7:
add(a11, a22, aResult, new_size); // a11 + a22
add(b11, b22, bResult, new_size); // b11 + b22
Strassen_algorithmA(aResult, bResult, p1, new_size);
// p1 = (a11+a22) * (b11+b22)
add(a21, a22, aResult, new_size); // a21 + a22
Strassen_algorithmA(aResult, b11, p2, new_size);
// p2 = (a21+a22) * (b11)
sub(b12, b22, bResult, new_size); // b12 - b22
Strassen_algorithmA(a11, bResult, p3, new_size);
// p3 = (a11) * (b12 - b22)
sub(b21, b11, bResult, new_size); // b21 - b11
Strassen_algorithmA(a22, bResult, p4, new_size);
// p4 = (a22) * (b21 - b11)
add(a11, a12, aResult, new_size); // a11 + a12
Strassen_algorithmA(aResult, b22, p5, new_size);
// p5 = (a11+a12) * (b22)
sub(a21, a11, aResult, new_size); // a21 - a11
add(b11, b12, bResult, new_size);
// b11 + b12
Strassen_algorithmA(aResult, bResult, p6, new_size);
// p6 = (a21-a11) * (b11+b12)
sub(a12, a22, aResult, new_size); // a12 - a22
add(b21, b22, bResult, new_size);
// b21 + b22
Strassen_algorithmA(aResult, bResult, p7, new_size);
// p7 = (a12-a22) * (b21+b22)
// calculating c21, c21, c11 e c22:
add(p3, p5, c12, new_size); // c12 = p3 + p5
add(p2, p4, c21, new_size); // c21 = p2 + p4
add(p1, p4, aResult, new_size); // p1 + p4
add(aResult, p7, bResult, new_size); // p1 + p4 + p7
sub(bResult, p5, c11, new_size); // c11 = p1 + p4 - p5 + p7
add(p1, p3, aResult, new_size); // p1 + p3
add(aResult, p6, bResult, new_size); // p1 + p3 + p6
sub(bResult, p2, c22, new_size); // c22 = p1 + p3 - p2 + p6
// Grouping the results obtained in a single matrix:
for (i = 0; i < new_size; i++)
{
for (j = 0; j < new_size; j++)
{
C[i][j] = c11[i][j];
C[i][j + new_size] = c12[i][j];
C[i + new_size][j] = c21[i][j];
C[i + new_size][j + new_size] = c22[i][j];
}
}
}
}
void Strassen_algorithm(vector<vector<int>> &A, vector<vector<int>> &B, int m, int n, int a, int b)
{
/* Check to see if these matrices are already square and have dimensions of a power of 2. If not,
* the matrices must be resized and padded with zeroes to meet this criteria. */
int k = max({m, n, a, b});
int s = nextpowerof2(k);
vector<int> z(s);
vector<vector<int>> Aa(s, z), Bb(s, z), Cc(s, z);
for (unsigned int i = 0; i < m; i++)
{
for (unsigned int j = 0; j < n; j++)
{
Aa[i][j] = A[i][j];
}
}
for (unsigned int i = 0; i < a; i++)
{
for (unsigned int j = 0; j < b; j++)
{
Bb[i][j] = B[i][j];
}
}
Strassen_algorithmA(Aa, Bb, Cc, s);
vector<int> temp1(b);
vector<vector<int>> C(m, temp1);
for (unsigned int i = 0; i < m; i++)
{
for (unsigned int j = 0; j < b; j++)
{
C[i][j] = Cc[i][j];
}
}
display(C, m, b);
}
int main() {
// Your code goes here;
vector<vector<int>> a = {{1, 0, 0}, {0, 1, 0}, {0, 0, 1}};
vector<vector<int>> b = {{-1, 0, 0}, {0, -1, 0}, {0, 0, -1}};
Strassen_algorithm(a, b, 3, 3, 3, 3);
return 0;
}