编写 Python 程序,实现利用算术编码对文本文件的压缩
时间: 2023-12-10 15:42:24 浏览: 121
算数编码实现对文本的压缩程序
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算术编码是一种无损数据压缩算法,可以对文本文件进行压缩。下面是一个简单的 Python 程序,利用算术编码对文本文件进行压缩:
```python
import sys
from collections import Counter
def get_probabilities(text):
# 计算每个字符在文本中出现的频率
counter = Counter(text)
total = sum(counter.values())
probabilities = {ch: freq/total for ch, freq in counter.items()}
return probabilities
def compress(text):
# 计算每个字符的概率
probabilities = get_probabilities(text)
# 初始化编码区间
low = 0
high = 1
# 迭代计算编码区间
for ch in text:
diff = high - low
high = low + diff * probabilities[ch]
low = low + diff * sum(probabilities[prev_ch] for prev_ch in probabilities if prev_ch < ch)
# 输出编码结果
return (low + high) / 2
if __name__ == '__main__':
if len(sys.argv) != 2:
print('Usage: python arithmetic_coding.py <filename>')
sys.exit(1)
filename = sys.argv[1]
with open(filename, 'r') as f:
text = f.read()
compressed = compress(text)
print(f'Compressed size: {compressed:.2f} bits')
```
这个程序接受一个文件名作为参数,并读取文件中的文本。然后,它计算每个字符在文本中出现的频率,并使用这些概率计算编码区间。最后,程序输出压缩后的文本大小(以位为单位)。
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