├── .gitignore ├── display ├── front-end │ ├── vue-project │ │ ├── src │ │ │ ├── assets │ │ │ │ ├── main.css │ │ │ │ ├── logo.svg │ │ │ │ └── base.css │ │ │ ├── stores │ │ │ │ └── store.js │ │ │ ├── components │ │ │ │ ├── Main.vue │ │ │ │ ├── Display.vue │ │ │ │ └── Aside.vue │ │ │ ├── main.js │ │ │ └── App.vue │ │ ├── .vscode │ │ │ └── extensions.json │ │ ├── public │ │ │ └── favicon.ico │ │ ├── vite.config.js │ │ ├── index.html │ │ ├── .gitignore │ │ ├── package.json │ │ ├── README.md │ │ ├── yarn.lock │ │ └── package-lock.json │ ├── package.json │ ├── yarn.lock │ └── package-lock.json └── EncryptedTrafficRecognition │ └── EncryptedTrafficRecognition │ ├── src │ └── main │ │ ├── java │ │ └── com │ │ │ └── example │ │ │ └── EncryptedTrafficRecognition │ │ │ ├── request │ │ │ └── SinglePacket.java │ │ │ ├── dao │ │ │ ├── AppStaRepository.java │ │ │ ├── ComPortStaRepository.java │ │ │ ├── ComProStaRepository.java │ │ │ └── EncMsgRepository.java │ │ │ ├── response │ │ │ ├── appStaResponse.java │ │ │ ├── portStaResponse.java │ │ │ ├── Response.java │ │ │ ├── proStaResponse.java │ │ │ ├── compResponse.java │ │ │ ├── portResponse.java │ │ │ └── protocolResponse.java │ │ │ ├── config │ │ │ └── CorsConfig.java │ │ │ ├── domain │ │ │ ├── AppSta.java │ │ │ ├── EncryptedMessage.java │ │ │ ├── ComProSta.java │ │ │ └── ComPortSta.java │ │ │ └── controller │ │ │ └── Controller.java │ │ └── resources │ │ └── application.properties │ ├── .gitignore │ ├── pom.xml │ ├── mvnw.cmd │ └── mvnw ├── model └── tcdnn.pth ├── dataset ├── qq_test.pcap ├── wx_test.pcap ├── qq_train.pcap ├── wx_train.pcap ├── https_test.pcap └── https_train.pcap ├── model.py ├── LICENSE ├── capture.py ├── visualization.py ├── utils.py ├── train.py └── README.md /.gitignore: -------------------------------------------------------------------------------- 1 | *.zip -------------------------------------------------------------------------------- /display/front-end/vue-project/src/assets/main.css: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /model/tcdnn.pth: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/120L021602/EncryptedTrafficClassificationSystem/HEAD/model/tcdnn.pth -------------------------------------------------------------------------------- /dataset/qq_test.pcap: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/120L021602/EncryptedTrafficClassificationSystem/HEAD/dataset/qq_test.pcap -------------------------------------------------------------------------------- /dataset/wx_test.pcap: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/120L021602/EncryptedTrafficClassificationSystem/HEAD/dataset/wx_test.pcap -------------------------------------------------------------------------------- /dataset/qq_train.pcap: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/120L021602/EncryptedTrafficClassificationSystem/HEAD/dataset/qq_train.pcap -------------------------------------------------------------------------------- /dataset/wx_train.pcap: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/120L021602/EncryptedTrafficClassificationSystem/HEAD/dataset/wx_train.pcap -------------------------------------------------------------------------------- /dataset/https_test.pcap: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/120L021602/EncryptedTrafficClassificationSystem/HEAD/dataset/https_test.pcap -------------------------------------------------------------------------------- /dataset/https_train.pcap: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/120L021602/EncryptedTrafficClassificationSystem/HEAD/dataset/https_train.pcap -------------------------------------------------------------------------------- /display/front-end/package.json: -------------------------------------------------------------------------------- 1 | { 2 | "dependencies": { 3 | "element-plus": "^2.3.6", 4 | "element-ui": "^2.15.13" 5 | } 6 | } 7 | -------------------------------------------------------------------------------- /display/front-end/vue-project/.vscode/extensions.json: -------------------------------------------------------------------------------- 1 | { 2 | "recommendations": ["Vue.volar", "Vue.vscode-typescript-vue-plugin"] 3 | } 4 | -------------------------------------------------------------------------------- /display/front-end/vue-project/public/favicon.ico: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/120L021602/EncryptedTrafficClassificationSystem/HEAD/display/front-end/vue-project/public/favicon.ico -------------------------------------------------------------------------------- /display/front-end/vue-project/src/assets/logo.svg: -------------------------------------------------------------------------------- 1 | 2 | -------------------------------------------------------------------------------- /display/EncryptedTrafficRecognition/EncryptedTrafficRecognition/src/main/java/com/example/EncryptedTrafficRecognition/request/SinglePacket.java: -------------------------------------------------------------------------------- 1 | package com.example.EncryptedTrafficRecognition.request; 2 | 3 | import lombok.Data; 4 | 5 | @Data 6 | public class SinglePacket { 7 | private String catalogue; 8 | 9 | private Integer port; 10 | 11 | private String protocol; 12 | } 13 | -------------------------------------------------------------------------------- /display/front-end/vue-project/src/stores/store.js: -------------------------------------------------------------------------------- 1 | import {defineStore} from 'pinia' 2 | export const useStore = defineStore('main', { 3 | state: () => ({ 4 | proInfo: [], 5 | proXData: [], 6 | proYData: [], 7 | portInfo: [], 8 | portXData: [], 9 | portYdata: [], 10 | compDis: [], 11 | type: 'showCalendar' 12 | }) 13 | }) -------------------------------------------------------------------------------- /display/front-end/vue-project/vite.config.js: -------------------------------------------------------------------------------- 1 | import { fileURLToPath, URL } from 'node:url' 2 | 3 | import { defineConfig } from 'vite' 4 | import vue from '@vitejs/plugin-vue' 5 | 6 | // https://vitejs.dev/config/ 7 | export default defineConfig({ 8 | plugins: [vue()], 9 | resolve: { 10 | alias: { 11 | '@': fileURLToPath(new URL('./src', import.meta.url)) 12 | } 13 | } 14 | }) 15 | -------------------------------------------------------------------------------- /display/front-end/vue-project/index.html: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | Vite App 8 | 9 | 10 |
11 | 12 | 13 | 14 | -------------------------------------------------------------------------------- /display/front-end/vue-project/.gitignore: -------------------------------------------------------------------------------- 1 | # Logs 2 | logs 3 | *.log 4 | npm-debug.log* 5 | yarn-debug.log* 6 | yarn-error.log* 7 | pnpm-debug.log* 8 | lerna-debug.log* 9 | 10 | node_modules 11 | .DS_Store 12 | dist 13 | dist-ssr 14 | coverage 15 | *.local 16 | 17 | /cypress/videos/ 18 | /cypress/screenshots/ 19 | 20 | # Editor directories and files 21 | .vscode/* 22 | !.vscode/extensions.json 23 | .idea 24 | *.suo 25 | *.ntvs* 26 | *.njsproj 27 | *.sln 28 | *.sw? 29 | -------------------------------------------------------------------------------- /display/EncryptedTrafficRecognition/EncryptedTrafficRecognition/src/main/java/com/example/EncryptedTrafficRecognition/dao/AppStaRepository.java: -------------------------------------------------------------------------------- 1 | package com.example.EncryptedTrafficRecognition.dao; 2 | 3 | import com.example.EncryptedTrafficRecognition.domain.AppSta; 4 | import com.example.EncryptedTrafficRecognition.domain.ComPortSta; 5 | import org.springframework.data.jpa.repository.JpaRepository; 6 | 7 | public interface AppStaRepository extends JpaRepository { 8 | } 9 | -------------------------------------------------------------------------------- /display/EncryptedTrafficRecognition/EncryptedTrafficRecognition/src/main/java/com/example/EncryptedTrafficRecognition/dao/ComPortStaRepository.java: -------------------------------------------------------------------------------- 1 | package com.example.EncryptedTrafficRecognition.dao; 2 | 3 | import com.example.EncryptedTrafficRecognition.domain.ComPortSta; 4 | import org.springframework.data.jpa.repository.JpaRepository; 5 | import org.springframework.stereotype.Repository; 6 | 7 | @Repository 8 | public interface ComPortStaRepository extends JpaRepository { 9 | } 10 | -------------------------------------------------------------------------------- /display/EncryptedTrafficRecognition/EncryptedTrafficRecognition/src/main/java/com/example/EncryptedTrafficRecognition/dao/ComProStaRepository.java: -------------------------------------------------------------------------------- 1 | package com.example.EncryptedTrafficRecognition.dao; 2 | 3 | import com.example.EncryptedTrafficRecognition.domain.ComProSta; 4 | import org.springframework.data.jpa.repository.JpaRepository; 5 | import org.springframework.stereotype.Repository; 6 | 7 | @Repository 8 | public interface ComProStaRepository extends JpaRepository { 9 | } 10 | -------------------------------------------------------------------------------- /display/front-end/vue-project/src/components/Main.vue: -------------------------------------------------------------------------------- 1 | 22 | 23 | -------------------------------------------------------------------------------- /display/front-end/vue-project/src/main.js: -------------------------------------------------------------------------------- 1 | import './assets/main.css' 2 | 3 | 4 | import { createPinia } from "pinia"; 5 | import { createApp } from 'vue' 6 | import App from './App.vue' 7 | import ElementPlus from 'element-plus' 8 | import 'element-plus/dist/index.css' 9 | 10 | import axios from 'axios' 11 | // Vue.prototype.$axios = axios 12 | const pinia = createPinia() 13 | 14 | const app = createApp(App) 15 | // app.use(ElementPlus, { size: 'small', zIndex: 3000 }) 16 | 17 | app.use(ElementPlus) 18 | app.use(pinia) 19 | 20 | app.mount('#app') 21 | -------------------------------------------------------------------------------- /display/front-end/vue-project/package.json: -------------------------------------------------------------------------------- 1 | { 2 | "name": "vue-project", 3 | "version": "0.0.0", 4 | "private": true, 5 | "scripts": { 6 | "dev": "vite", 7 | "build": "vite build", 8 | "preview": "vite preview" 9 | }, 10 | "dependencies": { 11 | "axios": "^1.4.0", 12 | "echarts": "^5.4.2", 13 | "element-plus": "^2.3.6", 14 | "pinia": "^2.1.3", 15 | "vue": "^3.3.2", 16 | "vue-router": "^4.2.0" 17 | }, 18 | "devDependencies": { 19 | "@vitejs/plugin-vue": "^4.2.3", 20 | "vite": "^4.3.5" 21 | } 22 | } 23 | -------------------------------------------------------------------------------- /display/EncryptedTrafficRecognition/EncryptedTrafficRecognition/.gitignore: -------------------------------------------------------------------------------- 1 | HELP.md 2 | target/ 3 | !.mvn/wrapper/maven-wrapper.jar 4 | !**/src/main/**/target/ 5 | !**/src/test/**/target/ 6 | 7 | ### STS ### 8 | .apt_generated 9 | .classpath 10 | .factorypath 11 | .project 12 | .settings 13 | .springBeans 14 | .sts4-cache 15 | 16 | ### IntelliJ IDEA ### 17 | .idea 18 | *.iws 19 | *.iml 20 | *.ipr 21 | 22 | ### NetBeans ### 23 | /nbproject/private/ 24 | /nbbuild/ 25 | /dist/ 26 | /nbdist/ 27 | /.nb-gradle/ 28 | build/ 29 | !**/src/main/**/build/ 30 | !**/src/test/**/build/ 31 | 32 | ### VS Code ### 33 | .vscode/ 34 | -------------------------------------------------------------------------------- /model.py: -------------------------------------------------------------------------------- 1 | from torch import nn 2 | 3 | 4 | # Traffic Classification Deep Neural Network 5 | class TCDNN(nn.Module): 6 | def __init__(self): 7 | super(TCDNN, self).__init__() 8 | self.mlp = nn.Sequential( 9 | nn.Linear(100, 90), 10 | nn.ReLU(), 11 | nn.Linear(90, 70), 12 | nn.ReLU(), 13 | nn.Linear(70, 50), 14 | nn.ReLU(), 15 | nn.Linear(50, 30), 16 | nn.ReLU(), 17 | nn.Linear(30, 3), 18 | nn.Softmax(dim=1) 19 | ) 20 | 21 | def forward(self, x): 22 | return self.mlp(x) 23 | -------------------------------------------------------------------------------- /display/EncryptedTrafficRecognition/EncryptedTrafficRecognition/src/main/resources/application.properties: -------------------------------------------------------------------------------- 1 | server.port=12345 2 | 3 | spring.jpa.hibernate.ddl-auto=update 4 | spring.datasource.url=jdbc:mysql://${MYSQL_HOST:localhost}:3306/infcontsecurity?useUnicode=true&characterEncoding=utf8&serverTimezone=Asia/Shanghai 5 | spring.datasource.username=kevin 6 | spring.datasource.password=Kevin220419 7 | spring.datasource.driver-class-name=com.mysql.cj.jdbc.Driver 8 | spring.jpa.hibernate.naming.physical-strategy=org.hibernate.boot.model.naming.PhysicalNamingStrategyStandardImpl 9 | spring.jpa.show-sql=true 10 | 11 | logging.level.org.springframework.boot.autoconfigure=error 12 | 13 | -------------------------------------------------------------------------------- /display/EncryptedTrafficRecognition/EncryptedTrafficRecognition/src/main/java/com/example/EncryptedTrafficRecognition/response/appStaResponse.java: -------------------------------------------------------------------------------- 1 | package com.example.EncryptedTrafficRecognition.response; 2 | 3 | import com.example.EncryptedTrafficRecognition.domain.AppSta; 4 | import lombok.Data; 5 | import lombok.EqualsAndHashCode; 6 | 7 | @Data 8 | @EqualsAndHashCode(callSuper = true) 9 | public class appStaResponse extends Response{ 10 | 11 | private AppSta appSta; 12 | 13 | public appStaResponse() { 14 | } 15 | 16 | public AppSta getAppSta() { 17 | return appSta; 18 | } 19 | 20 | public void setAppSta(AppSta appSta) { 21 | this.appSta = appSta; 22 | } 23 | } 24 | -------------------------------------------------------------------------------- /display/EncryptedTrafficRecognition/EncryptedTrafficRecognition/src/main/java/com/example/EncryptedTrafficRecognition/response/portStaResponse.java: -------------------------------------------------------------------------------- 1 | package com.example.EncryptedTrafficRecognition.response; 2 | 3 | 4 | import com.example.EncryptedTrafficRecognition.domain.ComPortSta; 5 | import lombok.Data; 6 | import lombok.EqualsAndHashCode; 7 | 8 | @Data 9 | @EqualsAndHashCode(callSuper = true) 10 | public class portStaResponse extends Response{ 11 | 12 | private ComPortSta comPortSta; 13 | 14 | public ComPortSta getComPortSta() { 15 | return comPortSta; 16 | } 17 | 18 | public void setComPortSta(ComPortSta comPortSta) { 19 | this.comPortSta = comPortSta; 20 | } 21 | } 22 | -------------------------------------------------------------------------------- /display/EncryptedTrafficRecognition/EncryptedTrafficRecognition/src/main/java/com/example/EncryptedTrafficRecognition/response/Response.java: -------------------------------------------------------------------------------- 1 | package com.example.EncryptedTrafficRecognition.response; 2 | 3 | public class Response { 4 | private Boolean success; 5 | private String msg; 6 | 7 | public Response() { 8 | this.success = false; 9 | this.msg = ""; 10 | } 11 | 12 | public Boolean getSuccess() { 13 | return success; 14 | } 15 | 16 | public void setSuccess(Boolean success) { 17 | this.success = success; 18 | } 19 | 20 | public String getMsg() { 21 | return msg; 22 | } 23 | 24 | public void setMsg(String msg) { 25 | this.msg = msg; 26 | } 27 | } 28 | -------------------------------------------------------------------------------- /display/EncryptedTrafficRecognition/EncryptedTrafficRecognition/src/main/java/com/example/EncryptedTrafficRecognition/dao/EncMsgRepository.java: -------------------------------------------------------------------------------- 1 | package com.example.EncryptedTrafficRecognition.dao; 2 | 3 | import com.example.EncryptedTrafficRecognition.domain.EncryptedMessage; 4 | import org.springframework.data.jpa.repository.JpaRepository; 5 | import org.springframework.stereotype.Repository; 6 | 7 | import java.util.List; 8 | 9 | @Repository 10 | public interface EncMsgRepository extends JpaRepository { 11 | 12 | List findAllByPort(Integer port); 13 | 14 | List findAllByProtocol(String protocol); 15 | 16 | List findAllByCatalogue(String catalogue); 17 | } 18 | -------------------------------------------------------------------------------- /display/EncryptedTrafficRecognition/EncryptedTrafficRecognition/src/main/java/com/example/EncryptedTrafficRecognition/response/proStaResponse.java: -------------------------------------------------------------------------------- 1 | package com.example.EncryptedTrafficRecognition.response; 2 | 3 | 4 | import com.example.EncryptedTrafficRecognition.domain.ComPortSta; 5 | import com.example.EncryptedTrafficRecognition.domain.ComProSta; 6 | import lombok.Data; 7 | import lombok.EqualsAndHashCode; 8 | 9 | @Data 10 | @EqualsAndHashCode(callSuper = true) 11 | public class proStaResponse extends Response{ 12 | private ComProSta comProSta; 13 | 14 | public ComProSta getComProSta() { 15 | return comProSta; 16 | } 17 | 18 | public void setComProSta(ComProSta comProSta) { 19 | this.comProSta = comProSta; 20 | } 21 | } 22 | -------------------------------------------------------------------------------- /display/front-end/vue-project/README.md: -------------------------------------------------------------------------------- 1 | # vue-project 2 | 3 | This template should help get you started developing with Vue 3 in Vite. 4 | 5 | ## Recommended IDE Setup 6 | 7 | [VSCode](https://code.visualstudio.com/) + [Volar](https://marketplace.visualstudio.com/items?itemName=Vue.volar) (and disable Vetur) + [TypeScript Vue Plugin (Volar)](https://marketplace.visualstudio.com/items?itemName=Vue.vscode-typescript-vue-plugin). 8 | 9 | ## Customize configuration 10 | 11 | See [Vite Configuration Reference](https://vitejs.dev/config/). 12 | 13 | ## Project Setup 14 | 15 | ```sh 16 | yarn 17 | ``` 18 | 19 | ### Compile and Hot-Reload for Development 20 | 21 | ```sh 22 | yarn dev 23 | ``` 24 | 25 | ### Compile and Minify for Production 26 | 27 | ```sh 28 | yarn build 29 | ``` 30 | -------------------------------------------------------------------------------- /display/EncryptedTrafficRecognition/EncryptedTrafficRecognition/src/main/java/com/example/EncryptedTrafficRecognition/response/compResponse.java: -------------------------------------------------------------------------------- 1 | package com.example.EncryptedTrafficRecognition.response; 2 | 3 | import com.example.EncryptedTrafficRecognition.domain.EncryptedMessage; 4 | import lombok.Data; 5 | import lombok.EqualsAndHashCode; 6 | 7 | import java.util.List; 8 | 9 | @Data 10 | @EqualsAndHashCode(callSuper = true) 11 | public class compResponse extends Response{ 12 | 13 | private List encMsgList; 14 | 15 | public compResponse() { 16 | } 17 | 18 | public List getEncMsgList() { 19 | return encMsgList; 20 | } 21 | 22 | public void setEncMsgList(List encMsgList) { 23 | this.encMsgList = encMsgList; 24 | } 25 | } 26 | -------------------------------------------------------------------------------- /display/EncryptedTrafficRecognition/EncryptedTrafficRecognition/src/main/java/com/example/EncryptedTrafficRecognition/config/CorsConfig.java: -------------------------------------------------------------------------------- 1 | package com.example.EncryptedTrafficRecognition.config; 2 | 3 | import org.springframework.context.annotation.Configuration; 4 | import org.springframework.web.servlet.config.annotation.CorsRegistry; 5 | import org.springframework.web.servlet.config.annotation.WebMvcConfigurer; 6 | 7 | @Configuration 8 | public class CorsConfig implements WebMvcConfigurer { 9 | 10 | @Override 11 | public void addCorsMappings(CorsRegistry registry) { 12 | registry.addMapping("/**") 13 | .allowedOriginPatterns("*") 14 | .allowCredentials(true) 15 | .allowedMethods("GET", "POST", "DELETE", "PUT", "PATCH") 16 | .maxAge(3600); 17 | } 18 | 19 | } 20 | -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | MIT License 2 | 3 | Copyright (c) 2023 Ernest Cui 4 | 5 | Permission is hereby granted, free of charge, to any person obtaining a copy 6 | of this software and associated documentation files (the "Software"), to deal 7 | in the Software without restriction, including without limitation the rights 8 | to use, copy, modify, merge, publish, distribute, sublicense, and/or sell 9 | copies of the Software, and to permit persons to whom the Software is 10 | furnished to do so, subject to the following conditions: 11 | 12 | The above copyright notice and this permission notice shall be included in all 13 | copies or substantial portions of the Software. 14 | 15 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR 16 | IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, 17 | FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE 18 | AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER 19 | LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, 20 | OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE 21 | SOFTWARE. 22 | -------------------------------------------------------------------------------- /display/EncryptedTrafficRecognition/EncryptedTrafficRecognition/src/main/java/com/example/EncryptedTrafficRecognition/response/portResponse.java: -------------------------------------------------------------------------------- 1 | package com.example.EncryptedTrafficRecognition.response; 2 | 3 | import lombok.Data; 4 | import lombok.EqualsAndHashCode; 5 | 6 | import java.util.ArrayList; 7 | 8 | @Data 9 | @EqualsAndHashCode(callSuper = true) 10 | public class portResponse extends Response{ 11 | 12 | //portList中按顺序保存所有的端口号 13 | private ArrayList portList; 14 | 15 | //idList中按顺序保存所有协议的编号 16 | private ArrayList idList; 17 | 18 | 19 | public portResponse() { 20 | portList = new ArrayList<>(); 21 | idList = new ArrayList<>(); 22 | } 23 | 24 | public ArrayList getPortList() { 25 | return portList; 26 | } 27 | 28 | public void setPortList(ArrayList portList) { 29 | this.portList = portList; 30 | } 31 | 32 | public ArrayList getIdList() { 33 | return idList; 34 | } 35 | 36 | public void setIdList(ArrayList idList) { 37 | this.idList = idList; 38 | } 39 | 40 | public void addIdList(Integer id){ 41 | this.idList.add(id); 42 | } 43 | 44 | public void addPortList(Integer port){ 45 | this.portList.add(port); 46 | } 47 | } 48 | -------------------------------------------------------------------------------- /display/EncryptedTrafficRecognition/EncryptedTrafficRecognition/src/main/java/com/example/EncryptedTrafficRecognition/response/protocolResponse.java: -------------------------------------------------------------------------------- 1 | package com.example.EncryptedTrafficRecognition.response; 2 | 3 | import lombok.Data; 4 | import lombok.EqualsAndHashCode; 5 | 6 | import java.util.ArrayList; 7 | 8 | @Data 9 | @EqualsAndHashCode(callSuper = true) 10 | public class protocolResponse extends Response{ 11 | 12 | private ArrayList protocolList; 13 | 14 | private ArrayList idList; 15 | 16 | public protocolResponse() { 17 | this.idList = new ArrayList<>(); 18 | this.protocolList = new ArrayList<>(); 19 | } 20 | 21 | public ArrayList getProtocolList() { 22 | return protocolList; 23 | } 24 | 25 | public void setProtocolList(ArrayList protocolList) { 26 | this.protocolList = protocolList; 27 | } 28 | 29 | public ArrayList getIdList() { 30 | return idList; 31 | } 32 | 33 | public void setIdList(ArrayList idList) { 34 | this.idList = idList; 35 | } 36 | 37 | public void addIdList(Integer id){ 38 | this.idList.add(id); 39 | } 40 | 41 | public void addProtocolList(String protocol){ 42 | this.protocolList.add(protocol); 43 | } 44 | } 45 | -------------------------------------------------------------------------------- /display/EncryptedTrafficRecognition/EncryptedTrafficRecognition/src/main/java/com/example/EncryptedTrafficRecognition/domain/AppSta.java: -------------------------------------------------------------------------------- 1 | package com.example.EncryptedTrafficRecognition.domain; 2 | 3 | import jakarta.persistence.*; 4 | 5 | @Entity 6 | @Table(name = "appSta") 7 | public class AppSta { 8 | 9 | @Id//这是主键 10 | @Column(name = "id")//数据库中的id对应属性中的id 11 | @GeneratedValue(strategy = GenerationType.IDENTITY) 12 | private Integer id; 13 | 14 | @Column(name = "wx") 15 | private Integer wx; 16 | 17 | @Column(name = "qq") 18 | private Integer qq; 19 | 20 | @Column(name = "https") 21 | private Integer https; 22 | 23 | public AppSta() { 24 | } 25 | 26 | public Integer getId() { 27 | return id; 28 | } 29 | 30 | public void setId(Integer id) { 31 | this.id = id; 32 | } 33 | 34 | public Integer getWx() { 35 | return wx; 36 | } 37 | 38 | public void setWx(Integer wx) { 39 | this.wx = wx; 40 | } 41 | 42 | public Integer getQq() { 43 | return qq; 44 | } 45 | 46 | public void setQq(Integer qq) { 47 | this.qq = qq; 48 | } 49 | 50 | public Integer getHttps() { 51 | return https; 52 | } 53 | 54 | public void setHttps(Integer https) { 55 | this.https = https; 56 | } 57 | } 58 | -------------------------------------------------------------------------------- /display/EncryptedTrafficRecognition/EncryptedTrafficRecognition/src/main/java/com/example/EncryptedTrafficRecognition/domain/EncryptedMessage.java: -------------------------------------------------------------------------------- 1 | package com.example.EncryptedTrafficRecognition.domain; 2 | 3 | import jakarta.persistence.*; 4 | 5 | @Entity 6 | @Table(name = "encryptedmessage") 7 | public class EncryptedMessage { 8 | 9 | @Id//这是主键 10 | @Column(name = "id")//数据库中的id对应属性中的id 11 | @GeneratedValue(strategy = GenerationType.IDENTITY) 12 | private Integer id; 13 | 14 | @Column(name = "protocol") 15 | private String protocol; 16 | 17 | @Column(name = "port") 18 | private Integer port; 19 | 20 | @Column(name = "catalogue") 21 | private String catalogue; 22 | 23 | public Integer getId() { 24 | return id; 25 | } 26 | 27 | public void setId(Integer id) { 28 | this.id = id; 29 | } 30 | 31 | public String getProtocol() { 32 | return protocol; 33 | } 34 | 35 | public void setProtocol(String protocol) { 36 | this.protocol = protocol; 37 | } 38 | 39 | public Integer getPort() { 40 | return port; 41 | } 42 | 43 | public void setPort(Integer port) { 44 | this.port = port; 45 | } 46 | 47 | public String getCatalogue() { 48 | return catalogue; 49 | } 50 | 51 | public void setCatalogue(String catalogue) { 52 | this.catalogue = catalogue; 53 | } 54 | } 55 | -------------------------------------------------------------------------------- /display/front-end/vue-project/src/App.vue: -------------------------------------------------------------------------------- 1 | 13 | 14 | 33 | 34 | -------------------------------------------------------------------------------- /capture.py: -------------------------------------------------------------------------------- 1 | import threading 2 | import time 3 | import requests 4 | from scapy.all import * 5 | from scapy.layers.inet import * 6 | from utils import get_tcp_udp_slice 7 | import torch 8 | import numpy as np 9 | from model import TCDNN 10 | 11 | tcann = TCDNN() 12 | tcann.load_state_dict(torch.load("./model/tcdnn.pth")) 13 | tcann.eval() 14 | 15 | app_names = ["QQ", "WX", "HTTPS"] 16 | app_counts = [0, 0, 0] 17 | 18 | API_HOST = "172.20.29.80" 19 | API_PORT = 12345 20 | API_PREFIX = f"http://{API_HOST}:{API_PORT}/" 21 | 22 | accumulated_packets = [] 23 | SEND_INTERVAL_MS = 500 24 | 25 | 26 | def packet_handler(pkt: Packet): 27 | if TCP in pkt or UDP in pkt: 28 | packet_slice = get_tcp_udp_slice(pkt) 29 | pred = tcann(torch.tensor(np.array([packet_slice]), dtype=torch.float)).argmax(1).item() 30 | app_counts[pred] += 1 31 | print(", ".join([f"{app_names[x]}: {app_counts[x]}" for x in range(len(app_counts))])) 32 | 33 | accumulated_packets.append({ 34 | "protocol": "TCP" if TCP in pkt else "UDP", 35 | "port": pkt[TCP].dport if TCP in pkt else pkt[UDP].dport, 36 | "catalogue": app_names[pred] 37 | }) 38 | 39 | 40 | def send_accumulated_packets(): 41 | global accumulated_packets 42 | 43 | while True: 44 | if len(accumulated_packets) > 0: 45 | requests.post(API_PREFIX + "api/receive_data", 46 | json={"packets": accumulated_packets}) 47 | print(f"*** Sent {len(accumulated_packets)} ***") 48 | accumulated_packets = [] 49 | 50 | time.sleep(SEND_INTERVAL_MS/1000) 51 | 52 | 53 | threading.Thread(target=send_accumulated_packets).start() 54 | 55 | # Remove iface="WLAN" when using ethernet 56 | sniff(iface="WLAN", 57 | prn=packet_handler, 58 | filter=f"(tcp or udp) and (not port 53) and (not port 1900) and (not port {API_PORT})") 59 | -------------------------------------------------------------------------------- /visualization.py: -------------------------------------------------------------------------------- 1 | import numpy as np 2 | from sklearn.preprocessing import StandardScaler 3 | from sklearn.decomposition import PCA 4 | from sklearn.manifold import TSNE 5 | from scapy.all import * 6 | from utils import get_tcp_udp_slices 7 | from matplotlib import pyplot as plt 8 | 9 | plt.rcParams["font.sans-serif"] = ["Microsoft YaHei"] 10 | plt.rcParams['axes.unicode_minus'] = False 11 | plt.rcParams['figure.figsize'] = (7, 7) 12 | 13 | 14 | def pca(data_std: np.ndarray, n_components) -> np.ndarray: 15 | pca = PCA(n_components=n_components, svd_solver='full') 16 | pca.fit_transform(data_std) 17 | return data_std @ pca.components_.T 18 | 19 | 20 | dataset_qq = rdpcap("./dataset/qq_train.pcap") 21 | dataset_wx = rdpcap("./dataset/wx_train.pcap") 22 | dataset_https = rdpcap("./dataset/https_train.pcap") 23 | 24 | headers_qq = get_tcp_udp_slices(dataset_qq) 25 | headers_wx = get_tcp_udp_slices(dataset_wx) 26 | headers_https = get_tcp_udp_slices(dataset_https) 27 | 28 | s = StandardScaler() 29 | std_qq = s.fit_transform(headers_qq) 30 | std_wx = s.fit_transform(headers_wx) 31 | std_https = s.fit_transform(headers_https) 32 | 33 | # PCA 34 | pc_qq = pca(std_qq, 10) 35 | pc_wx = pca(std_wx, 10) 36 | pc_https = pca(std_https, 10) 37 | 38 | plt.scatter(pc_qq[:, 0], pc_qq[:, 1], c='limegreen', s=0.5, label="qq") 39 | plt.scatter(pc_wx[:, 0], pc_wx[:, 1], c='dodgerblue', s=0.5, label="微信") 40 | plt.scatter(pc_https[:, 0], pc_https[:, 1], c='gold', s=0.5, label="https") 41 | plt.title("PCA投影") 42 | plt.legend() 43 | plt.show() 44 | 45 | plt.clf() 46 | 47 | # t-SNE 48 | tsne = TSNE(n_components=2, perplexity=30.0, n_iter=1000, random_state=0, verbose=2) 49 | tsne_qq = tsne.fit_transform(std_qq) 50 | tsne_wx = tsne.fit_transform(std_wx) 51 | tsne_https = tsne.fit_transform(std_https) 52 | 53 | plt.scatter(tsne_qq[:, 0], tsne_qq[:, 1], c='limegreen', s=0.5, label="qq") 54 | plt.scatter(tsne_wx[:, 0], tsne_wx[:, 1], c='dodgerblue', s=0.5, label="微信") 55 | plt.scatter(tsne_https[:, 0], tsne_https[:, 1], c='gold', s=0.5, label="https") 56 | plt.title("t-SNE投影") 57 | plt.legend() 58 | plt.show() 59 | -------------------------------------------------------------------------------- /utils.py: -------------------------------------------------------------------------------- 1 | from scapy.layers.inet import * 2 | from scapy.all import * 3 | import numpy as np 4 | 5 | 6 | def get_54_header(pkt: Packet) -> np.ndarray: 7 | TCP_SLICE_LENGTH = 54 8 | UDP_SLICE_LENGTH = 42 9 | 10 | if TCP in pkt: 11 | if len(raw(pkt)) < TCP_SLICE_LENGTH: 12 | raise RuntimeError(f"TCP packet size < {TCP_SLICE_LENGTH}") 13 | return np.array(np.frombuffer(raw(pkt)[:TCP_SLICE_LENGTH], dtype=np.uint8)) 14 | elif UDP in pkt: 15 | if len(raw(pkt)) < UDP_SLICE_LENGTH: 16 | raise RuntimeError(f"UDP packet size < {UDP_SLICE_LENGTH}") 17 | # Pad UDP with trailing zeros to make it 54-byte long 18 | return np.concatenate([ 19 | np.frombuffer(raw(pkt)[:UDP_SLICE_LENGTH], dtype=np.uint8), 20 | np.zeros(TCP_SLICE_LENGTH - UDP_SLICE_LENGTH, dtype=np.uint8)]) 21 | else: 22 | raise RuntimeError("packet is neither TCP nor UDP") 23 | 24 | 25 | def get_header_payload(pkt: Packet) -> np.ndarray: 26 | SLICE_LENGTH = 100 27 | 28 | if TCP in pkt or UDP in pkt: 29 | if len(raw(pkt)) >= SLICE_LENGTH: 30 | return np.array(np.frombuffer(raw(pkt)[:SLICE_LENGTH], dtype=np.uint8)) 31 | # Pad with trailing zeros 32 | return np.concatenate([ 33 | np.frombuffer(raw(pkt), dtype=np.uint8), 34 | np.zeros(SLICE_LENGTH - len(raw(pkt)), dtype=np.uint8)]) 35 | else: 36 | raise RuntimeError("packet is neither TCP nor UDP") 37 | 38 | 39 | def get_tcp_udp_slice(pkt: Packet) -> np.ndarray: 40 | if TCP in pkt or UDP in pkt: 41 | return get_header_payload(pkt) 42 | else: 43 | raise RuntimeError("packet is neither TCP nor UDP") 44 | 45 | 46 | def get_tcp_udp_slices(packets: PacketList) -> np.ndarray: 47 | tcp_udp_packets: list[Packet] = list(filter(lambda x: TCP in x or UDP in x, packets)) 48 | 49 | if len(tcp_udp_packets) == 0: 50 | return np.array([]) 51 | 52 | result: np.ndarray = np.array([get_tcp_udp_slice(tcp_udp_packets[0])]) 53 | 54 | for pkt in tcp_udp_packets[1:]: 55 | result = np.concatenate([result, np.array([get_tcp_udp_slice(pkt)])]) 56 | 57 | return result 58 | -------------------------------------------------------------------------------- /display/EncryptedTrafficRecognition/EncryptedTrafficRecognition/pom.xml: -------------------------------------------------------------------------------- 1 | 2 | 4 | 4.0.0 5 | 6 | org.springframework.boot 7 | spring-boot-starter-parent 8 | 3.1.0 9 | 10 | 11 | com.example 12 | EncryptedTrafficRecognition 13 | 0.0.1-SNAPSHOT 14 | EncryptedTrafficRecognition 15 | the lab of information content security course 16 | 17 | 17 18 | 19 | 20 | 21 | org.springframework.boot 22 | spring-boot-starter-data-jpa 23 | 24 | 25 | org.springframework.boot 26 | spring-boot-starter-web 27 | 28 | 29 | 30 | com.mysql 31 | mysql-connector-j 32 | runtime 33 | 34 | 35 | org.projectlombok 36 | lombok 37 | true 38 | 39 | 40 | org.springframework.boot 41 | spring-boot-starter-test 42 | test 43 | 44 | 45 | 46 | 47 | 48 | 49 | org.springframework.boot 50 | spring-boot-maven-plugin 51 | 52 | 53 | 54 | org.projectlombok 55 | lombok 56 | 57 | 58 | 59 | 60 | 61 | 62 | 63 | 64 | -------------------------------------------------------------------------------- /display/front-end/vue-project/src/assets/base.css: -------------------------------------------------------------------------------- 1 | /* color palette from */ 2 | :root { 3 | --vt-c-white: #ffffff; 4 | --vt-c-white-soft: #f8f8f8; 5 | --vt-c-white-mute: #f2f2f2; 6 | 7 | --vt-c-black: #181818; 8 | --vt-c-black-soft: #222222; 9 | --vt-c-black-mute: #282828; 10 | 11 | --vt-c-indigo: #2c3e50; 12 | 13 | --vt-c-divider-light-1: rgba(60, 60, 60, 0.29); 14 | --vt-c-divider-light-2: rgba(60, 60, 60, 0.12); 15 | --vt-c-divider-dark-1: rgba(84, 84, 84, 0.65); 16 | --vt-c-divider-dark-2: rgba(84, 84, 84, 0.48); 17 | 18 | --vt-c-text-light-1: var(--vt-c-indigo); 19 | --vt-c-text-light-2: rgba(60, 60, 60, 0.66); 20 | --vt-c-text-dark-1: var(--vt-c-white); 21 | --vt-c-text-dark-2: rgba(235, 235, 235, 0.64); 22 | } 23 | 24 | /* semantic color variables for this project */ 25 | :root { 26 | --color-background: var(--vt-c-white); 27 | --color-background-soft: var(--vt-c-white-soft); 28 | --color-background-mute: var(--vt-c-white-mute); 29 | 30 | --color-border: var(--vt-c-divider-light-2); 31 | --color-border-hover: var(--vt-c-divider-light-1); 32 | 33 | --color-heading: var(--vt-c-text-light-1); 34 | --color-text: var(--vt-c-text-light-1); 35 | 36 | --section-gap: 160px; 37 | } 38 | 39 | @media (prefers-color-scheme: dark) { 40 | :root { 41 | --color-background: var(--vt-c-black); 42 | --color-background-soft: var(--vt-c-black-soft); 43 | --color-background-mute: var(--vt-c-black-mute); 44 | 45 | --color-border: var(--vt-c-divider-dark-2); 46 | --color-border-hover: var(--vt-c-divider-dark-1); 47 | 48 | --color-heading: var(--vt-c-text-dark-1); 49 | --color-text: var(--vt-c-text-dark-2); 50 | } 51 | } 52 | 53 | *, 54 | *::before, 55 | *::after { 56 | box-sizing: border-box; 57 | margin: 0; 58 | font-weight: normal; 59 | } 60 | 61 | body { 62 | min-height: 100vh; 63 | color: var(--color-text); 64 | background: var(--color-background); 65 | transition: color 0.5s, background-color 0.5s; 66 | line-height: 1.6; 67 | font-family: Inter, -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, Oxygen, Ubuntu, 68 | Cantarell, 'Fira Sans', 'Droid Sans', 'Helvetica Neue', sans-serif; 69 | font-size: 15px; 70 | text-rendering: optimizeLegibility; 71 | -webkit-font-smoothing: antialiased; 72 | -moz-osx-font-smoothing: grayscale; 73 | } 74 | -------------------------------------------------------------------------------- /display/front-end/vue-project/src/components/Display.vue: -------------------------------------------------------------------------------- 1 | 21 | 22 | 68 | 69 | -------------------------------------------------------------------------------- /display/EncryptedTrafficRecognition/EncryptedTrafficRecognition/src/main/java/com/example/EncryptedTrafficRecognition/domain/ComProSta.java: -------------------------------------------------------------------------------- 1 | package com.example.EncryptedTrafficRecognition.domain; 2 | 3 | import jakarta.persistence.*; 4 | 5 | // 以下是十个常用的传输层协议，我对它们进行统计： 6 | // 1. TCP (Transmission Control Protocol)传输控制协议 7 | // 2. UDP (User Datagram Protocol)用户数据报协议 8 | // 3. SCTP (Stream Control Transmission Protocol)流控制传输协议 9 | // 4. DCCP (Datagram Congestion Control Protocol)数据包拥塞控制协议 10 | // 5. RSVP (Resource Reservation Protocol)资源预分配协议 11 | // 6. RUDP (Reliable User Datagram Protocol)可靠的用户数据报协议 12 | // 7. TLS (Transport Layer Security)传输层安全协议 13 | // 8. QUIC (Quick UDP Internet Connections)快速UDP网络连接协议 14 | // 9. SPX (Sequenced Packet Exchange)序列化数据包交换协议 15 | // 10. MPTCP (Multipath TCP)多路径传输控制协议 16 | @Entity 17 | @Table(name = "comprosta") 18 | public class ComProSta { 19 | 20 | @Id//这是主键 21 | @Column(name = "id")//数据库中的id对应属性中的id 22 | @GeneratedValue(strategy = GenerationType.IDENTITY) 23 | private Integer id; 24 | 25 | @Column(name="tcp") 26 | private Integer tcp; 27 | 28 | @Column(name="udp") 29 | private Integer udp; 30 | 31 | @Column(name="sctp") 32 | private Integer sctp; 33 | 34 | @Column(name="dccp") 35 | private Integer dccp; 36 | 37 | @Column(name="rsvp") 38 | private Integer rsvp; 39 | 40 | @Column(name="rudp") 41 | private Integer rudp; 42 | 43 | @Column(name="tls") 44 | private Integer tls; 45 | 46 | @Column(name="quic") 47 | private Integer quic; 48 | 49 | @Column(name="spx") 50 | private Integer spx; 51 | 52 | @Column(name="mptcp") 53 | private Integer mptcp; 54 | 55 | public Integer getId() { 56 | return id; 57 | } 58 | 59 | public void setId(Integer id) { 60 | this.id = id; 61 | } 62 | 63 | public Integer getTcp() { 64 | return tcp; 65 | } 66 | 67 | public void setTcp(Integer tcp) { 68 | this.tcp = tcp; 69 | } 70 | 71 | public Integer getUdp() { 72 | return udp; 73 | } 74 | 75 | public void setUdp(Integer udp) { 76 | this.udp = udp; 77 | } 78 | 79 | public Integer getSctp() { 80 | return sctp; 81 | } 82 | 83 | public void setSctp(Integer sctp) { 84 | this.sctp = sctp; 85 | } 86 | 87 | public Integer getDccp() { 88 | return dccp; 89 | } 90 | 91 | public void setDccp(Integer dccp) { 92 | this.dccp = dccp; 93 | } 94 | 95 | public Integer getRsvp() { 96 | return rsvp; 97 | } 98 | 99 | public void setRsvp(Integer rsvp) { 100 | this.rsvp = rsvp; 101 | } 102 | 103 | public Integer getRudp() { 104 | return rudp; 105 | } 106 | 107 | public void setRudp(Integer rudp) { 108 | this.rudp = rudp; 109 | } 110 | 111 | public Integer getTls() { 112 | return tls; 113 | } 114 | 115 | public void setTls(Integer tls) { 116 | this.tls = tls; 117 | } 118 | 119 | public Integer getQuic() { 120 | return quic; 121 | } 122 | 123 | public void setQuic(Integer quic) { 124 | this.quic = quic; 125 | } 126 | 127 | public Integer getSpx() { 128 | return spx; 129 | } 130 | 131 | public void setSpx(Integer spx) { 132 | this.spx = spx; 133 | } 134 | 135 | public Integer getMptcp() { 136 | return mptcp; 137 | } 138 | 139 | public void setMptcp(Integer mptcp) { 140 | this.mptcp = mptcp; 141 | } 142 | 143 | public ComProSta() { 144 | } 145 | } 146 | -------------------------------------------------------------------------------- /train.py: -------------------------------------------------------------------------------- 1 | import numpy as np 2 | from matplotlib import pyplot as plt 3 | import torch.optim 4 | from torch import nn 5 | from torch.utils.data.dataset import Dataset 6 | from torch.utils.data import DataLoader 7 | from scapy.all import * 8 | from utils import get_tcp_udp_slices 9 | from model import TCDNN 10 | 11 | 12 | class PcapDataset(Dataset): 13 | def __init__(self, file_paths, classes): 14 | headers = [get_tcp_udp_slices(rdpcap(x)) for x in file_paths] 15 | self.packets = torch.from_numpy(np.concatenate(headers)).type(torch.float) 16 | expanded_classes = [np.empty(len(x)) for x in headers] 17 | for i, ie in enumerate(classes): 18 | expanded_classes[i].fill(ie) 19 | self.classes = torch.from_numpy(np.concatenate(expanded_classes)).type(torch.long) 20 | 21 | # Shuffle 22 | for i in range(len(self.classes)): 23 | index1 = np.random.randint(0, len(self.classes)) 24 | index2 = np.random.randint(0, len(self.classes)) 25 | 26 | if index1 == index2: 27 | continue 28 | 29 | temp = self.packets[index1] 30 | self.packets[index1] = self.packets[index2] 31 | self.packets[index2] = temp 32 | 33 | temp = self.classes[index1] 34 | self.classes[index1] = self.classes[index2] 35 | self.classes[index2] = temp 36 | 37 | def __len__(self): 38 | return len(self.packets) 39 | 40 | def __getitem__(self, item): 41 | return self.packets[item], self.classes[item] 42 | 43 | 44 | CLASS_QQ = 0 45 | CLASS_WX = 1 46 | CLASS_HTTPS = 2 47 | 48 | dataset_train = PcapDataset(["./dataset/qq_train.pcap", 49 | "./dataset/wx_train.pcap", 50 | "./dataset/https_train.pcap"], 51 | [CLASS_QQ, CLASS_WX, CLASS_HTTPS]) 52 | 53 | dataset_test = PcapDataset(["./dataset/qq_test.pcap", 54 | "./dataset/wx_test.pcap", 55 | "./dataset/https_test.pcap"], 56 | [CLASS_QQ, CLASS_WX, CLASS_HTTPS]) 57 | 58 | batch_size = 64 59 | 60 | dataloader_train = DataLoader(dataset_train, batch_size) 61 | dataloader_test = DataLoader(dataset_test, batch_size) 62 | 63 | device = "cuda" 64 | 65 | model = TCDNN().to(device) 66 | loss_fn = nn.CrossEntropyLoss() 67 | optimizer = torch.optim.SGD(model.parameters(), lr=1e-03) 68 | 69 | 70 | def train(dataloader: DataLoader, 71 | model: nn.Module, 72 | loss_fn: nn.Module, 73 | optimizer: torch.optim.Optimizer): 74 | model.train() 75 | for i, (x, y) in enumerate(dataloader): 76 | x, y = x.to(device), y.to(device) 77 | 78 | pred = model(x) 79 | 80 | loss = loss_fn(pred, y) 81 | 82 | loss.backward() 83 | optimizer.step() 84 | optimizer.zero_grad() 85 | 86 | # if i % 100 == 0: 87 | # print(f"Loss: {loss.item():>5f} {i * len(x)}/{len(dataloader.dataset)}") 88 | 89 | 90 | accuracies = [] 91 | losses = [] 92 | 93 | 94 | def test(dataloader: DataLoader, 95 | model: nn.Module, 96 | loss_fn: nn.Module): 97 | model.eval() 98 | loss = 0 99 | correct = 0 100 | 101 | with torch.no_grad(): 102 | for (x, y) in dataloader: 103 | x, y = x.to(device), y.to(device) 104 | 105 | pred = model(x) 106 | 107 | loss += loss_fn(pred, y).item() 108 | 109 | correct += (pred.argmax(1) == y).type(torch.float).sum().item() 110 | 111 | loss /= len(dataloader) 112 | correct /= len(dataloader.dataset) 113 | 114 | accuracies.append(correct) 115 | losses.append(loss) 116 | 117 | print(f"Test Accuracy: {100 * correct:>0.1f}% | Test Loss: {loss}") 118 | 119 | 120 | epoch_count = 300 121 | for i in range(epoch_count): 122 | print(f"Epoch {i + 1}") 123 | train(dataloader_train, model, loss_fn, optimizer) 124 | test(dataloader_test, model, loss_fn) 125 | 126 | torch.save(model.state_dict(), "./model/tcdnn.pth") 127 | 128 | plt.plot(np.arange(0, epoch_count), accuracies, c="royalblue") 129 | plt.title("Accuracy") 130 | plt.xlabel("Epoch") 131 | plt.ylabel("Accu") 132 | plt.show() 133 | 134 | plt.plot(np.arange(0, epoch_count), losses, c="firebrick") 135 | plt.title("Loss") 136 | plt.xlabel("Epoch") 137 | plt.ylabel("Loss") 138 | plt.show() 139 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # 加密流量分类识别系统 (Encrypted Traffic Classification System) 2 | 3 | 一个基于深度神经网络的加密流量分类识别系统，能够实时捕获网络数据包并识别QQ、微信和HTTPS流量。该系统包含完整的机器学习模型训练、实时流量捕获、Web展示界面和后端API服务。 4 | 5 | ## 🚀 项目特性 6 | 7 | - **实时流量捕获**: 使用Scapy库实时捕获网络数据包 8 | - **深度学习分类**: 基于DNN模型，准确率达到92.1% 9 | - **多协议支持**: 支持TCP/UDP协议分析 10 | - **Web可视化**: 提供实时数据展示和统计分析 11 | - **RESTful API**: 完整的后端服务接口 12 | - **数据持久化**: MySQL数据库存储分析结果 13 | 14 | ## 📁 项目结构 15 | 16 | ``` 17 | EncryptedTrafficClassificationSystem/ 18 | ├── capture.py # 实时流量捕获和分类 19 | ├── model.py # 深度学习模型定义 20 | ├── train.py # 模型训练脚本 21 | ├── utils.py # 工具函数 22 | ├── visualization.py # 数据可视化脚本 23 | ├── model/ # 训练好的模型文件 24 | │ └── tcdnn.pth 25 | ├── dataset/ # 训练和测试数据集 26 | │ ├── qq_train.pcap # QQ训练数据 27 | │ ├── qq_test.pcap # QQ测试数据 28 | │ ├── wx_train.pcap # 微信训练数据 29 | │ ├── wx_test.pcap # 微信测试数据 30 | │ ├── https_train.pcap # HTTPS训练数据 31 | │ └── https_test.pcap # HTTPS测试数据 32 | └── display/ # Web展示系统 33 | ├── EncryptedTrafficRecognition/ # Spring Boot后端 34 | │ ├── src/main/java/ # Java源代码 35 | │ ├── pom.xml # Maven配置 36 | │ └── target/ # 编译输出 37 | └── front-end/ # Vue.js前端 38 | └── vue-project/ # Vue项目 39 | ├── src/ # 源代码 40 | ├── package.json # 依赖配置 41 | └── vite.config.js # Vite配置 42 | ``` 43 | 44 | ## 🛠️ 技术栈 45 | 46 | ### 机器学习 47 | - **PyTorch**: 深度学习框架 48 | - **Scapy**: 网络数据包处理 49 | - **NumPy**: 数值计算 50 | - **Matplotlib**: 数据可视化 51 | 52 | ### 后端服务 53 | - **Spring Boot 3.1.0**: Java Web框架 54 | - **Spring Data JPA**: 数据持久化 55 | - **MySQL**: 数据库 56 | - **Maven**: 项目管理 57 | 58 | ### 前端界面 59 | - **Vue 3**: 前端框架 60 | - **Element Plus**: UI组件库 61 | - **ECharts**: 数据图表 62 | - **Vite**: 构建工具 63 | 64 | ## 📦 安装要求 65 | 66 | ### 系统要求 67 | - Python 3.7+ 68 | - Java 17+ 69 | - MySQL 8.0+ 70 | - Node.js 16+ 71 | 72 | ### Python依赖 73 | ```bash 74 | pip install torch scapy numpy matplotlib scikit-learn requests 75 | ``` 76 | 77 | ### Java环境 78 | - JDK 17+ 79 | - Maven 3.6+ 80 | 81 | ### Node.js依赖 82 | ```bash 83 | cd display/front-end/vue-project 84 | npm install 85 | ``` 86 | 87 | ## 🚀 快速开始 88 | 89 | ### 1. 环境准备 90 | ```bash 91 | # 克隆项目 92 | git clone 93 | cd EncryptedTrafficClassificationSystem 94 | 95 | # 安装Python依赖 96 | pip install -r requirements.txt 97 | ``` 98 | 99 | ### 2. 数据库配置 100 | 在 `display/EncryptedTrafficRecognition/EncryptedTrafficRecognition/src/main/resources/application.properties` 中配置MySQL连接信息： 101 | 102 | ```properties 103 | spring.datasource.url=jdbc:mysql://localhost:3306/encrypted_traffic 104 | spring.datasource.username=your_username 105 | spring.datasource.password=your_password 106 | ``` 107 | 108 | ### 3. 启动后端服务 109 | ```bash 110 | cd display/EncryptedTrafficRecognition/EncryptedTrafficRecognition 111 | mvn spring-boot:run 112 | ``` 113 | 114 | ### 4. 启动前端服务 115 | ```bash 116 | cd display/front-end/vue-project 117 | npm run dev 118 | ``` 119 | 120 | ### 5. 运行流量捕获 121 | ```bash 122 | python capture.py 123 | ``` 124 | 125 | ## 📊 模型训练 126 | 127 | ### 训练数据 128 | 系统使用PCAP格式的数据包文件进行训练，包含： 129 | - QQ流量数据 130 | - 微信流量数据 131 | - HTTPS流量数据 132 | 133 | ### 训练过程 134 | ```bash 135 | python train.py 136 | ``` 137 | 138 | 训练参数： 139 | - 批次大小: 64 140 | - 学习率: 0.001 141 | - 训练轮数: 300 142 | - 优化器: SGD 143 | 144 | ### 模型架构 145 | - 输入层: 100个神经元（数据包前100字节） 146 | - 隐藏层: 90 → 70 → 50 → 30个神经元 147 | - 输出层: 3个神经元（QQ/微信/HTTPS分类） 148 | - 激活函数: ReLU + Softmax 149 | 150 | ## 🔍 实时流量分析 151 | 152 | ### 数据包处理流程 153 | 1. **捕获**: 使用Scapy实时捕获网络数据包 154 | 2. **预处理**: 提取TCP/UDP头部和前100字节 155 | 3. **分类**: 使用训练好的DNN模型进行分类 156 | 4. **统计**: 统计各类应用的流量数量 157 | 5. **存储**: 将结果发送到后端API并存储到数据库 158 | 159 | ### 支持的协议 160 | - TCP协议 161 | - UDP协议 162 | - 过滤端口: 53(DNS), 1900(SSDP), 12345(API) 163 | 164 | ## 🌐 Web界面功能 165 | 166 | ### 实时监控 167 | - 流量统计图表 168 | - 应用分类统计 169 | - 端口使用情况 170 | - 协议分布分析 171 | 172 | ### 数据展示 173 | - 综合信息展示 174 | - 端口统计信息 175 | - 协议统计信息 176 | - 应用统计信息 177 | 178 | ### 管理功能 179 | - 数据库清理 180 | - 历史数据查询 181 | - 实时数据更新 182 | 183 | ## 📡 API接口 184 | 185 | ### 数据接收 186 | - `POST /api/receive_data`: 接收流量分析数据 187 | 188 | ### 数据查询 189 | - `GET /api/port_information`: 获取端口信息 190 | - `GET /api/protocol_information`: 获取协议信息 191 | - `GET /api/app_statistics`: 获取应用统计 192 | - `GET /api/port_statistics`: 获取端口统计 193 | - `GET /api/protocol_statistics`: 获取协议统计 194 | - `GET /api/comprehensive_display`: 获取综合信息 195 | 196 | ### 数据管理 197 | - `GET /api/clear_database`: 清空数据库 198 | 199 | ## 📈 性能指标 200 | 201 | - **分类准确率**: 92.1% 202 | - **实时处理**: 支持毫秒级数据包分析 203 | - **并发处理**: 多线程数据包处理 204 | - **数据吞吐**: 500ms批量发送间隔 205 | 206 | ## 🔧 配置说明 207 | 208 | ### 网络接口配置 209 | 在 `capture.py` 中修改网络接口名称： 210 | ```python 211 | # 使用以太网时移除 iface="WLAN" 212 | sniff(iface="WLAN", ...) 213 | ``` 214 | 215 | ### API服务配置 216 | 在 `capture.py` 中配置后端服务地址： 217 | ```python 218 | API_HOST = "172.20.29.80" 219 | API_PORT = 12345 220 | ``` 221 | 222 | ### 数据发送间隔 223 | ```python 224 | SEND_INTERVAL_MS = 500 # 500毫秒发送一次数据 225 | ``` 226 | 227 | ## 🐛 故障排除 228 | 229 | ### 常见问题 230 | 1. **权限不足**: 确保以管理员权限运行流量捕获 231 | 2. **网络接口错误**: 检查网络接口名称是否正确 232 | 3. **数据库连接失败**: 验证MySQL服务状态和连接配置 233 | 4. **模型加载失败**: 确认模型文件路径和PyTorch版本兼容性 234 | 235 | ### 日志查看 236 | - 后端日志: 查看Spring Boot控制台输出 237 | - 前端日志: 浏览器开发者工具控制台 238 | - 捕获日志: Python脚本控制台输出 239 | 240 | ## 🤝 贡献指南 241 | 242 | 1. Fork 项目 243 | 2. 创建特性分支 (`git checkout -b feature/AmazingFeature`) 244 | 3. 提交更改 (`git commit -m 'Add some AmazingFeature'`) 245 | 4. 推送到分支 (`git push origin feature/AmazingFeature`) 246 | 5. 开启 Pull Request 247 | 248 | ## 📄 许可证 249 | 250 | 本项目采用 MIT 许可证 - 查看 [LICENSE](LICENSE) 文件了解详情 251 | 252 | ## 📞 联系方式 253 | 254 | 如有问题或建议，请通过以下方式联系： 255 | - 提交 Issue 256 | - 发送邮件 257 | - 项目讨论区 258 | 259 | ## 🙏 致谢 260 | 261 | 感谢所有为项目做出贡献的开发者和研究人员。 262 | 263 | --- 264 | 265 | **注意**: 本项目仅用于教育和研究目的，请遵守相关法律法规和网络使用规范。 -------------------------------------------------------------------------------- /display/EncryptedTrafficRecognition/EncryptedTrafficRecognition/src/main/java/com/example/EncryptedTrafficRecognition/domain/ComPortSta.java: -------------------------------------------------------------------------------- 1 | package com.example.EncryptedTrafficRecognition.domain; 2 | 3 | import jakarta.persistence.*; 4 | 5 | // 以下是17个传输层的常用端口： 6 | // 1. HTTP - 80 (TCP) 2. HTTPS - 443 (TCP) 7 | // 3. FTP - 20 (TCP)、21 (TCP) 4. SSH - 22 (TCP) 5. Telnet - 23 (TCP) 8 | // 6. SMTP - 25 (TCP) 7. POP3 - 110 (TCP) 8. IMAP - 143 (TCP) 9. DNS - 53 (TCP/UDP) 9 | // 10. SNMP - 161 (UDP) 11. NTP - 123 (UDP) 12. DHCP - 67 (UDP)、68 (UDP) 10 | // 13. TFTP - 69 (UDP) 14. RDP - 3389 (TCP) 15. SIP - 5060 (TCP/UDP) 11 | 12 | @Entity 13 | @Table(name = "comportsta") 14 | public class ComPortSta { 15 | 16 | @Id//这是主键 17 | @Column(name = "id")//数据库中的id对应属性中的id 18 | @GeneratedValue(strategy = GenerationType.IDENTITY) 19 | private Integer id; 20 | 21 | @Column(name="port_80") 22 | private Integer port_80; 23 | 24 | @Column(name="port_443") 25 | private Integer port_443; 26 | 27 | @Column(name="port_20") 28 | private Integer port_20; 29 | 30 | @Column(name="port_21") 31 | private Integer port_21; 32 | 33 | @Column(name="port_22") 34 | private Integer port_22; 35 | 36 | @Column(name="port_23") 37 | private Integer port_23; 38 | 39 | @Column(name="port_25") 40 | private Integer port_25; 41 | 42 | @Column(name="port_110") 43 | private Integer port_110; 44 | 45 | @Column(name="port_143") 46 | private Integer port_143; 47 | 48 | @Column(name="port_53") 49 | private Integer port_53; 50 | 51 | @Column(name="port_161") 52 | private Integer port_161; 53 | 54 | @Column(name="port_123") 55 | private Integer port_123; 56 | 57 | @Column(name="port_67") 58 | private Integer port_67; 59 | 60 | @Column(name="port_68") 61 | private Integer port_68; 62 | 63 | @Column(name="port_69") 64 | private Integer port_69; 65 | 66 | @Column(name="port_3389") 67 | private Integer port_3389; 68 | 69 | @Column(name="port_5060") 70 | private Integer port_5060; 71 | 72 | @Column(name="port_8000") 73 | private Integer port_8000; 74 | 75 | public Integer getId() { 76 | return id; 77 | } 78 | 79 | public void setId(Integer id) { 80 | this.id = id; 81 | } 82 | 83 | public Integer getPort_80() { 84 | return port_80; 85 | } 86 | 87 | public void setPort_80(Integer port_80) { 88 | this.port_80 = port_80; 89 | } 90 | 91 | public Integer getPort_443() { 92 | return port_443; 93 | } 94 | 95 | public void setPort_443(Integer port_443) { 96 | this.port_443 = port_443; 97 | } 98 | 99 | public Integer getPort_20() { 100 | return port_20; 101 | } 102 | 103 | public void setPort_20(Integer port_20) { 104 | this.port_20 = port_20; 105 | } 106 | 107 | public Integer getPort_21() { 108 | return port_21; 109 | } 110 | 111 | public void setPort_21(Integer port_21) { 112 | this.port_21 = port_21; 113 | } 114 | 115 | public Integer getPort_22() { 116 | return port_22; 117 | } 118 | 119 | public void setPort_22(Integer port_22) { 120 | this.port_22 = port_22; 121 | } 122 | 123 | public Integer getPort_23() { 124 | return port_23; 125 | } 126 | 127 | public void setPort_23(Integer port_23) { 128 | this.port_23 = port_23; 129 | } 130 | 131 | public Integer getPort_25() { 132 | return port_25; 133 | } 134 | 135 | public void setPort_25(Integer port_25) { 136 | this.port_25 = port_25; 137 | } 138 | 139 | public Integer getPort_110() { 140 | return port_110; 141 | } 142 | 143 | public void setPort_110(Integer port_110) { 144 | this.port_110 = port_110; 145 | } 146 | 147 | public Integer getPort_143() { 148 | return port_143; 149 | } 150 | 151 | public void setPort_143(Integer port_143) { 152 | this.port_143 = port_143; 153 | } 154 | 155 | public Integer getPort_53() { 156 | return port_53; 157 | } 158 | 159 | public void setPort_53(Integer port_53) { 160 | this.port_53 = port_53; 161 | } 162 | 163 | public Integer getPort_161() { 164 | return port_161; 165 | } 166 | 167 | public void setPort_161(Integer port_161) { 168 | this.port_161 = port_161; 169 | } 170 | 171 | public Integer getPort_123() { 172 | return port_123; 173 | } 174 | 175 | public void setPort_123(Integer port_123) { 176 | this.port_123 = port_123; 177 | } 178 | 179 | public Integer getPort_67() { 180 | return port_67; 181 | } 182 | 183 | public void setPort_67(Integer port_67) { 184 | this.port_67 = port_67; 185 | } 186 | 187 | public Integer getPort_68() { 188 | return port_68; 189 | } 190 | 191 | public void setPort_68(Integer port_68) { 192 | this.port_68 = port_68; 193 | } 194 | 195 | public Integer getPort_69() { 196 | return port_69; 197 | } 198 | 199 | public void setPort_69(Integer port_69) { 200 | this.port_69 = port_69; 201 | } 202 | 203 | public Integer getPort_3389() { 204 | return port_3389; 205 | } 206 | 207 | public void setPort_3389(Integer port_3389) { 208 | this.port_3389 = port_3389; 209 | } 210 | 211 | public Integer getPort_5060() { 212 | return port_5060; 213 | } 214 | 215 | public void setPort_5060(Integer port_5060) { 216 | this.port_5060 = port_5060; 217 | } 218 | 219 | public Integer getPort_8000() { 220 | return port_8000; 221 | } 222 | 223 | public void setPort_8000(Integer port_8000) { 224 | this.port_8000 = port_8000; 225 | } 226 | 227 | public ComPortSta() { 228 | this.port_20 = 0; 229 | this.port_21 = 0; 230 | this.port_22 = 0; 231 | this.port_23 = 0; 232 | this.port_25 = 0; 233 | this.port_53 = 0; 234 | this.port_67 = 0; 235 | this.port_68 = 0; 236 | this.port_69 = 0; 237 | this.port_80 = 0; 238 | this.port_110 = 0; 239 | this.port_123 = 0; 240 | this.port_143 = 0; 241 | this.port_161 = 0; 242 | this.port_443 = 0; 243 | this.port_3389 = 0; 244 | this.port_5060 = 0; 245 | this.port_8000 = 0; 246 | } 247 | 248 | 249 | } 250 | -------------------------------------------------------------------------------- /display/EncryptedTrafficRecognition/EncryptedTrafficRecognition/mvnw.cmd: -------------------------------------------------------------------------------- 1 | @REM ---------------------------------------------------------------------------- 2 | @REM Licensed to the Apache Software Foundation (ASF) under one 3 | @REM or more contributor license agreements. See the NOTICE file 4 | @REM distributed with this work for additional information 5 | @REM regarding copyright ownership. The ASF licenses this file 6 | @REM to you under the Apache License, Version 2.0 (the 7 | @REM "License"); you may not use this file except in compliance 8 | @REM with the License. You may obtain a copy of the License at 9 | @REM 10 | @REM https://www.apache.org/licenses/LICENSE-2.0 11 | @REM 12 | @REM Unless required by applicable law or agreed to in writing, 13 | @REM software distributed under the License is distributed on an 14 | @REM "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY 15 | @REM KIND, either express or implied. See the License for the 16 | @REM specific language governing permissions and limitations 17 | @REM under the License. 18 | @REM ---------------------------------------------------------------------------- 19 | 20 | @REM ---------------------------------------------------------------------------- 21 | @REM Apache Maven Wrapper startup batch script, version 3.2.0 22 | @REM 23 | @REM Required ENV vars: 24 | @REM JAVA_HOME - location of a JDK home dir 25 | @REM 26 | @REM Optional ENV vars 27 | @REM MAVEN_BATCH_ECHO - set to 'on' to enable the echoing of the batch commands 28 | @REM MAVEN_BATCH_PAUSE - set to 'on' to wait for a keystroke before ending 29 | @REM MAVEN_OPTS - parameters passed to the Java VM when running Maven 30 | @REM e.g. to debug Maven itself, use 31 | @REM set MAVEN_OPTS=-Xdebug -Xrunjdwp:transport=dt_socket,server=y,suspend=y,address=8000 32 | @REM MAVEN_SKIP_RC - flag to disable loading of mavenrc files 33 | @REM ---------------------------------------------------------------------------- 34 | 35 | @REM Begin all REM lines with '@' in case MAVEN_BATCH_ECHO is 'on' 36 | @echo off 37 | @REM set title of command window 38 | title %0 39 | @REM enable echoing by setting MAVEN_BATCH_ECHO to 'on' 40 | @if "%MAVEN_BATCH_ECHO%" == "on" echo %MAVEN_BATCH_ECHO% 41 | 42 | @REM set %HOME% to equivalent of $HOME 43 | if "%HOME%" == "" (set "HOME=%HOMEDRIVE%%HOMEPATH%") 44 | 45 | @REM Execute a user defined script before this one 46 | if not "%MAVEN_SKIP_RC%" == "" goto skipRcPre 47 | @REM check for pre script, once with legacy .bat ending and once with .cmd ending 48 | if exist "%USERPROFILE%\mavenrc_pre.bat" call "%USERPROFILE%\mavenrc_pre.bat" %* 49 | if exist "%USERPROFILE%\mavenrc_pre.cmd" call "%USERPROFILE%\mavenrc_pre.cmd" %* 50 | :skipRcPre 51 | 52 | @setlocal 53 | 54 | set ERROR_CODE=0 55 | 56 | @REM To isolate internal variables from possible post scripts, we use another setlocal 57 | @setlocal 58 | 59 | @REM ==== START VALIDATION ==== 60 | if not "%JAVA_HOME%" == "" goto OkJHome 61 | 62 | echo. 63 | echo Error: JAVA_HOME not found in your environment. >&2 64 | echo Please set the JAVA_HOME variable in your environment to match the >&2 65 | echo location of your Java installation. >&2 66 | echo. 67 | goto error 68 | 69 | :OkJHome 70 | if exist "%JAVA_HOME%\bin\java.exe" goto init 71 | 72 | echo. 73 | echo Error: JAVA_HOME is set to an invalid directory. >&2 74 | echo JAVA_HOME = "%JAVA_HOME%" >&2 75 | echo Please set the JAVA_HOME variable in your environment to match the >&2 76 | echo location of your Java installation. >&2 77 | echo. 78 | goto error 79 | 80 | @REM ==== END VALIDATION ==== 81 | 82 | :init 83 | 84 | @REM Find the project base dir, i.e. the directory that contains the folder ".mvn". 85 | @REM Fallback to current working directory if not found. 86 | 87 | set MAVEN_PROJECTBASEDIR=%MAVEN_BASEDIR% 88 | IF NOT "%MAVEN_PROJECTBASEDIR%"=="" goto endDetectBaseDir 89 | 90 | set EXEC_DIR=%CD% 91 | set WDIR=%EXEC_DIR% 92 | :findBaseDir 93 | IF EXIST "%WDIR%"\.mvn goto baseDirFound 94 | cd .. 95 | IF "%WDIR%"=="%CD%" goto baseDirNotFound 96 | set WDIR=%CD% 97 | goto findBaseDir 98 | 99 | :baseDirFound 100 | set MAVEN_PROJECTBASEDIR=%WDIR% 101 | cd "%EXEC_DIR%" 102 | goto endDetectBaseDir 103 | 104 | :baseDirNotFound 105 | set MAVEN_PROJECTBASEDIR=%EXEC_DIR% 106 | cd "%EXEC_DIR%" 107 | 108 | :endDetectBaseDir 109 | 110 | IF NOT EXIST "%MAVEN_PROJECTBASEDIR%\.mvn\jvm.config" goto endReadAdditionalConfig 111 | 112 | @setlocal EnableExtensions EnableDelayedExpansion 113 | for /F "usebackq delims=" %%a in ("%MAVEN_PROJECTBASEDIR%\.mvn\jvm.config") do set JVM_CONFIG_MAVEN_PROPS=!JVM_CONFIG_MAVEN_PROPS! %%a 114 | @endlocal & set JVM_CONFIG_MAVEN_PROPS=%JVM_CONFIG_MAVEN_PROPS% 115 | 116 | :endReadAdditionalConfig 117 | 118 | SET MAVEN_JAVA_EXE="%JAVA_HOME%\bin\java.exe" 119 | set WRAPPER_JAR="%MAVEN_PROJECTBASEDIR%\.mvn\wrapper\maven-wrapper.jar" 120 | set WRAPPER_LAUNCHER=org.apache.maven.wrapper.MavenWrapperMain 121 | 122 | set WRAPPER_URL="https://repo.maven.apache.org/maven2/org/apache/maven/wrapper/maven-wrapper/3.2.0/maven-wrapper-3.2.0.jar" 123 | 124 | FOR /F "usebackq tokens=1,2 delims==" %%A IN ("%MAVEN_PROJECTBASEDIR%\.mvn\wrapper\maven-wrapper.properties") DO ( 125 | IF "%%A"=="wrapperUrl" SET WRAPPER_URL=%%B 126 | ) 127 | 128 | @REM Extension to allow automatically downloading the maven-wrapper.jar from Maven-central 129 | @REM This allows using the maven wrapper in projects that prohibit checking in binary data. 130 | if exist %WRAPPER_JAR% ( 131 | if "%MVNW_VERBOSE%" == "true" ( 132 | echo Found %WRAPPER_JAR% 133 | ) 134 | ) else ( 135 | if not "%MVNW_REPOURL%" == "" ( 136 | SET WRAPPER_URL="%MVNW_REPOURL%/org/apache/maven/wrapper/maven-wrapper/3.2.0/maven-wrapper-3.2.0.jar" 137 | ) 138 | if "%MVNW_VERBOSE%" == "true" ( 139 | echo Couldn't find %WRAPPER_JAR%, downloading it ... 140 | echo Downloading from: %WRAPPER_URL% 141 | ) 142 | 143 | powershell -Command "&{"^ 144 | "$webclient = new-object System.Net.WebClient;"^ 145 | "if (-not ([string]::IsNullOrEmpty('%MVNW_USERNAME%') -and [string]::IsNullOrEmpty('%MVNW_PASSWORD%'))) {"^ 146 | "$webclient.Credentials = new-object System.Net.NetworkCredential('%MVNW_USERNAME%', '%MVNW_PASSWORD%');"^ 147 | "}"^ 148 | "[Net.ServicePointManager]::SecurityProtocol = [Net.SecurityProtocolType]::Tls12; $webclient.DownloadFile('%WRAPPER_URL%', '%WRAPPER_JAR%')"^ 149 | "}" 150 | if "%MVNW_VERBOSE%" == "true" ( 151 | echo Finished downloading %WRAPPER_JAR% 152 | ) 153 | ) 154 | @REM End of extension 155 | 156 | @REM If specified, validate the SHA-256 sum of the Maven wrapper jar file 157 | SET WRAPPER_SHA_256_SUM="" 158 | FOR /F "usebackq tokens=1,2 delims==" %%A IN ("%MAVEN_PROJECTBASEDIR%\.mvn\wrapper\maven-wrapper.properties") DO ( 159 | IF "%%A"=="wrapperSha256Sum" SET WRAPPER_SHA_256_SUM=%%B 160 | ) 161 | IF NOT %WRAPPER_SHA_256_SUM%=="" ( 162 | powershell -Command "&{"^ 163 | "$hash = (Get-FileHash \"%WRAPPER_JAR%\" -Algorithm SHA256).Hash.ToLower();"^ 164 | "If('%WRAPPER_SHA_256_SUM%' -ne $hash){"^ 165 | " Write-Output 'Error: Failed to validate Maven wrapper SHA-256, your Maven wrapper might be compromised.';"^ 166 | " Write-Output 'Investigate or delete %WRAPPER_JAR% to attempt a clean download.';"^ 167 | " Write-Output 'If you updated your Maven version, you need to update the specified wrapperSha256Sum property.';"^ 168 | " exit 1;"^ 169 | "}"^ 170 | "}" 171 | if ERRORLEVEL 1 goto error 172 | ) 173 | 174 | @REM Provide a "standardized" way to retrieve the CLI args that will 175 | @REM work with both Windows and non-Windows executions. 176 | set MAVEN_CMD_LINE_ARGS=%* 177 | 178 | %MAVEN_JAVA_EXE% ^ 179 | %JVM_CONFIG_MAVEN_PROPS% ^ 180 | %MAVEN_OPTS% ^ 181 | %MAVEN_DEBUG_OPTS% ^ 182 | -classpath %WRAPPER_JAR% ^ 183 | "-Dmaven.multiModuleProjectDirectory=%MAVEN_PROJECTBASEDIR%" ^ 184 | %WRAPPER_LAUNCHER% %MAVEN_CONFIG% %* 185 | if ERRORLEVEL 1 goto error 186 | goto end 187 | 188 | :error 189 | set ERROR_CODE=1 190 | 191 | :end 192 | @endlocal & set ERROR_CODE=%ERROR_CODE% 193 | 194 | if not "%MAVEN_SKIP_RC%"=="" goto skipRcPost 195 | @REM check for post script, once with legacy .bat ending and once with .cmd ending 196 | if exist "%USERPROFILE%\mavenrc_post.bat" call "%USERPROFILE%\mavenrc_post.bat" 197 | if exist "%USERPROFILE%\mavenrc_post.cmd" call "%USERPROFILE%\mavenrc_post.cmd" 198 | :skipRcPost 199 | 200 | @REM pause the script if MAVEN_BATCH_PAUSE is set to 'on' 201 | if "%MAVEN_BATCH_PAUSE%"=="on" pause 202 | 203 | if "%MAVEN_TERMINATE_CMD%"=="on" exit %ERROR_CODE% 204 | 205 | cmd /C exit /B %ERROR_CODE% 206 | -------------------------------------------------------------------------------- /display/front-end/yarn.lock: -------------------------------------------------------------------------------- 1 | # THIS IS AN AUTOGENERATED FILE. DO NOT EDIT THIS FILE DIRECTLY. 2 | # yarn lockfile v1 3 | 4 | 5 | "@ctrl/tinycolor@^3.4.1": 6 | version "3.6.0" 7 | resolved "https://registry.yarnpkg.com/@ctrl/tinycolor/-/tinycolor-3.6.0.tgz#53fa5fe9c34faee89469e48f91d51a3766108bc8" 8 | integrity sha512-/Z3l6pXthq0JvMYdUFyX9j0MaCltlIn6mfh9jLyQwg5aPKxkyNa0PTHtU1AlFXLNk55ZuAeJRcpvq+tmLfKmaQ== 9 | 10 | "@element-plus/icons-vue@^2.0.6": 11 | version "2.1.0" 12 | resolved "https://registry.yarnpkg.com/@element-plus/icons-vue/-/icons-vue-2.1.0.tgz#7ad90d08a8c0d5fd3af31c4f73264ca89614397a" 13 | integrity sha512-PSBn3elNoanENc1vnCfh+3WA9fimRC7n+fWkf3rE5jvv+aBohNHABC/KAR5KWPecxWxDTVT1ERpRbOMRcOV/vA== 14 | 15 | "@floating-ui/core@^1.2.6": 16 | version "1.2.6" 17 | resolved "https://registry.yarnpkg.com/@floating-ui/core/-/core-1.2.6.tgz#d21ace437cc919cdd8f1640302fa8851e65e75c0" 18 | integrity sha512-EvYTiXet5XqweYGClEmpu3BoxmsQ4hkj3QaYA6qEnigCWffTP3vNRwBReTdrwDwo7OoJ3wM8Uoe9Uk4n+d4hfg== 19 | 20 | "@floating-ui/dom@^1.0.1": 21 | version "1.2.9" 22 | resolved "https://registry.yarnpkg.com/@floating-ui/dom/-/dom-1.2.9.tgz#b9ed1c15d30963419a6736f1b7feb350dd49c603" 23 | integrity sha512-sosQxsqgxMNkV3C+3UqTS6LxP7isRLwX8WMepp843Rb3/b0Wz8+MdUkxJksByip3C2WwLugLHN1b4ibn//zKwQ== 24 | dependencies: 25 | "@floating-ui/core" "^1.2.6" 26 | 27 | "@popperjs/core@npm:@sxzz/popperjs-es@^2.11.7": 28 | version "2.11.7" 29 | resolved "https://registry.yarnpkg.com/@sxzz/popperjs-es/-/popperjs-es-2.11.7.tgz#a7f69e3665d3da9b115f9e71671dae1b97e13671" 30 | integrity sha512-Ccy0NlLkzr0Ex2FKvh2X+OyERHXJ88XJ1MXtsI9y9fGexlaXaVTPzBCRBwIxFkORuOb+uBqeu+RqnpgYTEZRUQ== 31 | 32 | "@types/lodash-es@^4.17.6": 33 | version "4.17.7" 34 | resolved "https://registry.yarnpkg.com/@types/lodash-es/-/lodash-es-4.17.7.tgz#22edcae9f44aff08546e71db8925f05b33c7cc40" 35 | integrity sha512-z0ptr6UI10VlU6l5MYhGwS4mC8DZyYer2mCoyysZtSF7p26zOX8UpbrV0YpNYLGS8K4PUFIyEr62IMFFjveSiQ== 36 | dependencies: 37 | "@types/lodash" "*" 38 | 39 | "@types/lodash@*", 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| vue-demi "*" 58 | 59 | "@vueuse/metadata@9.13.0": 60 | version "9.13.0" 61 | resolved "https://registry.yarnpkg.com/@vueuse/metadata/-/metadata-9.13.0.tgz#bc25a6cdad1b1a93c36ce30191124da6520539ff" 62 | integrity sha512-gdU7TKNAUVlXXLbaF+ZCfte8BjRJQWPCa2J55+7/h+yDtzw3vOoGQDRXzI6pyKyo6bXFT5/QoPE4hAknExjRLQ== 63 | 64 | "@vueuse/shared@9.13.0": 65 | version "9.13.0" 66 | resolved "https://registry.yarnpkg.com/@vueuse/shared/-/shared-9.13.0.tgz#089ff4cc4e2e7a4015e57a8f32e4b39d096353b9" 67 | integrity sha512-UrnhU+Cnufu4S6JLCPZnkWh0WwZGUp72ktOF2DFptMlOs3TOdVv8xJN53zhHGARmVOsz5KqOls09+J1NR6sBKw== 68 | dependencies: 69 | vue-demi "*" 70 | 71 | async-validator@^4.2.5: 72 | version "4.2.5" 73 | resolved "https://registry.yarnpkg.com/async-validator/-/async-validator-4.2.5.tgz#c96ea3332a521699d0afaaceed510a54656c6339" 74 | integrity sha512-7HhHjtERjqlNbZtqNqy2rckN/SpOOlmDliet+lP7k+eKZEjPk3DgyeU9lIXLdeLz0uBbbVp+9Qdow9wJWgwwfg== 75 | 76 | async-validator@~1.8.1: 77 | version "1.8.5" 78 | resolved 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core-js@^2.4.0: 97 | version "2.6.12" 98 | resolved "https://registry.yarnpkg.com/core-js/-/core-js-2.6.12.tgz#d9333dfa7b065e347cc5682219d6f690859cc2ec" 99 | integrity sha512-Kb2wC0fvsWfQrgk8HU5lW6U/Lcs8+9aaYcy4ZFc6DDlo4nZ7n70dEgE5rtR0oG6ufKDUnrwfWL1mXR5ljDatrQ== 100 | 101 | dayjs@^1.11.3: 102 | version "1.11.8" 103 | resolved "https://registry.yarnpkg.com/dayjs/-/dayjs-1.11.8.tgz#4282f139c8c19dd6d0c7bd571e30c2d0ba7698ea" 104 | integrity sha512-LcgxzFoWMEPO7ggRv1Y2N31hUf2R0Vj7fuy/m+Bg1K8rr+KAs1AEy4y9jd5DXe8pbHgX+srkHNS7TH6Q6ZhYeQ== 105 | 106 | deepmerge@^1.2.0: 107 | version "1.5.2" 108 | resolved "https://registry.yarnpkg.com/deepmerge/-/deepmerge-1.5.2.tgz#10499d868844cdad4fee0842df8c7f6f0c95a753" 109 | integrity sha512-95k0GDqvBjZavkuvzx/YqVLv/6YYa17fz6ILMSf7neqQITCPbnfEnQvEgMPNjH4kgobe7+WIL0yJEHku+H3qtQ== 110 | 111 | element-plus@^2.3.6: 112 | version "2.3.6" 113 | resolved "https://registry.yarnpkg.com/element-plus/-/element-plus-2.3.6.tgz#848f8834ed70adfbae8f4dec5303a9126d472d28" 114 | integrity sha512-GLz0pXUYI2zRfIgyI6W7SWmHk6dSEikP9yR++hsQUyy63+WjutoiGpA3SZD4cGPSXUzRFeKfVr8CnYhK5LqXZw== 115 | dependencies: 116 | "@ctrl/tinycolor" "^3.4.1" 117 | "@element-plus/icons-vue" "^2.0.6" 118 | "@floating-ui/dom" "^1.0.1" 119 | "@popperjs/core" "npm:@sxzz/popperjs-es@^2.11.7" 120 | "@types/lodash" "^4.14.182" 121 | "@types/lodash-es" "^4.17.6" 122 | "@vueuse/core" "^9.1.0" 123 | async-validator "^4.2.5" 124 | dayjs "^1.11.3" 125 | escape-html "^1.0.3" 126 | lodash "^4.17.21" 127 | lodash-es "^4.17.21" 128 | lodash-unified "^1.0.2" 129 | memoize-one "^6.0.0" 130 | normalize-wheel-es "^1.2.0" 131 | 132 | element-ui@^2.15.13: 133 | version "2.15.13" 134 | resolved "https://registry.yarnpkg.com/element-ui/-/element-ui-2.15.13.tgz#380f019ee7d15b181105587b41fd5914c308a143" 135 | integrity sha512-LJoatEYX6WV74FqXBss8Xfho9fh9rjDSzrDrTyREdGb1h1R3uRvmLh5jqp2JU137aj4/BgqA3K06RQpQBX33Bg== 136 | dependencies: 137 | async-validator "~1.8.1" 138 | babel-helper-vue-jsx-merge-props "^2.0.0" 139 | deepmerge "^1.2.0" 140 | normalize-wheel "^1.0.1" 141 | resize-observer-polyfill "^1.5.0" 142 | throttle-debounce "^1.0.1" 143 | 144 | escape-html@^1.0.3: 145 | version "1.0.3" 146 | resolved "https://registry.yarnpkg.com/escape-html/-/escape-html-1.0.3.tgz#0258eae4d3d0c0974de1c169188ef0051d1d1988" 147 | integrity sha512-NiSupZ4OeuGwr68lGIeym/ksIZMJodUGOSCZ/FSnTxcrekbvqrgdUxlJOMpijaKZVjAJrWrGs/6Jy8OMuyj9ow== 148 | 149 | lodash-es@^4.17.21: 150 | version "4.17.21" 151 | resolved "https://registry.yarnpkg.com/lodash-es/-/lodash-es-4.17.21.tgz#43e626c46e6591b7750beb2b50117390c609e3ee" 152 | integrity sha512-mKnC+QJ9pWVzv+C4/U3rRsHapFfHvQFoFB92e52xeyGMcX6/OlIl78je1u8vePzYZSkkogMPJ2yjxxsb89cxyw== 153 | 154 | lodash-unified@^1.0.2: 155 | version "1.0.3" 156 | resolved "https://registry.yarnpkg.com/lodash-unified/-/lodash-unified-1.0.3.tgz#80b1eac10ed2eb02ed189f08614a29c27d07c894" 157 | integrity 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normalize-wheel@^1.0.1: 175 | version "1.0.1" 176 | resolved "https://registry.yarnpkg.com/normalize-wheel/-/normalize-wheel-1.0.1.tgz#aec886affdb045070d856447df62ecf86146ec45" 177 | integrity sha512-1OnlAPZ3zgrk8B91HyRj+eVv+kS5u+Z0SCsak6Xil/kmgEia50ga7zfkumayonZrImffAxPU/5WcyGhzetHNPA== 178 | 179 | regenerator-runtime@^0.11.0: 180 | version "0.11.1" 181 | resolved "https://registry.yarnpkg.com/regenerator-runtime/-/regenerator-runtime-0.11.1.tgz#be05ad7f9bf7d22e056f9726cee5017fbf19e2e9" 182 | integrity sha512-MguG95oij0fC3QV3URf4V2SDYGJhJnJGqvIIgdECeODCT98wSWDAJ94SSuVpYQUoTcGUIL6L4yNB7j1DFFHSBg== 183 | 184 | resize-observer-polyfill@^1.5.0: 185 | version "1.5.1" 186 | resolved "https://registry.yarnpkg.com/resize-observer-polyfill/-/resize-observer-polyfill-1.5.1.tgz#0e9020dd3d21024458d4ebd27e23e40269810464" 187 | integrity sha512-LwZrotdHOo12nQuZlHEmtuXdqGoOD0OhaxopaNFxWzInpEgaLWoVuAMbTzixuosCx2nEG58ngzW3vxdWoxIgdg== 188 | 189 | throttle-debounce@^1.0.1: 190 | version "1.1.0" 191 | resolved "https://registry.yarnpkg.com/throttle-debounce/-/throttle-debounce-1.1.0.tgz#51853da37be68a155cb6e827b3514a3c422e89cd" 192 | integrity sha512-XH8UiPCQcWNuk2LYePibW/4qL97+ZQ1AN3FNXwZRBNPPowo/NRU5fAlDCSNBJIYCKbioZfuYtMhG4quqoJhVzg== 193 | 194 | vue-demi@*: 195 | version "0.14.5" 196 | resolved "https://registry.yarnpkg.com/vue-demi/-/vue-demi-0.14.5.tgz#676d0463d1a1266d5ab5cba932e043d8f5f2fbd9" 197 | integrity sha512-o9NUVpl/YlsGJ7t+xuqJKx8EBGf1quRhCiT6D/J0pfwmk9zUwYkC7yrF4SZCe6fETvSM3UNL2edcbYrSyc4QHA== 198 | -------------------------------------------------------------------------------- /display/EncryptedTrafficRecognition/EncryptedTrafficRecognition/src/main/java/com/example/EncryptedTrafficRecognition/controller/Controller.java: -------------------------------------------------------------------------------- 1 | package com.example.EncryptedTrafficRecognition.controller; 2 | 3 | 4 | import com.example.EncryptedTrafficRecognition.dao.AppStaRepository; 5 | import com.example.EncryptedTrafficRecognition.dao.ComPortStaRepository; 6 | import com.example.EncryptedTrafficRecognition.dao.ComProStaRepository; 7 | import com.example.EncryptedTrafficRecognition.dao.EncMsgRepository; 8 | import com.example.EncryptedTrafficRecognition.domain.AppSta; 9 | import com.example.EncryptedTrafficRecognition.domain.ComPortSta; 10 | import com.example.EncryptedTrafficRecognition.domain.ComProSta; 11 | import com.example.EncryptedTrafficRecognition.domain.EncryptedMessage; 12 | import com.example.EncryptedTrafficRecognition.request.ReceiveDataRequest; 13 | import com.example.EncryptedTrafficRecognition.request.SinglePacket; 14 | import com.example.EncryptedTrafficRecognition.response.*; 15 | import org.springframework.beans.factory.annotation.Autowired; 16 | import org.springframework.web.bind.annotation.*; 17 | 18 | import java.util.ArrayList; 19 | import java.util.List; 20 | 21 | @RestController 22 | public class Controller { 23 | @Autowired 24 | EncMsgRepository encMsgRepository; 25 | 26 | @Autowired 27 | ComProStaRepository comProStaRepository; 28 | 29 | @Autowired 30 | ComPortStaRepository comPortStaRepository; 31 | 32 | @Autowired 33 | AppStaRepository appStaRepository; 34 | 35 | //从崔子那里接收数据 36 | @PostMapping("/api/receive_data") 37 | public @ResponseBody Response receiveData(@RequestBody ReceiveDataRequest recDataReq){ 38 | Response response = new Response(); 39 | List encMsgs = new ArrayList<>(); 40 | for(SinglePacket packet:recDataReq.getPackets()){ 41 | EncryptedMessage encryptedMessage=new EncryptedMessage(); 42 | encryptedMessage.setCatalogue(packet.getCatalogue()); 43 | encryptedMessage.setPort(packet.getPort()); 44 | encryptedMessage.setProtocol(packet.getProtocol()); 45 | encMsgs.add(encryptedMessage); 46 | } 47 | encMsgRepository.saveAll(encMsgs); 48 | response.setSuccess(true); 49 | response.setMsg("Successfully received your data!"); 50 | return response; 51 | } 52 | 53 | ///端口信息 54 | @GetMapping("/api/port_information") 55 | public @ResponseBody portResponse portInformation(){ 56 | portResponse portResponse = new portResponse(); 57 | //给portList和idList赋值 58 | List encMsgList = encMsgRepository.findAll(); 59 | for(EncryptedMessage encMsg : encMsgList){ 60 | portResponse.addIdList(encMsg.getId()); 61 | portResponse.addPortList(encMsg.getPort()); 62 | } 63 | portResponse.setSuccess(true); 64 | portResponse.setMsg("Successfully returned the information of ports."); 65 | return portResponse; 66 | } 67 | 68 | //常用端口统计 69 | @GetMapping("/api/port_statistics") 70 | public @ResponseBody portStaResponse portStatistics(){ 71 | portStaResponse portStaResponse = new portStaResponse(); 72 | //统计常用端口信息 73 | ComPortSta comPortSta = new ComPortSta(); 74 | comPortSta.setId(1); 75 | int cnt = 0; 76 | 77 | List list_20 = encMsgRepository.findAllByPort(20); 78 | cnt = list_20.size(); 79 | comPortSta.setPort_20(cnt); 80 | 81 | List list_21 = encMsgRepository.findAllByPort(21); 82 | cnt = list_21.size(); 83 | comPortSta.setPort_21(cnt); 84 | 85 | List list_23 = encMsgRepository.findAllByPort(23); 86 | cnt = list_23.size(); 87 | comPortSta.setPort_23(cnt); 88 | 89 | List list_25 = encMsgRepository.findAllByPort(25); 90 | cnt = list_25.size(); 91 | comPortSta.setPort_25(cnt); 92 | 93 | List list_123 = encMsgRepository.findAllByPort(123); 94 | cnt = list_123.size(); 95 | comPortSta.setPort_123(cnt); 96 | 97 | List list_443 = encMsgRepository.findAllByPort(443); 98 | cnt = list_443.size(); 99 | comPortSta.setPort_443(cnt); 100 | 101 | List list_161 = encMsgRepository.findAllByPort(161); 102 | cnt = list_161.size(); 103 | comPortSta.setPort_161(cnt); 104 | 105 | List list_3389 = encMsgRepository.findAllByPort(3389); 106 | cnt = list_3389.size(); 107 | comPortSta.setPort_3389(cnt); 108 | 109 | List list_53 = encMsgRepository.findAllByPort(53); 110 | cnt = list_53.size(); 111 | comPortSta.setPort_53(cnt); 112 | 113 | List list_5060 = encMsgRepository.findAllByPort(5060); 114 | cnt = list_5060.size(); 115 | comPortSta.setPort_5060(cnt); 116 | 117 | List list_67 = encMsgRepository.findAllByPort(67); 118 | cnt = list_67.size(); 119 | comPortSta.setPort_67(cnt); 120 | 121 | List list_68 = encMsgRepository.findAllByPort(68); 122 | cnt = list_68.size(); 123 | comPortSta.setPort_68(cnt); 124 | 125 | List list_69 = encMsgRepository.findAllByPort(69); 126 | cnt = list_69.size(); 127 | comPortSta.setPort_69(cnt); 128 | 129 | List list_80 = encMsgRepository.findAllByPort(80); 130 | cnt = list_80.size(); 131 | comPortSta.setPort_80(cnt); 132 | 133 | List list_110 = encMsgRepository.findAllByPort(110); 134 | cnt = list_110.size(); 135 | comPortSta.setPort_110(cnt); 136 | 137 | List list_22 = encMsgRepository.findAllByPort(22); 138 | cnt = list_22.size(); 139 | comPortSta.setPort_22(cnt); 140 | 141 | List list_143 = encMsgRepository.findAllByPort(143); 142 | cnt = list_143.size(); 143 | comPortSta.setPort_143(cnt); 144 | 145 | List list_8000 = encMsgRepository.findAllByPort(8000); 146 | cnt = list_8000.size(); 147 | comPortSta.setPort_8000(cnt); 148 | 149 | comPortStaRepository.save(comPortSta); 150 | 151 | portStaResponse.setComPortSta(comPortSta); 152 | portStaResponse.setSuccess(true); 153 | portStaResponse.setMsg("Successfully returned the statistics of common ports."); 154 | return portStaResponse; 155 | } 156 | 157 | //协议信息 158 | @GetMapping("/api/protocol_information") 159 | public @ResponseBody protocolResponse protocolInformation(){ 160 | protocolResponse protocolResponse = new protocolResponse(); 161 | //给protocolList和idList赋值 162 | List encMsgList = encMsgRepository.findAll(); 163 | for(EncryptedMessage encMsg : encMsgList){ 164 | protocolResponse.addIdList(encMsg.getId()); 165 | protocolResponse.addProtocolList(encMsg.getProtocol()); 166 | } 167 | protocolResponse.setSuccess(true); 168 | protocolResponse.setMsg("Successfully returned the information of protocol."); 169 | return protocolResponse; 170 | } 171 | 172 | //常用协议统计 173 | @GetMapping("/api/protocol_statistics") 174 | public @ResponseBody proStaResponse protocolStatistics(){ 175 | proStaResponse proStaResponse = new proStaResponse(); 176 | ComProSta comProSta = new ComProSta(); 177 | comProSta.setId(1); 178 | int cnt = 0; 179 | 180 | List tcpList = encMsgRepository.findAllByProtocol("tcp"); 181 | cnt = tcpList.size(); 182 | comProSta.setTcp(cnt); 183 | 184 | List udpList = encMsgRepository.findAllByProtocol("udp"); 185 | cnt = udpList.size(); 186 | comProSta.setUdp(cnt); 187 | 188 | List sctpList = encMsgRepository.findAllByProtocol("sctp"); 189 | cnt = sctpList.size(); 190 | comProSta.setSctp(cnt); 191 | 192 | List dccpList = encMsgRepository.findAllByProtocol("dccp"); 193 | cnt = dccpList.size(); 194 | comProSta.setDccp(cnt); 195 | 196 | List rsvpList = encMsgRepository.findAllByProtocol("rsvp"); 197 | cnt = rsvpList.size(); 198 | comProSta.setRsvp(cnt); 199 | 200 | List rudpList = encMsgRepository.findAllByProtocol("rudp"); 201 | cnt = rudpList.size(); 202 | comProSta.setRudp(cnt); 203 | 204 | List tlsList = encMsgRepository.findAllByProtocol("tls"); 205 | cnt = tlsList.size(); 206 | comProSta.setTls(cnt); 207 | 208 | List quicList = encMsgRepository.findAllByProtocol("quic"); 209 | cnt = quicList.size(); 210 | comProSta.setQuic(cnt); 211 | 212 | List spxList = encMsgRepository.findAllByProtocol("spx"); 213 | cnt = spxList.size(); 214 | comProSta.setSpx(cnt); 215 | 216 | List mptcpList = encMsgRepository.findAllByProtocol("mptcp"); 217 | cnt = mptcpList.size(); 218 | comProSta.setMptcp(cnt); 219 | 220 | comProStaRepository.save(comProSta); 221 | proStaResponse.setComProSta(comProSta); 222 | proStaResponse.setSuccess(true); 223 | proStaResponse.setMsg("Successfully returned the statistics of common protocol."); 224 | return proStaResponse; 225 | } 226 | 227 | @GetMapping("/api/comprehensive_display") 228 | public @ResponseBody compResponse compDisplay(){ 229 | compResponse compResponse = new compResponse(); 230 | List encMsgList = encMsgRepository.findAll(); 231 | compResponse.setEncMsgList(encMsgList); 232 | compResponse.setSuccess(true); 233 | compResponse.setMsg("Successfully returned the comprehensive information of encrypted messages."); 234 | return compResponse; 235 | } 236 | 237 | @GetMapping("/api/app_statistics") 238 | public @ResponseBody appStaResponse appStatistics(){ 239 | appStaResponse appStaResponse = new appStaResponse(); 240 | AppSta appSta = new AppSta(); 241 | appSta.setId(1); 242 | int cnt = 0; 243 | 244 | List wxList = encMsgRepository.findAllByCatalogue("wx"); 245 | cnt = wxList.size(); 246 | appSta.setWx(cnt); 247 | 248 | List qqList = encMsgRepository.findAllByCatalogue("qq"); 249 | cnt = qqList.size(); 250 | appSta.setQq(cnt); 251 | 252 | List httpsList = encMsgRepository.findAllByCatalogue("https"); 253 | cnt = httpsList.size(); 254 | appSta.setHttps(cnt); 255 | 256 | appStaRepository.save(appSta); 257 | appStaResponse.setAppSta(appSta); 258 | appStaResponse.setMsg("Successfully returned information of applications."); 259 | appStaResponse.setSuccess(true); 260 | 261 | return appStaResponse; 262 | } 263 | 264 | @GetMapping("/api/clear_database") 265 | public @ResponseBody boolean clearDatabase(){ 266 | try{ 267 | encMsgRepository.deleteAll(); 268 | appStaRepository.deleteAll(); 269 | comPortStaRepository.deleteAll(); 270 | comProStaRepository.deleteAll(); 271 | }catch(Exception e){ 272 | e.printStackTrace(); 273 | return false; 274 | } 275 | return true; 276 | } 277 | 278 | } 279 | -------------------------------------------------------------------------------- /display/EncryptedTrafficRecognition/EncryptedTrafficRecognition/mvnw: -------------------------------------------------------------------------------- 1 | #!/bin/sh 2 | # ---------------------------------------------------------------------------- 3 | # Licensed to the Apache Software Foundation (ASF) under one 4 | # or more contributor license agreements. See the NOTICE file 5 | # distributed with this work for additional information 6 | # regarding copyright ownership. The ASF licenses this file 7 | # to you under the Apache License, Version 2.0 (the 8 | # "License"); you may not use this file except in compliance 9 | # with the License. You may obtain a copy of the License at 10 | # 11 | # https://www.apache.org/licenses/LICENSE-2.0 12 | # 13 | # Unless required by applicable law or agreed to in writing, 14 | # software distributed under the License is distributed on an 15 | # "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY 16 | # KIND, either express or implied. See the License for the 17 | # specific language governing permissions and limitations 18 | # under the License. 19 | # ---------------------------------------------------------------------------- 20 | 21 | # ---------------------------------------------------------------------------- 22 | # Apache Maven Wrapper startup batch script, version 3.2.0 23 | # 24 | # Required ENV vars: 25 | # ------------------ 26 | # JAVA_HOME - location of a JDK home dir 27 | # 28 | # Optional ENV vars 29 | # ----------------- 30 | # MAVEN_OPTS - parameters passed to the Java VM when running Maven 31 | # e.g. to debug Maven itself, use 32 | # set MAVEN_OPTS=-Xdebug -Xrunjdwp:transport=dt_socket,server=y,suspend=y,address=8000 33 | # MAVEN_SKIP_RC - flag to disable loading of mavenrc files 34 | # ---------------------------------------------------------------------------- 35 | 36 | if [ -z "$MAVEN_SKIP_RC" ] ; then 37 | 38 | if [ -f /usr/local/etc/mavenrc ] ; then 39 | . /usr/local/etc/mavenrc 40 | fi 41 | 42 | if [ -f /etc/mavenrc ] ; then 43 | . /etc/mavenrc 44 | fi 45 | 46 | if [ -f "$HOME/.mavenrc" ] ; then 47 | . "$HOME/.mavenrc" 48 | fi 49 | 50 | fi 51 | 52 | # OS specific support. $var _must_ be set to either true or false. 53 | cygwin=false; 54 | darwin=false; 55 | mingw=false 56 | case "$(uname)" in 57 | CYGWIN*) cygwin=true ;; 58 | MINGW*) mingw=true;; 59 | Darwin*) darwin=true 60 | # Use /usr/libexec/java_home if available, otherwise fall back to /Library/Java/Home 61 | # See https://developer.apple.com/library/mac/qa/qa1170/_index.html 62 | if [ -z "$JAVA_HOME" ]; then 63 | if [ -x "/usr/libexec/java_home" ]; then 64 | JAVA_HOME="$(/usr/libexec/java_home)"; export JAVA_HOME 65 | else 66 | JAVA_HOME="/Library/Java/Home"; export JAVA_HOME 67 | fi 68 | fi 69 | ;; 70 | esac 71 | 72 | if [ -z "$JAVA_HOME" ] ; then 73 | if [ -r /etc/gentoo-release ] ; then 74 | JAVA_HOME=$(java-config --jre-home) 75 | fi 76 | fi 77 | 78 | # For Cygwin, ensure paths are in UNIX format before anything is touched 79 | if $cygwin ; then 80 | [ -n "$JAVA_HOME" ] && 81 | JAVA_HOME=$(cygpath --unix "$JAVA_HOME") 82 | [ -n "$CLASSPATH" ] && 83 | CLASSPATH=$(cygpath --path --unix "$CLASSPATH") 84 | fi 85 | 86 | # For Mingw, ensure paths are in UNIX format before anything is touched 87 | if $mingw ; then 88 | [ -n "$JAVA_HOME" ] && [ -d "$JAVA_HOME" ] && 89 | JAVA_HOME="$(cd "$JAVA_HOME" || (echo "cannot cd into $JAVA_HOME."; exit 1); pwd)" 90 | fi 91 | 92 | if [ -z "$JAVA_HOME" ]; then 93 | javaExecutable="$(which javac)" 94 | if [ -n "$javaExecutable" ] && ! [ "$(expr "\"$javaExecutable\"" : '\([^ ]*\)')" = "no" ]; then 95 | # readlink(1) is not available as standard on Solaris 10. 96 | readLink=$(which readlink) 97 | if [ ! "$(expr "$readLink" : '\([^ ]*\)')" = "no" ]; then 98 | if $darwin ; then 99 | javaHome="$(dirname "\"$javaExecutable\"")" 100 | javaExecutable="$(cd "\"$javaHome\"" && pwd -P)/javac" 101 | else 102 | javaExecutable="$(readlink -f "\"$javaExecutable\"")" 103 | fi 104 | javaHome="$(dirname "\"$javaExecutable\"")" 105 | javaHome=$(expr "$javaHome" : '\(.*\)/bin') 106 | JAVA_HOME="$javaHome" 107 | export JAVA_HOME 108 | fi 109 | fi 110 | fi 111 | 112 | if [ -z "$JAVACMD" ] ; then 113 | if [ -n "$JAVA_HOME" ] ; then 114 | if [ -x "$JAVA_HOME/jre/sh/java" ] ; then 115 | # IBM's JDK on AIX uses strange locations for the executables 116 | JAVACMD="$JAVA_HOME/jre/sh/java" 117 | else 118 | JAVACMD="$JAVA_HOME/bin/java" 119 | fi 120 | else 121 | JAVACMD="$(\unset -f command 2>/dev/null; \command -v java)" 122 | fi 123 | fi 124 | 125 | if [ ! -x "$JAVACMD" ] ; then 126 | echo "Error: JAVA_HOME is not defined correctly." >&2 127 | echo " We cannot execute $JAVACMD" >&2 128 | exit 1 129 | fi 130 | 131 | if [ -z "$JAVA_HOME" ] ; then 132 | echo "Warning: JAVA_HOME environment variable is not set." 133 | fi 134 | 135 | # traverses directory structure from process work directory to filesystem root 136 | # first directory with .mvn subdirectory is considered project base directory 137 | find_maven_basedir() { 138 | if [ -z "$1" ] 139 | then 140 | echo "Path not specified to find_maven_basedir" 141 | return 1 142 | fi 143 | 144 | basedir="$1" 145 | wdir="$1" 146 | while [ "$wdir" != '/' ] ; do 147 | if [ -d "$wdir"/.mvn ] ; then 148 | basedir=$wdir 149 | break 150 | fi 151 | # workaround for JBEAP-8937 (on Solaris 10/Sparc) 152 | if [ -d "${wdir}" ]; then 153 | wdir=$(cd "$wdir/.." || exit 1; pwd) 154 | fi 155 | # end of workaround 156 | done 157 | printf '%s' "$(cd "$basedir" || exit 1; pwd)" 158 | } 159 | 160 | # concatenates all lines of a file 161 | concat_lines() { 162 | if [ -f "$1" ]; then 163 | # Remove \r in case we run on Windows within Git Bash 164 | # and check out the repository with auto CRLF management 165 | # enabled. Otherwise, we may read lines that are delimited with 166 | # \r\n and produce $'-Xarg\r' rather than -Xarg due to word 167 | # splitting rules. 168 | tr -s '\r\n' ' ' < "$1" 169 | fi 170 | } 171 | 172 | log() { 173 | if [ "$MVNW_VERBOSE" = true ]; then 174 | printf '%s\n' "$1" 175 | fi 176 | } 177 | 178 | BASE_DIR=$(find_maven_basedir "$(dirname "$0")") 179 | if [ -z "$BASE_DIR" ]; then 180 | exit 1; 181 | fi 182 | 183 | MAVEN_PROJECTBASEDIR=${MAVEN_BASEDIR:-"$BASE_DIR"}; export MAVEN_PROJECTBASEDIR 184 | log "$MAVEN_PROJECTBASEDIR" 185 | 186 | ########################################################################################## 187 | # Extension to allow automatically downloading the maven-wrapper.jar from Maven-central 188 | # This allows using the maven wrapper in projects that prohibit checking in binary data. 189 | ########################################################################################## 190 | wrapperJarPath="$MAVEN_PROJECTBASEDIR/.mvn/wrapper/maven-wrapper.jar" 191 | if [ -r "$wrapperJarPath" ]; then 192 | log "Found $wrapperJarPath" 193 | else 194 | log "Couldn't find $wrapperJarPath, downloading it ..." 195 | 196 | if [ -n "$MVNW_REPOURL" ]; then 197 | wrapperUrl="$MVNW_REPOURL/org/apache/maven/wrapper/maven-wrapper/3.2.0/maven-wrapper-3.2.0.jar" 198 | else 199 | wrapperUrl="https://repo.maven.apache.org/maven2/org/apache/maven/wrapper/maven-wrapper/3.2.0/maven-wrapper-3.2.0.jar" 200 | fi 201 | while IFS="=" read -r key value; do 202 | # Remove '\r' from value to allow usage on windows as IFS does not consider '\r' as a separator ( considers space, tab, new line ('\n'), and custom '=' ) 203 | safeValue=$(echo "$value" | tr -d '\r') 204 | case "$key" in (wrapperUrl) wrapperUrl="$safeValue"; break ;; 205 | esac 206 | done < "$MAVEN_PROJECTBASEDIR/.mvn/wrapper/maven-wrapper.properties" 207 | log "Downloading from: $wrapperUrl" 208 | 209 | if $cygwin; then 210 | wrapperJarPath=$(cygpath --path --windows "$wrapperJarPath") 211 | fi 212 | 213 | if command -v wget > /dev/null; then 214 | log "Found wget ... using wget" 215 | [ "$MVNW_VERBOSE" = true ] && QUIET="" || QUIET="--quiet" 216 | if [ -z "$MVNW_USERNAME" ] || [ -z "$MVNW_PASSWORD" ]; then 217 | wget $QUIET "$wrapperUrl" -O "$wrapperJarPath" || rm -f "$wrapperJarPath" 218 | else 219 | wget $QUIET --http-user="$MVNW_USERNAME" --http-password="$MVNW_PASSWORD" "$wrapperUrl" -O "$wrapperJarPath" || rm -f "$wrapperJarPath" 220 | fi 221 | elif command -v curl > /dev/null; then 222 | log "Found curl ... using curl" 223 | [ "$MVNW_VERBOSE" = true ] && QUIET="" || QUIET="--silent" 224 | if [ -z "$MVNW_USERNAME" ] || [ -z "$MVNW_PASSWORD" ]; then 225 | curl $QUIET -o "$wrapperJarPath" "$wrapperUrl" -f -L || rm -f "$wrapperJarPath" 226 | else 227 | curl $QUIET --user "$MVNW_USERNAME:$MVNW_PASSWORD" -o "$wrapperJarPath" "$wrapperUrl" -f -L || rm -f "$wrapperJarPath" 228 | fi 229 | else 230 | log "Falling back to using Java to download" 231 | javaSource="$MAVEN_PROJECTBASEDIR/.mvn/wrapper/MavenWrapperDownloader.java" 232 | javaClass="$MAVEN_PROJECTBASEDIR/.mvn/wrapper/MavenWrapperDownloader.class" 233 | # For Cygwin, switch paths to Windows format before running javac 234 | if $cygwin; then 235 | javaSource=$(cygpath --path --windows "$javaSource") 236 | javaClass=$(cygpath --path --windows "$javaClass") 237 | fi 238 | if [ -e "$javaSource" ]; then 239 | if [ ! -e "$javaClass" ]; then 240 | log " - Compiling MavenWrapperDownloader.java ..." 241 | ("$JAVA_HOME/bin/javac" "$javaSource") 242 | fi 243 | if [ -e "$javaClass" ]; then 244 | log " - Running MavenWrapperDownloader.java ..." 245 | ("$JAVA_HOME/bin/java" -cp .mvn/wrapper MavenWrapperDownloader "$wrapperUrl" "$wrapperJarPath") || rm -f "$wrapperJarPath" 246 | fi 247 | fi 248 | fi 249 | fi 250 | ########################################################################################## 251 | # End of extension 252 | ########################################################################################## 253 | 254 | # If specified, validate the SHA-256 sum of the Maven wrapper jar file 255 | wrapperSha256Sum="" 256 | while IFS="=" read -r key value; do 257 | case "$key" in (wrapperSha256Sum) wrapperSha256Sum=$value; break ;; 258 | esac 259 | done < "$MAVEN_PROJECTBASEDIR/.mvn/wrapper/maven-wrapper.properties" 260 | if [ -n "$wrapperSha256Sum" ]; then 261 | wrapperSha256Result=false 262 | if command -v sha256sum > /dev/null; then 263 | if echo "$wrapperSha256Sum $wrapperJarPath" | sha256sum -c > /dev/null 2>&1; then 264 | wrapperSha256Result=true 265 | fi 266 | elif command -v shasum > /dev/null; then 267 | if echo "$wrapperSha256Sum $wrapperJarPath" | shasum -a 256 -c > /dev/null 2>&1; then 268 | wrapperSha256Result=true 269 | fi 270 | else 271 | echo "Checksum validation was requested but neither 'sha256sum' or 'shasum' are available." 272 | echo "Please install either command, or disable validation by removing 'wrapperSha256Sum' from your maven-wrapper.properties." 273 | exit 1 274 | fi 275 | if [ $wrapperSha256Result = false ]; then 276 | echo "Error: Failed to validate Maven wrapper SHA-256, your Maven wrapper might be compromised." >&2 277 | echo "Investigate or delete $wrapperJarPath to attempt a clean download." >&2 278 | echo "If you updated your Maven version, you need to update the specified wrapperSha256Sum property." >&2 279 | exit 1 280 | fi 281 | fi 282 | 283 | MAVEN_OPTS="$(concat_lines "$MAVEN_PROJECTBASEDIR/.mvn/jvm.config") $MAVEN_OPTS" 284 | 285 | # For Cygwin, switch paths to Windows format before running java 286 | if $cygwin; then 287 | [ -n "$JAVA_HOME" ] && 288 | JAVA_HOME=$(cygpath --path --windows "$JAVA_HOME") 289 | [ -n "$CLASSPATH" ] && 290 | CLASSPATH=$(cygpath --path --windows "$CLASSPATH") 291 | [ -n "$MAVEN_PROJECTBASEDIR" ] && 292 | MAVEN_PROJECTBASEDIR=$(cygpath --path --windows "$MAVEN_PROJECTBASEDIR") 293 | fi 294 | 295 | # Provide a "standardized" way to retrieve the CLI args that will 296 | # work with both Windows and non-Windows executions. 297 | MAVEN_CMD_LINE_ARGS="$MAVEN_CONFIG $*" 298 | export MAVEN_CMD_LINE_ARGS 299 | 300 | WRAPPER_LAUNCHER=org.apache.maven.wrapper.MavenWrapperMain 301 | 302 | # shellcheck disable=SC2086 # safe args 303 | exec "$JAVACMD" \ 304 | $MAVEN_OPTS \ 305 | $MAVEN_DEBUG_OPTS \ 306 | -classpath "$MAVEN_PROJECTBASEDIR/.mvn/wrapper/maven-wrapper.jar" \ 307 | "-Dmaven.multiModuleProjectDirectory=${MAVEN_PROJECTBASEDIR}" \ 308 | ${WRAPPER_LAUNCHER} $MAVEN_CONFIG "$@" 309 | -------------------------------------------------------------------------------- /display/front-end/vue-project/src/components/Aside.vue: -------------------------------------------------------------------------------- 1 | 292 | 293 | 307 | 308 | -------------------------------------------------------------------------------- /display/front-end/package-lock.json: -------------------------------------------------------------------------------- 1 | { 2 | "name": "front-end", 3 | "lockfileVersion": 2, 4 | "requires": true, 5 | "packages": { 6 | "": { 7 | "dependencies": { 8 | "element-ui": "^2.15.13" 9 | } 10 | }, 11 | "node_modules/@babel/parser": { 12 | "version": "7.22.4", 13 | "resolved": "https://registry.npmjs.org/@babel/parser/-/parser-7.22.4.tgz", 14 | "integrity": "sha512-VLLsx06XkEYqBtE5YGPwfSGwfrjnyPP5oiGty3S8pQLFDFLaS8VwWSIxkTXpcvr5zeYLE6+MBNl2npl/YnfofA==", 15 | "peer": true, 16 | "bin": { 17 | "parser": "bin/babel-parser.js" 18 | }, 19 | "engines": { 20 | "node": ">=6.0.0" 21 | } 22 | }, 23 | "node_modules/@vue/compiler-sfc": { 24 | "version": "2.7.14", 25 | "resolved": "https://registry.npmjs.org/@vue/compiler-sfc/-/compiler-sfc-2.7.14.tgz", 26 | "integrity": "sha512-aNmNHyLPsw+sVvlQFQ2/8sjNuLtK54TC6cuKnVzAY93ks4ZBrvwQSnkkIh7bsbNhum5hJBS00wSDipQ937f5DA==", 27 | "peer": true, 28 | "dependencies": { 29 | "@babel/parser": "^7.18.4", 30 | "postcss": "^8.4.14", 31 | "source-map": "^0.6.1" 32 | } 33 | }, 34 | "node_modules/async-validator": { 35 | "version": "1.8.5", 36 | "resolved": "https://registry.npmjs.org/async-validator/-/async-validator-1.8.5.tgz", 37 | "integrity": "sha512-tXBM+1m056MAX0E8TL2iCjg8WvSyXu0Zc8LNtYqrVeyoL3+esHRZ4SieE9fKQyyU09uONjnMEjrNBMqT0mbvmA==", 38 | "dependencies": { 39 | "babel-runtime": "6.x" 40 | } 41 | }, 42 | "node_modules/babel-helper-vue-jsx-merge-props": { 43 | "version": "2.0.3", 44 | "resolved": "https://registry.npmjs.org/babel-helper-vue-jsx-merge-props/-/babel-helper-vue-jsx-merge-props-2.0.3.tgz", 45 | "integrity": "sha512-gsLiKK7Qrb7zYJNgiXKpXblxbV5ffSwR0f5whkPAaBAR4fhi6bwRZxX9wBlIc5M/v8CCkXUbXZL4N/nSE97cqg==" 46 | }, 47 | "node_modules/babel-runtime": { 48 | "version": "6.26.0", 49 | "resolved": "https://registry.npmjs.org/babel-runtime/-/babel-runtime-6.26.0.tgz", 50 | "integrity": "sha512-ITKNuq2wKlW1fJg9sSW52eepoYgZBggvOAHC0u/CYu/qxQ9EVzThCgR69BnSXLHjy2f7SY5zaQ4yt7H9ZVxY2g==", 51 | "dependencies": { 52 | "core-js": "^2.4.0", 53 | "regenerator-runtime": "^0.11.0" 54 | } 55 | }, 56 | "node_modules/core-js": { 57 | "version": "2.6.12", 58 | "resolved": "https://registry.npmjs.org/core-js/-/core-js-2.6.12.tgz", 59 | "integrity": "sha512-Kb2wC0fvsWfQrgk8HU5lW6U/Lcs8+9aaYcy4ZFc6DDlo4nZ7n70dEgE5rtR0oG6ufKDUnrwfWL1mXR5ljDatrQ==", 60 | "deprecated": "core-js@<3.23.3 is no longer maintained and not recommended for usage due to the number of issues. 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