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AgentEncryption

飞桨模型加密库 - EAP阶段
在分发加密模型时,请务必进行不限于以下的操作方可避免轻易破解

  • 加密深度学习框架以及其相关的Python库,至少为pyd格式
  • 加密AgentEncryption库,至少为pyd格式
  • 限制用户只能使用你提供的Python环境

飞桨推理模型加密可参考从内存中加载加密飞桨推理模型

  1. 加密飞桨模型
  2. 借助PPQI推理加密的飞桨模型
  3. 借助PaddleInference推理加密的飞桨模型

快速使用

  • 如下是几个简单的示例代码:
    • 数据加密:

      # 导入 RSA 加密器
      from agentenc import RSAEncryptor
      
      # 初始化 RSA 加密器
      encryptor = RSAEncryptor(bits=1024)
      
      # 构建原始数据
      pure_data = {
          'int': 100,
          'float': 0.01,
          'str': 'hello',
          'list': [100, 0.01, 'hello']
      }
      
      # 数据加密
      key = encryptor.encode(
          input=pure_data, 
          output='out', 
          format='pkl', 
          keys_saving_path='key'
      )
      
      # 打印随机生成的密钥
      print(key) 
      
      '''
      {
          'private_key': b'-----BEGIN RSA PRIVATE KEY-----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\n8PxyjyOc5IFWieKGUfZQ3ZdKDm95dvAyKpkDa8tqMCM=\n-----END RSA PRIVATE KEY-----', 
          'public_key': b'-----BEGIN PUBLIC KEY-----\nMIGfMA0GCSqGSIb3DQEBAQUAA4GNADCBiQKBgQDQq3mzdfDYjg8ool1Jl5WrmFAk\nJWarokIQAzq/3wT+cbNUy/zvqxHCn7bYsifvx5nLnfCL7cm3BVygnB4clP8p6EAl\nO8KcocC/6WfCyTW5gw23z5TctzSzAERtNTGwDst3RAnEDeJ2crNi/xSs2Wa6k1bN\nkxNFUehEd4ExpYFwLQIDAQAB\n-----END PUBLIC KEY-----'
      }
      '''
      
      # 使用解密函数对文件进行解密
      data = RSAEncryptor.decode(
          inp='out.pkl', 
          private_key=key['private_key']
      )
      
      # 输入与输出数据对比
      print(data == pure_data) 
      
      '''
      True
      '''
    • 数据解密:

      # 导入基础加密器
      from agentenc import Encryptor
      
      # 读取私钥
      private_key = open('key.PRIVATE', 'rb').read() 
      
      # 使用解密函数对文件进行解密
      data = Encryptor.decode(
          inp='out.pkl', 
          private_key=private_key
      )
      
      # 输入与输出数据对比
      print(data)
      
      '''
      {
          'int': 100, 
          'float': 0.01, 
          'str': 'hello', 
          'list': [100, 0.01, 'hello']
      }
      '''

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