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Golang implements flow control

May 10, 2023 am 11:26 AM

With the development of the Internet and the increase in data volume, modern applications often need to manage and limit concurrent requests to avoid system overload, and flow control is the key technology to solve this problem. In this article, we will explore how to implement flow control using Golang.

What is flow control?

Flow control (flow control) refers to the technology that limits the request flow within a certain period of time and allocates bandwidth according to the rated flow rate. In computer networks, flow control is used to avoid network overload and ensure that each request is handled appropriately. In distributed systems, flow control can ensure the stability of applications, prevent overload, and avoid avalanche effects.

How to implement flow control?

In Golang, we can use the two features of channel and ticker to implement flow control. Channel is used to control the amount of request traffic, and ticker is used to limit the length of the time window.

In order to build a flow control system, we need to set a maximum QPS (requests per second) and a maximum number of requests. We use a time.Ticker type ticker to limit the length of each time window and divide the time window into several small time periods. Within each cycle, we use channels and time.Sleep-based blocking to control the number of requests to ensure that all requests are processed smoothly.

The following is a simple sample code:

package main

import (
    "fmt"
    "time"
)

func main() {
    ticker := time.NewTicker(time.Second)   // 设定时间窗口
    maxReq := 5                             // 每秒最多请求量
    curReq := make(chan bool, maxReq)        // 当前请求量
    for t := range ticker.C {
        select {
        case curReq <- true:
            go handleReq(t, curReq)
        default:
            fmt.Printf("Dropping request at %v
", t)
        }
    }
}

func handleReq(t time.Time, curReq chan bool) {
    time.Sleep(100 * time.Millisecond)  // 模拟处理时间
    <-curReq
    fmt.Printf("Handling request at %v
", t)
}

In this example, we use the time.NewTicker method to create a time window ticker, which generates a signal every second to control the request flow. We use the curReq channel of type chan bool to control the number of requests that can be processed per second to ensure that we do not process requests too quickly and overload the system.

In each time window, we use the select statement to check the currently available number of processing requests (curReq). If the maximum request amount is not exceeded, add a new request to the channel and call the handleReq function asynchronously. . If the channel is full, the request is dropped and a Dropping request message is printed on the console. When processing a request, we use time.Sleep to simulate the delay in request processing and output a message on the console processing the request. After processing is complete, we take a value from curReq so that the next request can be scheduled correctly.

Summary

In distributed systems, flow control is an essential technology that can ensure system reliability and avoid system overload. In Golang, we can use the two features of channel and ticker to build a simple and effective flow control system. In actual applications, we need to consider more factors, such as system scalability, request counters, and user experience, to ensure that the system operates stably and provide users with a smooth experience.

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