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如题,该算法是来自德国的牛逼的数学家strassen搞出来的,因为把n*n矩阵之间的乘法复杂度降低到n^(lg7)(lg的底是2),一开始想当然地认为朴素的做法是n^3,哪里还能有复杂度更低的做法,但是牛逼的strassen先生简直刷新了我的线性代数观和算法观
思路:基本的思路网上有,此处不再赘述,下面说说怎么实现strassen算法(数据处理)
m*n的矩阵和n*p的矩阵相乘,得到m*p的矩阵,因为每次要二分,遇到奇数的做法就是在行尾(列尾)加全零行(列),因为加入全零行(列)是不会影响就算结果的,从而使得可以二分。我为了省事直接在输入两个矩阵后就直接把它们统一扩展成了2^y*2^y的矩阵,其中,y=2^「lg(Max{m,p})」 (「」是向上取整,输入法里没找到合适的符号....;另外,Max(m,n)和Max(n,p)是相等的,取哪个都一样)
代码:
# include <iostream.h>
# include "..\Sort\IO_tools.cpp"
void strassen(int** &C,int** &A,int** &B,int arow,int acol,int brow,int bcol,int size);
void stra_plus(int** &C,int** &A,int** &B,int crow,int ccol,int arow,int acol,int brow,int bcol,int size,int symbol);
void main(){
int** A=NULL;int** B=NULL;int** C=NULL;
int A_row,A_col,B_row,B_col,size;
cout<<"size of A<row,col>:"<<endl;
cin>>A_row>>A_col;
size=input2A(A,A_row,A_col);//万能的传引用,绝对正确!
cout<<"size of B<row,col>:"<<endl;
cin>>B_row>>B_col;
input2A(B,B_row,B_col);//万能的传引用,绝对正确!
strassen(C,A,B,0,0,0,0,size);
output2A(C,A_row,B_col);
//stra_plus(C,A,B,0,0,0,0,0,0,size,1);
//output2A(C,size,size);
}
void strassen(int** &C,int** &A,int** &B,int arow,int acol,int brow,int bcol,int size){
C=(int**)new int* [size];
for(int i=0;i<size;i++){
C[i]=new int[size];
}
/*
对于size>1的要进一步拆分(其实strassen算法递归计算时要申请这么多内存,size不够大时反而降低了效率,
故而size达到下限时可以采用朴素的矩阵乘法计算方法而不必继续调用strassen算法,此处出于偷懒就省点事儿把size下限设为1)
*/
if(size>1){
//S(1-10)初始化
int** S1=NULL;int** S2=NULL;int** S3=NULL;int** S4=NULL;int** S5=NULL;int** S6=NULL;int** S7=NULL;int** S8=NULL;int** S9=NULL;int** S10=NULL;
stra_plus(S1,B,B,0,0,brow,bcol+size/2,brow+size/2,bcol+size/2,size/2,-1);
stra_plus(S2,A,A,0,0,arow,acol,arow,acol+size/2,size/2,1);
stra_plus(S3,A,A,0,0,arow+size/2,acol,arow+size/2,acol+size/2,size/2,1);
stra_plus(S4,B,B,0,0,brow+size/2,bcol,brow,bcol,size/2,-1);
stra_plus(S5,A,A,0,0,arow,acol,arow+size/2,acol+size/2,size/2,1);
stra_plus(S6,B,B,0,0,brow,bcol,brow+size/2,bcol+size/2,size/2,1);
stra_plus(S7,A,A,0,0,arow,acol+size/2,arow+size/2,acol+size/2,size/2,-1);
stra_plus(S8,B,B,0,0,brow+size/2,bcol,brow+size/2,bcol+size/2,size/2,1);
stra_plus(S9,A,A,0,0,arow,acol,arow+size/2,acol,size/2,-1);
stra_plus(S10,B,B,0,0,brow,bcol,brow,bcol+size/2,size/2,1);
//P(1-7)初始化
int** P1=NULL;int** P2=NULL;int** P3=NULL;int** P4=NULL;int** P5=NULL;int** P6=NULL;int** P7=NULL;
strassen(P1,A,S1,arow,acol,0,0,size/2);
strassen(P2,S2,B,0,0,brow+size/2,bcol+size/2,size/2);
strassen(P3,S3,B,0,0,brow,bcol,size/2);
strassen(P4,A,S4,arow+size/2,acol+size/2,0,0,size/2);
strassen(P5,S5,S6,0,0,0,0,size/2);
strassen(P6,S7,S8,0,0,0,0,size/2);
strassen(P7,S9,S10,0,0,0,0,size/2);
//计算结果C(依次是C11,C12,C21,C22)
stra_plus(C,P4,P5,0,0,0,0,0,0,size/2,1);stra_plus(C,C,P2,0,0,0,0,0,0,size/2,-1);stra_plus(C,C,P6,0,0,0,0,0,0,size/2,1);
stra_plus(C,P1,P2,0,size/2,0,0,0,0,size/2,1);
stra_plus(C,P3,P4,size/2,0,0,0,0,0,size/2,1);
stra_plus(C,P5,P1,size/2,size/2,0,0,0,0,size/2,1);stra_plus(C,C,P3,size/2,size/2,size/2,size/2,0,0,size/2,-1);stra_plus(C,C,P7,size/2,size/2,size/2,size/2,0,0,size/2,-1);
}
/*到达下限*/
else{
C[0][0]=A[arow][acol]*B[brow][bcol];
}
}
//参与运算的是A,B,C的size*size的(子)矩阵,<arow,acol>是A的参与运算的子矩阵的左上角坐标,<brow,bcol>同理,C是保存结果的
void stra_plus(int** &C,int** &A,int** &B,int crow,int ccol,int arow,int acol,int brow,int bcol,int size,int symbol){
if(C==NULL){
C=(int**)new int* [size];
for(int i=0;i<size;i++){
C[i]=new int[size];
}
}
for(int i=0;i<size;i++){
for(int j=0;j<size;j++){
C[i+crow][j+ccol]=A[i+arow][j+acol]+symbol*B[i+brow][j+bcol];
}
}
}
# include <iostream.h>
# include <stdlib.h>
# include <math.h>
int get_Upper_2Pow(int row,int col);
void inputA(int A[],int n){
int i=n;
cout<<"Input Array:";
while(i--){
cin>>A[n-i-1];
}
}
void outputA(int A[],int n){
int i=n;
cout<<"output Array:";
while(i--){
cout<<A[n-i-1]<<" ";
}
cout<<endl;
}
int input2A(int** &A,int row,int col){
int size=get_Upper_2Pow(row,col);
A=(int**)new int* [size];
for(int i=0;i<size;i++){
A[i]=new int[size];
}
cout<<"Input 2th Array:"<<endl;
for(int r=0;r<size;r++){
for(int c=0;c<size;c++){
A[r][c]=0;
}
}
for(r=0;r<row;r++){
for(int c=0;c<col;c++){
cin>>A[r][c];
}
}
return size;
}
void output2A(int** A,int row,int col){
cout<<"output:"<<endl;
for(int r=0;r<row;r++){
for(int c=0;c<col;c++){
cout<<A[r][c]<<" ";
}
cout<<endl;
}
}
int get_Upper_2Pow(int row,int col){
for(int i=0;pow(2,i)<row||pow(2,i)<col;i++);
return (int)pow(2,i);
}
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原文地址:http://www.cnblogs.com/zpfly2008/p/5575126.html