哈夫曼树是一种带权路径最小的树,运用于压缩编码算法。

带权路径又称WPL,是所有非叶子节点的路径之和,路径=深度*权值

哈夫曼树的节点个数=2*带权节点个数-1

哈夫曼树的构造过程

在未组成哈夫曼树的节点中寻找权值最小和第二小的节点,作为左右孩子,构造一个新节点作为父节点,父节点的权值为左右孩子的权值之和

哈夫曼树的表示

哈夫曼树用顺序存储的数组表示

存储结构如下

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typedef struct TreeNode
{
int weight;
int parent;
int lchild;
int rchild;
} TreeNode;

typedef struct HaffTree
{
struct TreeNode *node;
int length;
} HaffTree;

哈夫曼树的初始化操作

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HaffTree *initTree(int *weight, int length)
{
HaffTree *T = (HaffTree *)malloc(sizeof(HaffTree));
T->node = (TreeNode *)malloc(sizeof(struct TreeNode) * (2 * length - 1));

T->length = length;
for (int i = 0; i < length; i++)
{
T->node[i].weight = weight[i];
T->node[i].parent = -1;
T->node[i].lchild = -1;
T->node[i].rchild = -1;
}
return T;
}

上面我们已经说明哈夫曼树的节点树为带权节点个数*2-1,所以代码中我们申请了个数为为2 * length-1的哈夫曼结点数组

构建哈夫曼树

寻找最小节点和第二小节点。

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int *findMinWeight(HaffTree *T)
{
int min = 10000;
int secmin = 10000;
int minidx = -1;
int secidx = -1;

for (int i = 0; i < T->length; i++)
{
if (T->node[i].parent == -1)
{
if (T->node[i].weight < min)
{
secmin = min; // 次小值变成最小值
secidx=minidx;

min = T->node[i].weight; // 最小值更新
minidx = i; //最小值索引更新
}
else if (T->node[i].weight < secmin)
{
secmin = T->node[i].weight;
secidx = i;
}
}
}

int *arr = (int *)malloc(sizeof(int) * 2);
arr[0] = minidx;
arr[1] = secidx;
return arr;
}

构建哈夫曼树的具体过程

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void buildHaffTree(HaffTree *T)
{
int length = T->length * 2 -1;

for (int i = T->length; i < length; i++)
{
int *res = findMinWeight(T);
int lchild = res[0], rchild = res[1];
/*新节点*/
T->node[i].weight = T->node[lchild].weight + T->node[rchild].weight;
T->node[i].lchild = lchild;
T->node[i].rchild = rchild;
T->node[i].parent = -1;

/*设置父节点*/
T->node[lchild].parent = i;
T->node[rchild].parent = i;

T->length++;
}

}

完整代码

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#include <stdio.h>
#include <stdlib.h>

#define MAXNODE 1024;
typedef struct TreeNode
{
int weight;
int parent;
int lchild;
int rchild;
} TreeNode;

typedef struct HaffTree
{
struct TreeNode *node;
int length;
} HaffTree;


HaffTree *initTree(int *weight, int length)
{
HaffTree *T = (HaffTree *)malloc(sizeof(HaffTree));
T->node = (TreeNode *)malloc(sizeof(struct TreeNode) * (2 * length - 1));

T->length = length;
for (int i = 0; i < length; i++)
{
T->node[i].weight = weight[i];
T->node[i].parent = -1;
T->node[i].lchild = -1;
T->node[i].rchild = -1;
}
return T;
}

int *findMinWeight(HaffTree *T)
{
int min = 10000;
int secmin = 10000;
int minidx = -1;
int secidx = -1;

for (int i = 0; i < T->length; i++)
{
if (T->node[i].parent == -1)
{
if (T->node[i].weight < min)
{
secmin = min; // 次小值变成最小值
secidx=minidx;

min = T->node[i].weight; // 最小值更新
minidx = i; //最小值索引更新
}
else if (T->node[i].weight < secmin)
{
secmin = T->node[i].weight;
secidx = i;
}
}
}

int *arr = (int *)malloc(sizeof(int) * 2);
arr[0] = minidx;
arr[1] = secidx;
return arr;
}


void buildHaffTree(HaffTree *T)
{
int length = T->length * 2 -1;

for (int i = T->length; i < length; i++)
{
int *res = findMinWeight(T);
int lchild = res[0], rchild = res[1];
/*新节点*/
T->node[i].weight = T->node[lchild].weight + T->node[rchild].weight;
T->node[i].lchild = lchild;
T->node[i].rchild = rchild;
T->node[i].parent = -1;

/*设置父节点*/
T->node[lchild].parent = i;
T->node[rchild].parent = i;

T->length++;
}

}
void preOrder(HaffTree *T, int idx)
{
if (idx != -1){
printf("%d->", T->node[idx].weight);
preOrder(T, T->node[idx].lchild);
preOrder(T, T->node[idx].rchild);
}
}


int WPL(HaffTree *T){
int wpl=0;
for(int i=0;i<T->length-1;i++){
if(T->node[i].lchild==-1&&T->node[i].rchild==-1){
int j=i;
int depth=0;
while(T->node[j].parent!=0){
j=T->node[j].parent;
depth++;
}
wpl+=depth*T->node[i].weight;
}
}
return wpl;
}
void secOrder(HaffTree *T, int idx)
{
if (idx <= -1)
return;
preOrder(T, T->node[idx].lchild);
printf("%d->", T->node[idx].weight);
preOrder(T, T->node[idx].rchild);
}
int main()
{
int weight[] = {5, 1, 3, 6, 11, 2, 4};
HaffTree *T = initTree(weight, 7);
buildHaffTree(T);
preOrder(T, T->length - 1);
printf("wpl=%d\n",WPL(T));
return 0;
}