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matrixMultiplication.go
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110 lines (96 loc) · 2.41 KB
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package main
import "fmt"
func main() {
A := [][]int{
{1, 2, 3, 4},
{3, 4, 5, 6},
{5, 6, 7, 8},
{6, 7, 8, 9},
}
B := [][]int{
{1, 2, 2, 4},
{3, 4, 4, 6},
{5, 6, 6, 8},
{6, 7, 7, 9},
}
out := matrixMultiplication(A, B)
fmt.Println(out)
}
//assume X Y are square matrix with same dimension
func matrixMultiplication(X, Y [][]int) [][]int {
//base case
if len(X) == 1 && len(Y) == 1 {
return [][]int{{X[0][0] * Y[0][0]}}
}
//divide
n := len(X)
mid := n / 2
A := divideMatrix(X, 0, mid, 0, mid)
B := divideMatrix(X, 0, mid, mid, n)
C := divideMatrix(X, mid, n, 0, mid)
D := divideMatrix(X, mid, n, mid, n)
E := divideMatrix(Y, 0, mid, 0, mid)
F := divideMatrix(Y, 0, mid, mid, n)
G := divideMatrix(Y, mid, n, 0, mid)
H := divideMatrix(Y, mid, n, mid, n)
//conquer
P1 := matrixMultiplication(A, matrixSub(F, H))
P2 := matrixMultiplication(matrixAdd(A, B), H)
P3 := matrixMultiplication(matrixAdd(C, D), E)
P4 := matrixMultiplication(D, matrixSub(G, E))
P5 := matrixMultiplication(matrixAdd(A, D), matrixAdd(E, H))
P6 := matrixMultiplication(matrixSub(B, D), matrixAdd(G, H))
P7 := matrixMultiplication(matrixSub(A, C), matrixAdd(E, F))
//combine
AEpBG := matrixAdd(matrixSub(matrixAdd(P5, P4), P2), P6)
AFpBH := matrixAdd(P1, P2)
CEpDG := matrixAdd(P3, P4)
CFpDH := matrixSub(matrixSub(matrixAdd(P1, P5), P3), P7)
return combineMatrix(AEpBG, AFpBH, CEpDG, CFpDH)
}
func combineMatrix(A, B, C, D [][]int) [][]int {
row := len(A) + len(C)
out := make([][]int, row)
for i := 0; i < row; i++ {
if i < len(A) {
out[i] = append(out[i], A[i]...)
out[i] = append(out[i], B[i]...)
} else {
out[i] = append(out[i], C[i-len(A)]...)
out[i] = append(out[i], D[i-len(A)]...)
}
}
return out
}
func matrixAdd(A, B [][]int) [][]int {
row := len(A)
col := len(A[0])
out := make([][]int, row)
for i := 0; i < row; i++ {
out[i] = make([]int, col)
for j := 0; j < col; j++ {
out[i][j] = A[i][j] + B[i][j]
}
}
return out
}
func matrixSub(A, B [][]int) [][]int {
row := len(A)
col := len(A[0])
out := make([][]int, row)
for i := 0; i < row; i++ {
out[i] = make([]int, col)
for j := 0; j < col; j++ {
out[i][j] = A[i][j] - B[i][j]
}
}
return out
}
func divideMatrix(A [][]int, rowStart, rowEnd, columnStart, columnEnd int) [][]int {
row := rowEnd - rowStart
out := make([][]int, row)
for i := 0; i < row; i++ {
out[i] = A[rowStart+i][columnStart:columnEnd]
}
return out
}