Home Backend Development Golang How to use WebSocket in golang for real-time data visualization

How to use WebSocket in golang for real-time data visualization

Dec 17, 2023 pm 06:29 PM
golang websocket Visualization

How to use WebSocket in golang for real-time data visualization

How to use WebSocket to achieve real-time data visualization in golang

Introduction:
Nowadays, real-time data visualization plays an important role in many fields, and WebSocket Is a protocol for real-time two-way communication between web browsers and servers. This article will introduce how to use the WebSocket library in golang to achieve real-time data visualization and provide specific code examples.

1. Install golang and WebSocket library
First, we need to install golang and the corresponding WebSocket library in the local environment. Go to the golang official website to download and install golang, and then use the following command to install the WebSocket library in the go language:
go get github.com/gorilla/websocket

2. Create a WebSocket server
We first create a Simple WebSocket server that handles client connections and messaging. The following is a simple sample code:

package main

import (
    "log"
    "net/http"

    "github.com/gorilla/websocket"
)

var clients = make(map[*websocket.Conn]bool)
var broadcast = make(chan []byte)
var upgrader = websocket.Upgrader{} // 使用默认的Upgrader

func main() {
    fs := http.FileServer(http.Dir("static"))
    http.Handle("/", fs)

    http.HandleFunc("/ws", handleConnections)

    go handleMessages()

    log.Println("Server started on :8000")
    err := http.ListenAndServe(":8000", nil)
    if err != nil {
        log.Fatal("ListenAndServe: ", err)
    }
}

func handleConnections(w http.ResponseWriter, r *http.Request) {
    // 建立WebSocket连接
    conn, err := upgrader.Upgrade(w, r, nil)
    if err != nil {
        log.Fatal(err)
    }
    // 关闭连接
    defer conn.Close()

    clients[conn] = true

    for {
        // 读取来自客户端的消息
        _, message, err := conn.ReadMessage()
        if err != nil {
            log.Printf("Error: %v", err)
            delete(clients, conn)
            break
        }
        // 将消息放入广播通道中
        broadcast <- message
    }
}

func handleMessages() {
    for {
        // 从广播通道中读取消息
        message := <-broadcast

        // 将消息发送给所有连接的客户端
        for client := range clients {
            err := client.WriteMessage(websocket.TextMessage, message)
            if err != nil {
                log.Printf("Error: %v", err)
                client.Close()
                delete(clients, client)
            }
        }
    }
}
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3. Create a WebSocket client
Next, we create a simple WebSocket client for sending messages to and receiving messages from the server. The following is a simple sample code:

// 在HTML文件中通过JavaScript创建WebSocket连接
const socket = new WebSocket('ws://localhost:8000/ws');

// 监听连接成功事件
socket.onopen = function (event) {
    console.log('Connected to WebSocket server');
};

// 监听收到消息事件
socket.onmessage = function (event) {
    const message = event.data;
    console.log('Received message:', message);
    // 在此处可进行实时数据可视化的操作
};

// 向服务器发送消息
function sendMessage(message) {
    socket.send(message);
}
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4. Real-time data visualization
Real-time data transmission is realized through WebSocket. We can perform real-time data visualization operations after the client receives the message from the server. . Here is a simple example to create a real-time line chart from the received data through the D3.js library:

// 在HTML文件中通过JavaScript使用D3.js库创建折线图
const margin = { top: 20, right: 20, bottom: 30, left: 50 },
    width = 960 - margin.left - margin.right,
    height = 500 - margin.top - margin.bottom;

const svg = d3.select("body").append("svg")
    .attr("width", width + margin.left + margin.right)
    .attr("height", height + margin.top + margin.bottom)
    .append("g")
    .attr("transform", "translate(" + margin.left + "," + margin.top + ")");

const x = d3.scaleLinear()
    .range([0, width]);

const y = d3.scaleLinear()
    .range([height, 0]);

const line = d3.line()
    .x(function (d) { return x(d.x); })
    .y(function (d) { return y(d.y); });

// 数据存储数组
let data = [];

socket.onmessage = function (event) {
    const message = JSON.parse(event.data);
    // 在此处进行数据处理
    data.push({ x: message.x, y: message.y });

    // 更新坐标轴范围
    x.domain(d3.extent(data, function (d) { return d.x; }));
    y.domain([0, d3.max(data, function (d) { return d.y; })]);

    // 渲染折线图
    svg.selectAll("*").remove(); // 首先清空原有内容
    svg.append("path")
        .data([data])
        .attr("class", "line")
        .attr("d", line);
}
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Conclusion:
Through the above code, we can use WebSocket in golang to achieve real-time data visualization. The client connects to the server via WebSocket, and the server receives messages from the client and sends them to all connected clients. After the client receives the message from the server, we can perform real-time data processing and visualization operations to achieve real-time data display and analysis.

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