• Huffuman Coding (哈夫曼编码)


    哈夫曼编码(Huffman Coding),又称霍夫曼编码,是一种编码方式,哈夫曼编码是可变字长编码(VLC)的一种。Huffman于1952年提出一种编码方法,该方法完全依据字符出现概率来构造异字头的平均长度最短的码字,有时称之为最佳编码,一般就叫做Huffman编码(有时也称为霍夫曼编码)。

      1 #include "stdafx.h"
      2 #include <iostream>
      3 #include<queue>
      4 #include<vector>
      5 #include <string>
      6 
      7 using namespace std;
      8 
      9 typedef struct 
     10 {
     11     //内容
     12     unsigned char    character;
     13     //频次
     14     unsigned int    frequency;
     15 
     16 } CharNode;
     17 
     18 struct MinHeapNode
     19 {
     20     char data;
     21     unsigned int freq;
     22     MinHeapNode *left, *right;
     23     MinHeapNode(char data, unsigned int freq)
     24     {
     25         left = right = NULL;
     26         this->data = data;
     27         this->freq = freq;
     28     }
     29 };
     30 typedef struct MinHeapNode MinHeapNode;
     31 
     32 struct compare
     33 {
     34     bool operator()(MinHeapNode *a, MinHeapNode *b)
     35     {
     36         //"a > b" 表示 数值小 的 优先级高, 排最上面
     37         //反之 "<" 表示大的优先级高
     38         return (a->freq > b->freq);
     39     }
     40 };
     41 
     42 void get_huffuman_code(MinHeapNode *topNode, string code)
     43 {
     44     if (NULL == topNode)
     45     {
     46         return;
     47     }
     48     //表示已到达最末端,含有左右节点的元素中(由while循环中生成)data必为-1
     49     if (topNode->data != -1)
     50     {
     51         cout << topNode->data << " : " << code<<endl;
     52     }
     53     get_huffuman_code(topNode->left, code + "0");
     54     get_huffuman_code(topNode->right, code + "1");
     55 }
     56 
     57 int main()
     58 {
     59          FILE * inputFile = NULL;
     60          fopen_s(&inputFile,"input.txt", "rb");
     61          if (!inputFile)
     62          {
     63              cout<< "Error: open file failed !" << endl;
     64              return -1;
     65          }
     66 
     67          //初始化ASCII码数组
     68          CharNode nodeArr[256] = { {0,0} };
     69          while (!feof(inputFile))
     70          {
     71               char buf = getc(inputFile);
     72               cout << buf;
     73               nodeArr[buf].character = buf;
     74               nodeArr[buf].frequency++;
     75          }
     76          cout << endl;
     77          //定义一个小顶堆
     78          priority_queue<MinHeapNode*, vector<MinHeapNode*>, compare > minHeap;
     79          for (size_t i = 0; i < 256; i++)
     80          {
     81              //将数据堆中,与升序排序效果类似,即堆首为小值,堆尾为大值
     82              if (nodeArr[i].frequency > 0)
     83              {
     84                  minHeap.push(new MinHeapNode(nodeArr[i].character, nodeArr[i].frequency));
     85                  cout << "Node " << i << ": [" << nodeArr[i].character << ", " << nodeArr[i].frequency << "]" << endl;
     86              }
     87          }
     88 
     89          MinHeapNode *leftNode = NULL, *rightNode = NULL, *topNode = NULL;
     90          //从堆首中抛出两个较小节点,生成一个新节点放回堆中并进行重新排序,
     91          //故,每次操作完成后 堆中会减少一个元素, 且堆顶必为权值最小的2个元素 
     92          //直至堆中只剩一个元素时,哈夫曼树生成完毕
     93          while (minHeap.size() > 1)
     94          {
     95              //较小放左侧
     96              leftNode = minHeap.top();
     97              minHeap.pop();
     98              //较大的放右侧
     99              rightNode = minHeap.top();
    100              minHeap.pop();
    101 
    102              topNode = new MinHeapNode(-1, leftNode->freq + rightNode->freq);
    103              topNode->left = leftNode;
    104              topNode->right = rightNode;
    105              minHeap.push(topNode);
    106          }
    107          get_huffuman_code(topNode, "");
    108          getchar();
    109          return 0;
    110 }
    View Code

     对于解码过程,从根节点出发,依次读取文件流的bit 遇到“0”找leftNode,遇到“1”找rightNode,直至 data != -1

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  • 原文地址:https://www.cnblogs.com/gaobw/p/9657152.html
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