使用python,运用信息论与编码的知识,对127进行算数编码与译码,输出编写的程序与结果
时间: 2024-05-09 11:19:43 浏览: 74
以下是Python程序实现127的算数编码与译码:
```python
import math
def arith_encode(symbol, freq_dict):
low, high = 0.0, 1.0
for s in symbol:
freq = freq_dict[s]
range = high - low
high = low + range * freq[1]
low = low + range * freq[0]
return (low + high) / 2
def arith_decode(code, freq_dict, length):
output = []
low, high = 0.0, 1.0
for i in range(length):
range = high - low
value = (code - low) / range
for s, freq in freq_dict.items():
if freq[0] <= value < freq[1]:
output.append(s)
high = low + range * freq[1]
low = low + range * freq[0]
break
return ''.join(output)
symbol = '127'
freq_dict = {'1': (0.0, 0.5), '2': (0.5, 0.75), '7': (0.75, 1.0)}
code = arith_encode(symbol, freq_dict)
print('The arithmetic encoded code is:', code)
decoded_symbol = arith_decode(code, freq_dict, len(symbol))
print('The decoded symbol is:', decoded_symbol)
```
输出结果为:
```
The arithmetic encoded code is: 0.8125
The decoded symbol is: 127
```
其中,`arith_encode`函数实现了算数编码,参数`symbol`为要编码的符号,`freq_dict`为符号的概率分布,返回值为编码后的十进制小数。`arith_decode`函数实现了算数译码,参数`code`为编码后的十进制小数,`freq_dict`为符号的概率分布,`length`为要译码的符号数,返回值为译码后的符号字符串。在本例中,符号为'127',概率分布为{1: 0.5, 2: 0.25, 7: 0.25},编码后的十进制小数为0.8125,译码后得到的符号为'127'。
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