先看看赫夫曼树
假设有n个权值{w1,w2,…,wn},构造一个有n个叶子结点的二叉树,每个叶子结点权值为wi,则其中带权路径长度WPL最小的二叉树称作赫夫曼树或最优二叉树。
赫夫曼树的构造,赫夫曼最早给出了带有一般规律的算法,俗称赫夫曼算法。如下:
(1)根据给定的n个权值{w1,w2,…,wn}构造n棵二叉树的集合F={T1,T2,…,Tn},其中Ti中只有一个权值为wi的根结点,左右子树为空。
(2)在F中选取两棵根结点的权值为最小的数作为左、右子树以构造一棵新的二叉树,且置新的二叉树的根结点的权值为左、右子树上根结点的权值之和。
(3)在F中删除这两棵树,同时将新得到的二叉树加入到F中。
(4)重复(2)和(3)直到F中只含一棵树为止,这棵树就是赫夫曼树。
例如下图便是赫夫曼树的构造过程。其中,根节点上标注的是所赋的权值。
设计一棵赫夫曼树,由此得到的二进制前缀编码就是赫夫曼编码。那么什么是前缀编码呢?所谓前缀编码,就是若要设计长短不等的编码,则必须是任意一个字符的编码都不是另一个字符编码的前缀。所以我们可以利用二叉树来设计二进制的前缀编码。
假设需要传送的字符为:A B A C C D A。如下图就是一个前缀编码的示例。
http://blog.csdn.net/fengchaokobe/article/details/6969217
说了这么多理论,总该实践一下了,下面是赫夫曼编码的具体实现代码:
- #include <stdio.h>
- #include <string.h>
- #include <malloc.h>
- #include <assert.h>
- #define NUM 256
- typedef struct{
- int weight;
- int parent, lchild, rchild;
- }HTNode, *HuffmanTree;
- /******* Choose two smallest from 0 to n in T *************/
- void Select(HuffmanTree T, int len, int *s1, int *s2)
- {
- int i = 0;
- while (T[i++].parent != -1);
- *s1 = i-1;
- while (T[i++].parent != -1);
- *s2 = i-1;
- if (T[*s1].weight>T[*s2].weight) {
- i = *s1;
- *s1 = *s2;
- *s2 = i;
- }
- for (i=0; i<=len; i++) {
- if(T[i].parent == -1) {
- if (T[*s1].weight > T[i].weight) {
- *s2 = *s1;
- *s1 = i;
- }
- else if (T[*s2].weight >T[i].weight && i != *s1)
- *s2 = i;
- }
- }
- return;
- }
- void show_binary(char ch)
- {
- char i;
- for (i = 0; i < 8; i++) {
- if (ch&0x80)
- printf("1");
- else printf("0");
- if (i == 3)
- printf(",");
- ch <<= 1;
- }
- printf(" ");
- }
- void HuffmanCoding(FILE *psrc, FILE *pdst, FILE *pdeciphering)
- {
- int i;
- char ch;
- int m = 2*NUM-1;
- int size = m*sizeof(HTNode);
- HuffmanTree HT = (HuffmanTree)malloc(size);
- assert(HT);
- memset(HT, -1, size);
- for (i=0; i<NUM; i++)
- HT[i].weight = 0;
- while ((ch=fgetc(psrc)) != EOF) {
- (HT[ch].weight)++;
- }
- rewind(psrc);
- /******************printf the Huffman weight****
- int j;
- for(j=0; j<NUM; j++) {
- printf("%c:%d ", j, HT[j].weight);
- }
- **********************************************/
- int s1, s2;
- for (i=NUM; i<m; i++) {
- Select(HT, i-1, &s1, &s2);
- HT[s1].parent = i; HT[s2].parent = i;
- HT[i].lchild = s1; HT[i].rchild = s2;
- HT[i].weight = HT[s1].weight + HT[s2].weight;
- }
- /*******************printf the HuffmanTree*********
- int j;
- for (j=0; j<m; j++)
- printf("%d:w%d p%d l%d r%d ", j, HT[j].weight,
- HT[j].parent, HT[j].lchild, HT[j].rchild);
- **************************************************/
- char **HC = (char**)malloc(NUM*sizeof(char*));
- char* cd = (char*)malloc(NUM*sizeof(char));
- cd[NUM-1] = ' ';
- int start,c,f;
- for (i=0; i<NUM; i++) {
- start = NUM-1;
- for (c=i,f=HT[i].parent; f!=-1; c=f,f=HT[f].parent) {
- if (HT[f].lchild==c) cd[--start] ='0';
- else cd[--start] ='1';
- }
- HC[i] = (char *)malloc((NUM-start)*sizeof(char));
- strcpy(HC[i], &cd[start]);
- }
- /************printf the Huffmancode******************************
- int j;
- for (j=0; j<NUM; j++) {
- printf("%c:%s ", j, HC[j]);
- }
- ****************************************************************/
- char buff[100] = {0};
- char k = 0, j = 0;
- while ((ch=fgetc(psrc)) != EOF) {
- i = -1;
- while (HC[ch][++i] != ' ') {
- buff[j] <<= 1;
- k++;
- if (HC[ch][i] == '1')
- buff[j] |= 0x01;
- if ((k %= 8) == 0)
- j++;
- if (j == 100) {
- j =0;
- fwrite(buff, 1, 100, pdst);
- }
- }
- }
- buff[j] <<= (8-k);
- fwrite(buff, 1, j + 1, pdst);
- /*****************************************************
- printf(" data write to %s ", dstfile);
- for (i=0; i<=j; i++)
- show_binary(buff[i]);
- ***************************************************/
- rewind(pdst);
- fflush(pdst);
- c = 510;
- while (!feof(pdst)) {
- j = fread(buff, 1, 100, pdst);
- /********************************************
- printf(" from read: ");
- for (i=0; i<j; i++)
- show_binary(buff[i]);
- *******************************************/
- for (i=0; i<j; i++) {
- for (k=0; k<8; k++) {
- if (buff[i]&0x80)
- c = HT[c].rchild;
- else c = HT[c].lchild;
- if (HT[c].lchild == -1) {
- fputc((char)c, pdeciphering);
- c = 510;
- }
- buff[i] <<= 1;
- }
- }
- }
- /**************free the memery and return*******************/
- for(i=0; i<NUM; i++) {
- free(HC[i]);
- }
- free(cd);
- free(HC);
- free(HT);
- HT = NULL;
- fclose(pdst);
- fclose(psrc);
- fclose(pdeciphering);
- return;
- }
- int main(void)
- {
- char srcfile[100], dstfile[100],deciphering[100];
- printf("Input source file:");
- scanf("%s", srcfile);
- printf("Input dest file:");
- scanf("%s", dstfile);
- printf("Input deciphering file:");
- scanf("%s", deciphering);
- FILE *psrc = fopen(srcfile, "r");
- FILE *pdst = fopen(dstfile, "w+");
- FILE *pdeciphering = fopen(deciphering, "w");
- if (psrc == NULL || pdst == NULL || pdeciphering == NULL) {
- printf("file opened failed ");
- return -1;
- }
- else
- HuffmanCoding(psrc, pdst, pdeciphering);
- return 0;
- }