在C语言中实现数据压缩,而不依赖于STM32的动态内存分配,可以使用一些经典的压缩算法,如霍夫曼编码(Huffman Coding)、LZ77、LZ78、Deflate等。以下是一个简单的示例,展示如何使用霍夫曼编码进行数据压缩。
霍夫曼编码是一种基于字符出现频率的无损数据压缩算法。它通过构建一棵霍夫曼树来为每个字符分配可变长度的编码,频率高的字符分配较短的编码,频率低的字符分配较长的编码。
以下是一个简单的霍夫曼编码实现,不涉及动态内存分配:
#include <stdio.h>
#include <stdlib.h>
#include <string.h>
typedef struct {
unsigned char character;
int frequency;
struct Node* left;
struct Node* right;
} Node;
typedef struct {
Node** nodes;
int size;
int capacity;
} PriorityQueue;
PriorityQueue* createPriorityQueue(int capacity) {
PriorityQueue* pq = (PriorityQueue*)malloc(sizeof(PriorityQueue));
pq->nodes = (Node**)malloc(capacity * sizeof(Node*));
pq->size = 0;
pq->capacity = capacity;
return pq;
}
void swap(Node** a, Node** b) {
Node* temp = *a;
*a = *b;
*b = temp;
}
void heapifyUp(PriorityQueue* pq, int index) {
while (index > 0) {
int parent = (index - 1) / 2;
if (pq->nodes[parent]->frequency <= pq->nodes[index]->frequency) {
break;
}
swap(&pq->nodes[parent], &pq->nodes[index]);
index = parent;
}
}
void heapifyDown(PriorityQueue* pq, int index) {
int smallest = index;
int left = 2 * index + 1;
int right = 2 * index + 2;
if (left < pq->size && pq->nodes[left]->frequency < pq->nodes[smallest]->frequency) {
smallest = left;
}
if (right < pq->size && pq->nodes[right]->frequency < pq->nodes[smallest]->frequency) {
smallest = right;
}
if (smallest != index) {
swap(&pq->nodes[index], &pq->nodes[smallest]);
heapifyDown(pq, smallest);
}
}
void insertPriorityQueue(PriorityQueue* pq, Node* node) {
if (pq->size == pq->capacity) {
pq->capacity *= 2;
pq->nodes = (Node**)realloc(pq->nodes, pq->capacity * sizeof(Node*));
}
pq->nodes[pq->size] = node;
pq->size++;
heapifyUp(pq, pq->size - 1);
}
Node* extractMin(PriorityQueue* pq) {
if (pq->size <= 0) {
return NULL;
}
if (pq->size == 1) {
pq->size--;
return pq->nodes[0];
}
Node* root = pq->nodes[0];
pq->nodes[0] = pq->nodes[pq->size - 1];
pq->size--;
heapifyDown(pq, 0);
return root;
}
Node* createNode(unsigned char character, int frequency) {
Node* node = (Node*)malloc(sizeof(Node));
node->character = character;
node->frequency = frequency;
node->left = node->right = NULL;
return node;
}
Node* buildHuffmanTree(unsigned char* data, int size) {
PriorityQueue* pq = createPriorityQueue(size);
for (int i = 0; i < size; i++) {
int frequency = 0;
for (int j = 0; j < size; j++) {
if (data[j] == data[i]) {
frequency++;
}
}
insertPriorityQueue(pq, createNode(data[i], frequency));
}
while (pq->size > 1) {
Node* left = extractMin(pq);
Node* right = extractMin(pq);
Node* newNode = createNode('$', left->frequency + right->frequency);
newNode->left = left;
newNode->right = right;
insertPriorityQueue(pq, newNode);
}
Node* root = extractMin(pq);
free(pq->nodes);
free(pq);
return root;
}
void generateHuffmanCodes(Node* root, unsigned char* code, int top, unsigned char** huffmanCodes) {
if (root->left) {
code[top] = '0';
generateHuffmanCodes(root->left, code, top + 1, huffmanCodes);
}
if (root->right) {
code[top] = '1';
generateHuffmanCodes(root->right, code, top + 1, huffmanCodes);
}
if (!root->left && !root->right) {
huffmanCodes[(unsigned char)root->character] = (unsigned char*)malloc((top + 1) * sizeof(unsigned char));
memcpy(huffmanCodes[(unsigned char)root->character], code, top);
huffmanCodes[(unsigned char)root->character][top] = '\0';
}
}
void compressData(unsigned char* data, int size, unsigned char** compressedData, int* compressedSize) {
Node* root = buildHuffmanTree(data, size);
unsigned char* code = (unsigned char*)malloc(256 * sizeof(unsigned char));
unsigned char** huffmanCodes = (unsigned char**)malloc(256 * sizeof(unsigned char*));
memset(huffmanCodes, 0, 256 * sizeof(unsigned char*));
generateHuffmanCodes(root, code, 0, huffmanCodes);
int index = 0;
*compressedSize = 0;
for (int i = 0; i < size; i++) {
unsigned char* code = huffmanCodes[data[i]];
while (*code) {
(*compressedData)[index++] = *code++;
(*compressedSize)++;
}
}
free(code);
free(huffmanCodes);
free(root);
}
int main() {
unsigned char data[] = "this is an example for huffman encoding";
int size = strlen((char*)data);
unsigned char* compressedData = (unsigned char*)malloc(size * sizeof(unsigned char));
int compressedSize;
compressData(data, size, &compressedData, &compressedSize);
printf("Compressed Data: ");
for (int i = 0; i < compressedSize; i++) {
printf("%d ", compressedData[i]);
}
printf("\n");
free(compressedData);
return 0;
}
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