# Fedral-Recommendation-Movie
基于联邦学习的电影推荐系统,采用联邦学习框架FATE1.3.1的横向联邦推荐算法。
上面的代码是过时的系统代码,自己搭建时需要构建自己的系统,核心是使用FATE1.3.1去构建联邦学习模型
# 部署
这里只介绍FATE1.3.1的部署方案:
具体步骤可以参照FATE的官方文档 这里只介绍重要步骤,但是亲测是可以成功的,网上有的博客给的不全!
## 注意使用自带的联邦推荐算法一定要用FATE1.3.1这个版本的,1.4 1.5可能在训练过程中会出问题!新的版本都砍了推荐算法,另外经过本人测试发现1.3.1算法效果很一般!对大数据训练也很耗费时间,如果对算法效果有要求的需要找其他方式实现!
1、备好一台配置足够的服务器,安装CentOS 7系统。
2、安装python3.6,更改usr/bin链接。
3、安装virtualenv 和 virtualenvwrapper。
4、安装jdk1.8并配置环境变量。
5、安装mysql5.6并设置用户和密码。
6、安装Docker19.08以及Docker-Compose1.24.0
7、检查本地8080、9360、9380端口是否被占用
8、wget获取FATE1.3.1的安装包,解压。官方给定最新安装目录无法下载到1.3.1版本,正确地址为:
https://webank-ai-1251170195.cos.ap-guangzhou.myqcloud.com /docker_standalone-fate-1.3.1.tar.gz。
9、运行install_standalone_docker.sh在Docker中安装FATE框架。
10、运行docker exec命令执行FATE容器里的测试脚本验证部署是否成功。
至此,FATE联邦学习框架部署完成。
# 使用
本联邦学习算法有三个参与方,分别是guest,host以及aribiter,guest和host都负责训练本地模型,arbiter负责传输梯度和合并模型,以及帮助guest和host更新模型。使用流程如下:
具体可以参照https://gitee.com/mirrors/FATE/tree/v1.5.0/examples/dsl/v1
和https://gitee.com/mirrors/FATE/tree/v1.3.1/examples/federatedrec-examples使用
1、启动FATE容器。
2、新建guest节点的数据上传配置文件,在文件中标注上传文件所在位置,定义其表名和名词空间,执行命令通过本数据上传配置文件加载节点数据。
3、新建host节点的数据上传配置文件,在文件中标注上传文件所在位置,定义其名词空间,执行命令通过本数据上传配置文件加载节点数据,配置文件和2中的类似。
4、新建算法的配置文件,在文件中先定义各个节点的partyID(在FATE中party用来模拟联邦学习过程中的不同参与方),再定义各个参与方点的数据信息,即将数据的表名名词空间绑定到该参与方上。
5、在算法的配置文件中定义使用什么算法、算法使用什么参数等信息。
6、定义算法执行流程,即算法的执行模块和每个执行模块的输入输出。
7、运行执行算法命令,该命令参数即为算法的配置文件和流程配置文件。
8、在fateboard界面查看算法执行过程。
9、运行下载算法输出的命令下载算法输出文件。
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基于SpringBoot+Scrapy爬取豆瓣电影的联邦学习的电影推荐系统源码+详细文档+全部数据齐全
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【资源说明】 基于SpringBoot+Scrapy爬取豆瓣电影的联邦学习的电影推荐系统,采用联邦学习FATE1.3.1的水平联邦推荐算法源码+详细文档+全部数据齐全.zip 【备注】 1、该项目是高分毕业设计项目源码,已获导师指导认可通过,答辩评审分达到95分 2、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! 3、本项目适合计算机相关专业(如软件工程、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使用,也可作为毕业设计、课程设计、作业、项目初期立项演示等,当然也适合小白学习进阶。 4、如果基础还行,可以在此代码基础上进行修改,以实现其他功能,也可直接用于毕设、课设、作业等。 欢迎下载,沟通交流,互相学习,共同进步!
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