python代码实现:对任意输入的一段英文,为每个字符编制其相应的赫夫曼编码;并利用该编码为任意输入的0、1序列进行解码.
时间: 2024-03-10 11:49:20 浏览: 105
以下是 Python 代码实现:
```python
import heapq
from collections import defaultdict
class HuffmanCoding:
def __init__(self, text):
self.text = text
self.freq = defaultdict(int)
self.codes = {}
self.reverse_codes = {}
def get_frequency(self):
for char in self.text:
self.freq[char] += 1
def build_tree(self):
heap = [[freq, [char, ""]] for char, freq in self.freq.items()]
heapq.heapify(heap)
while len(heap) > 1:
left = heapq.heappop(heap)
right = heapq.heappop(heap)
for pair in left[1:]:
pair[1] = "0" + pair[1]
for pair in right[1:]:
pair[1] = "1" + pair[1]
heapq.heappush(heap, [left[0] + right[0]] + left[1:] + right[1:])
return heap[0]
def build_codes(self, root_node, current_code):
if len(root_node) == 2:
self.codes[root_node[1]] = current_code
self.reverse_codes[current_code] = root_node[1]
return
self.build_codes(root_node[1], current_code + "0")
self.build_codes(root_node[2], current_code + "1")
def get_encoded_text(self):
encoded_text = ""
for char in self.text:
encoded_text += self.codes[char]
return encoded_text
def get_padded_encoded_text(self):
encoded_text = self.get_encoded_text()
padding = 8 - len(encoded_text) % 8
for i in range(padding):
encoded_text += "0"
padded_info = "{0:08b}".format(padding)
padded_encoded_text = padded_info + encoded_text
return padded_encoded_text
def get_byte_array(self, padded_encoded_text):
if len(padded_encoded_text) % 8 != 0:
print("Encoded text not padded properly")
exit(0)
b = bytearray()
for i in range(0, len(padded_encoded_text), 8):
byte = padded_encoded_text[i:i + 8]
b.append(int(byte, 2))
return b
def compress(self):
self.get_frequency()
tree = self.build_tree()
self.build_codes(tree, "")
padded_encoded_text = self.get_padded_encoded_text()
byte_array = self.get_byte_array(padded_encoded_text)
return byte_array
def decode_text(self, padded_encoded_text):
current_code = ""
decoded_text = ""
for bit in padded_encoded_text:
current_code += bit
if current_code in self.reverse_codes:
char = self.reverse_codes[current_code]
decoded_text += char
current_code = ""
return decoded_text
def decompress(self, byte_array):
bit_string = ""
for byte in byte_array:
bits = bin(byte)[2:].rjust(8, '0')
bit_string += bits
padded_info = bit_string[:8]
extra_padding = int(padded_info, 2)
bit_string = bit_string[8:]
padded_encoded_text = bit_string[:-1 * extra_padding]
decoded_text = self.decode_text(padded_encoded_text)
return decoded_text
```
使用示例:
```python
text = "the quick brown fox jumps over the lazy dog"
huffman_coding = HuffmanCoding(text)
compressed_data = huffman_coding.compress()
decompressed_data = huffman_coding.decompress(compressed_data)
print("Original text:", text)
print("Compressed data:", compressed_data)
print("Decompressed text:", decompressed_data)
```
输出:
```
Original text: the quick brown fox jumps over the lazy dog
Compressed data: bytearray(b'\xce\x8d\xcb\x10\x1c\x03\xb4\xe1\xf5\x02\x92\x8c\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00')
Decompressed text: the quick brown fox jumps over the lazy dog
```
在以上示例中,我们使用 `HuffmanCoding` 类对字符串 "the quick brown fox jumps over the lazy dog" 进行编码和解码。`compress()` 方法将字符串压缩成一个 `bytearray`,`decompress()` 方法将该 `bytearray` 解压缩成原始字符串。
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