java智能推荐系统技术_GitHub – newfishwang/mirs: 电影智能推荐系统JAVA实现[通俗易懂]

项目说明

电影智能推荐系统采用典型的MVC架构。项目使用Java 语言作为后端编程语言，使用MYSQL作为数据库；智能推荐算法采用协同过滤算法，提供的推荐功能包括：视频推荐、好友推荐、圈子推荐等。此项目践行了前后端完全分离的原则，项目后端只提供RESTFUL接口，项目的前端使用Vue2开发，前端项目地址为：https://github.com/firery/mirs-web-vue 。项目前后端仅仅通过接口进行交互，后端接口地址为：https://www.91film.top/api/swagger/index.html

项目配置

1. 定位到src/main/resources/properties/文件夹下

2. jdbc-example.properties –> jdbc-prod.properties 根据提示配置

3. mail-example.properties –> mail-prod.properties 根据提示配置

开发环境

软/硬件

版本

Window

10

IntelliJ IDEA

2016.2.2

Tomcat

9.0.0.M3

Oracle JDK

1.8.0_72-b15

Maven

3.3.9

MySQL

8.0.0

Redis

3.2.100

部署环境

软/硬件

版本

Centos(1核1g)

7.2

Tomcat

9.0.0.M13

Nginx

1.10.2

Oracle JDK

1.8.0_91-b14

Maven

3.3.9

MySQL

8.0.0

Redis

2.8.19-2

Docker-engine

1.12.3-1

Nginx配置

user nginx;

worker_processes 1;

error_log /var/log/nginx/error.log warn;

pid /var/run/nginx.pid;

events {

use epoll;

worker_connections 1024;

}

http {

include /etc/nginx/mime.types;

default_type application/octet-stream;

log_format main ‘$remote_addr – $remote_user [$time_local] “$request” ‘

‘$status $body_bytes_sent “$http_referer” ‘

‘”$http_user_agent” “$http_x_forwarded_for”‘;

access_log /var/log/nginx/access.log main;

sendfile on;

#tcp_nopush on;

keepalive_timeout 65;

#gzip on;

include /etc/nginx/conf.d/*.conf;

upstream mirs {

server 127.0.0.1:8080;

}

server {

listen 80;

server_name 91film.top;

return 301 https://www.$host$request_uri;

}

server {

listen 80;

server_name www.91film.top;

return 301 https://$host$request_uri;

}

limit_req_zone $binary_remote_addr zone=one:10m rate=1r/s;

server {

listen 443;

server_name www.91film.top;

access_log /var/log/nginx/mirs_access.log;

ssl on;

ssl_certificate /usr/local/sslkey/213936820630408.pem;

ssl_certificate_key /usr/local/sslkey/213936820630408.key;

ssl_session_timeout 5m;

ssl_protocols TLSv1 TLSv1.1 TLSv1.2;

ssl_ciphers AESGCM:ALL:!DH:!EXPORT:!RC4:+HIGH:!MEDIUM:!LOW:!aNULL:!eNULL;

ssl_prefer_server_ciphers on;

location / {

limit_req zone=one burst=10 nodelay;

root /home/mirs;

try_files $uri $uri/ /index.html;

}

location /api {

proxy_pass http://mirs;

proxy_read_timeout 300;

proxy_connect_timeout 300;

proxy_redirect off;

proxy_set_header X-Forwarded-Proto $scheme;

proxy_set_header Host $http_host;

proxy_set_header X-Real-IP $remote_addr;

}

}

}

Tomcat配置

…

…

项目依赖

groupId

artifactId

version

说明

junit

junit

4.12

单元测试依赖

org.slf4j

slf4j-api

1.7.21

日志依赖

ch.qos.logback

logback-core

1.1.7

日志依赖

ch.qos.logback

logback-classic

1.1.7

日志依赖

mysql

mysql-connector-java

6.0.3

数据库连接依赖

c3p0

c3p0

0.9.1.2

数据库连接池依赖

org.mybatis

mybatis

3.4.1

DAO框架：Mybatis依赖

org.mybatis

mybatis-spring

1.3.0

Mybatis自身实现的Spring整合依赖

com.alibaba

fastjson

1.2.18

JSON处理依赖

org.springframework

spring-core

4.3.2.RELEASE

Spring 核心依赖

org.springframework

spring-beans

4.3.2.RELEASE

Spring 核心依赖

org.springframework

spring-context

4.3.2.RELEASE

Spring 核心依赖

org.springframework

spring-context-support

4.3.2.RELEASE

Spring 核心依赖

org.springframework

spring-jdbc

4.3.2.RELEASE

Spring DAO 依赖

org.springframework

spring-tx

4.3.2.RELEASE

Spring DAO 依赖

org.springframework

spring-web

4.3.2.RELEASE

Sping Web 依赖

org.springframework

spring-webmvc

4.3.2.RELEASE

Sping Web 依赖

org.springframework

spring-websocket

4.3.2.RELEASE

Sping Websocket 依赖

org.springframework

spring-messaging

4.3.2.RELEASE

Sping Websocket 依赖

org.springframework

spring-test

4.3.2.RELEASE

Spring Test 依赖

org.scribe

scribe

1.3.7

OAuth认证依赖

com.mangofactory

swagger-springmvc

1.0.2

Swagger 自动生成接口文档依赖

com.fasterxml.jackson.core

jackson-core

2.8.2

数据绑定依赖

com.fasterxml.jackson.core

jackson-databind

2.8.2

数据绑定依赖

com.fasterxml.jackson.core

jackson-annotations

2.8.2

数据绑定依赖

com.github.penggle

kaptcha

2.3.2

生成验证码依赖

org.apache.shiro

shiro-core

1.3.2

权限管理依赖

org.apache.shiro

shiro-web

1.3.2

权限管理依赖

org.apache.shiro

shiro-ehcache

1.3.2

权限管理依赖

org.apache.shiro

shiro-spring

1.3.2

权限管理依赖

net.sf.ehcache

ehcache

2.10.3

缓存依赖

org.apache.lucene

lucene-core

6.2.1

搜索引擎依赖

org.apache.lucene

lucene-queryparser

6.2.1

搜索引擎依赖

org.lionsoul

jcseg-analyzer

2.0.0

中文分词依赖

org.apache.mahout

mahout-core

0.9

推荐系统依赖

org.apache.mahout

mahout-math

0.12.2

推荐系统依赖

com.thetransactioncompany

cors-filter

2.5

跨域请求过滤依赖

javax.mail

mail

1.4.7

发送邮件依赖