-
Notifications
You must be signed in to change notification settings - Fork 8
/
Copy pathunknown_domain_client.py
51 lines (43 loc) · 2.05 KB
/
unknown_domain_client.py
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
# Copyright 2023 TikTok Pte. Ltd.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
'''On-device algorithm in Privacy-Preserving Data Collection with Unknown Domain.'''
from typing import List
from hashlib import sha256
from cryptography.hazmat.primitives.asymmetric import padding
from cryptography.hazmat.primitives.asymmetric import rsa
from cryptography.hazmat.primitives import hashes
class UnknownDomainClient:
'''Client is responsible for collecting and encrypting the raw messages using the on-device LDP algorithm.
'''
@staticmethod
def on_device_algorithm(d: List[str], pk1: rsa.RSAPublicKey, pk2: rsa.RSAPublicKey) -> List[bytes]:
"""On device LDP Algorithm for unknown data string collection.
Args:
d: the raw messages.
pk1: the public key of the server.
pk2: the public key of the auxiliary server.
Returns:
A vector of encrypted messages.
"""
encrypted_messages = []
for message in d:
hash_message = sha256(message.encode('utf-8')).digest()
ciphertext_with_pk1 = pk1.encrypt(
bytes(message, encoding='utf-8'),
padding.OAEP(mgf=padding.MGF1(algorithm=hashes.SHA256()), algorithm=hashes.SHA256(), label=None))
ciphertext_with_pk2 = pk2.encrypt(
ciphertext_with_pk1 + hash_message,
padding.OAEP(mgf=padding.MGF1(algorithm=hashes.SHA256()), algorithm=hashes.SHA256(), label=None))
encrypted_messages.append(ciphertext_with_pk2)
return encrypted_messages