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MatrixMultiplication.java
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124 lines (115 loc) · 4.01 KB
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package hackpack;
public class MatrixMultiplication {
// Input: two square nxn matrices A and B
// Output: nxn matrix C where C = A.B
public int[][] smallMatrixMult(int[][] A, int[][] B, int n){
int[][] C = new int[n][n];
for(int i = 0; i < n; i++){
for(int j = 0; j < n; j++){
C[i][j] = 0;
for(int k = 0; k < n; k++){
C[i][j] = C[i][j] + A[i][k]*B[k][j];
}
}
}
return C;
}
//Strassen only works with matrices that are powers of 2
/** Function to multiply matrices **/
public int[][] multiplyStrassen(int[][] A, int[][] B)
{
int n = A.length;
int[][] R = new int[n][n];
/** base case **/
if (n == 1)
R[0][0] = A[0][0] * B[0][0];
else
{
int[][] A11 = new int[n/2][n/2];
int[][] A12 = new int[n/2][n/2];
int[][] A21 = new int[n/2][n/2];
int[][] A22 = new int[n/2][n/2];
int[][] B11 = new int[n/2][n/2];
int[][] B12 = new int[n/2][n/2];
int[][] B21 = new int[n/2][n/2];
int[][] B22 = new int[n/2][n/2];
/** Dividing matrix A into 4 halves **/
split(A, A11, 0 , 0);
split(A, A12, 0 , n/2);
split(A, A21, n/2, 0);
split(A, A22, n/2, n/2);
/** Dividing matrix B into 4 halves **/
split(B, B11, 0 , 0);
split(B, B12, 0 , n/2);
split(B, B21, n/2, 0);
split(B, B22, n/2, n/2);
/**
M1 = (A11 + A22)(B11 + B22)
M2 = (A21 + A22) B11
M3 = A11 (B12 - B22)
M4 = A22 (B21 - B11)
M5 = (A11 + A12) B22
M6 = (A21 - A11) (B11 + B12)
M7 = (A12 - A22) (B21 + B22)
**/
int [][] M1 = multiplyStrassen(add(A11, A22), add(B11, B22));
int [][] M2 = multiplyStrassen(add(A21, A22), B11);
int [][] M3 = multiplyStrassen(A11, sub(B12, B22));
int [][] M4 = multiplyStrassen(A22, sub(B21, B11));
int [][] M5 = multiplyStrassen(add(A11, A12), B22);
int [][] M6 = multiplyStrassen(sub(A21, A11), add(B11, B12));
int [][] M7 = multiplyStrassen(sub(A12, A22), add(B21, B22));
/**
C11 = M1 + M4 - M5 + M7
C12 = M3 + M5
C21 = M2 + M4
C22 = M1 - M2 + M3 + M6
**/
int [][] C11 = add(sub(add(M1, M4), M5), M7);
int [][] C12 = add(M3, M5);
int [][] C21 = add(M2, M4);
int [][] C22 = add(sub(add(M1, M3), M2), M6);
/** join 4 halves into one result matrix **/
join(C11, R, 0 , 0);
join(C12, R, 0 , n/2);
join(C21, R, n/2, 0);
join(C22, R, n/2, n/2);
}
/** return result **/
return R;
}
/** Funtion to sub two matrices **/
public int[][] sub(int[][] A, int[][] B)
{
int n = A.length;
int[][] C = new int[n][n];
for (int i = 0; i < n; i++)
for (int j = 0; j < n; j++)
C[i][j] = A[i][j] - B[i][j];
return C;
}
/** Funtion to add two matrices **/
public int[][] add(int[][] A, int[][] B)
{
int n = A.length;
int[][] C = new int[n][n];
for (int i = 0; i < n; i++)
for (int j = 0; j < n; j++)
C[i][j] = A[i][j] + B[i][j];
return C;
}
/** Funtion to split parent matrix into child matrices **/
public void split(int[][] P, int[][] C, int iB, int jB)
{
for(int i1 = 0, i2 = iB; i1 < C.length; i1++, i2++)
for(int j1 = 0, j2 = jB; j1 < C.length; j1++, j2++)
C[i1][j1] = P[i2][j2];
}
/** Funtion to join child matrices intp parent matrix **/
public void join(int[][] C, int[][] P, int iB, int jB)
{
for(int i1 = 0, i2 = iB; i1 < C.length; i1++, i2++)
for(int j1 = 0, j2 = jB; j1 < C.length; j1++, j2++)
P[i2][j2] = C[i1][j1];
}
}