带加密的联邦学习
===========
在单机上模拟了联邦学习的架构,使用了FED_AVG作为聚合算法。
支持三种运行模式:单机模式,联邦模式和带加密的联邦模式。
---------------
demo仍然还在施工中<br>
Encryption_library文件夹里是CKKS算法的加密库和LICENSE<br>
|checklist| |
|---|---
|联邦学习最简单的demo for mnist| done |
|测试加密库对于大数组的性能| done |
|调试最基本的C++调用python的方法|done |
|C++与python之间参数的传递| done |
|用C++解析python的list+np多维数组| done |
|加密模块+计算模块| done |
|把计算好的数据重构为list+np多维数组| done |
|把数据传回python继续进行学习|done |
|多层感知网络MLP+联邦加密学习|done |
|LeNet5联邦加密学习|done |
|FitNet4联邦加密学习|done |
|测试性能| working |
|把demo做成可以在多个电脑上实机运行的成品(有时间的话)|not yet |
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基于Python和C++实现的带加密的联邦学习源码
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共109个文件
h:55个
cpp:40个
py:7个
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<项目介绍> 在单机上模拟了联邦学习的架构,使用了FED_AVG作为聚合算法。 支持三种运行模式:单机模式,联邦 联邦学习最简单的demo for mnist done 测试加密库对于大数组的性能 done 调试最基本的C++调用python的方法 done C++与python之间参数的传递 done 用C++解析python的list+np多维数组 done 加密模块+计算模块 done 把计算好的数据重构为list+np多维数组 done 把数据传回pyt - 不懂运行,下载完可以私聊问,可远程教学 该资源内项目源码是个人的毕设,代码都测试ok,都是运行成功后才上传资源,答辩评审平均分达到96分,放心下载使用! 1、该资源内项目代码都经过测试运行成功,功能ok的情况下才上传的,请放心下载使用! 2、本项目适合计算机相关专业(如计科、人工智能、通信工程、自动化、电子信息等)的在校学生、老师或者企业员工下载学习,也适合小白学习进阶,当然也可作为毕设项目、课程设计、作业、项目初期立项演示等。 3、如果基础还行,也可在此代码基础上进行修改,以实现其他功能,也可用于毕设、课设、作业等。
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