请使用python编写paillier同态加密算法代码
时间: 2024-01-11 21:03:35 浏览: 42
当然可以!以下是一个使用Python编写的Paillier同态加密算法的简单实现:
```python
import random
import math
def generate_keypair(keysize):
p = generate_prime(keysize // 2)
q = generate_prime(keysize // 2)
n = p * q
g = n + 1
l = (p - 1) * (q - 1)
mu = multiplicative_inverse(l, n)
public_key = (n, g)
private_key = (l, mu)
return public_key, private_key
def generate_prime(keysize):
while True:
num = random.randrange(2**(keysize-1), 2**keysize)
if is_prime(num):
return num
def is_prime(num):
if num < 2:
return False
for i in range(2, int(math.sqrt(num)) + 1):
if num % i == 0:
return False
return True
def multiplicative_inverse(a, n):
t = 0
newt = 1
r = n
newr = a
while newr != 0:
quotient = r // newr
t, newt = newt, t - quotient * newt
r, newr = newr, r - quotient * newr
if r > 1:
raise ValueError("a is not invertible")
if t < 0:
t = t + n
return t
def encrypt(public_key, plaintext):
n, g = public_key
while True:
r = random.randint(1, n)
if math.gcd(r, n) == 1:
break
c = (pow(g, plaintext, n**2) * pow(r, n, n**2)) % (n**2)
return c
def decrypt(private_key, ciphertext):
l, mu = private_key
n = l * mu - 1
c = pow(ciphertext, l, n**2)
plaintext = (L(c, n) * mu) % n
return plaintext
def L(x, n):
return (x - 1) // n
# 示例用法
plaintext1 = 42
plaintext2 = 17
# 生成密钥对
public_key, private_key = generate_keypair(1024)
# 加密
ciphertext1 = encrypt(public_key, plaintext1)
ciphertext2 = encrypt(public_key, plaintext2)
# 同态加法(加密结果相乘)
ciphertext_sum = (ciphertext1 * ciphertext2) % (public_key[0]**2)
# 解密
decrypted_sum = decrypt(private_key, ciphertext_sum)
print("加密前的数据:", plaintext1, plaintext2)
print("加密后的数据:", ciphertext1, ciphertext2)
print("解密后的结果:", decrypted_sum)
```
这只是一个简单的实现,如果需要更完整和安全的Paillier同态加密算法,建议使用现有的加密库或深入了解该算法。