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How to deal with task scheduling and task priority issues of concurrent tasks in Go language?

Oct 08, 2023 pm 02:17 PM
Concurrent task scheduling: schedulingTask priority issues: priorityProcessing in go language: go processing

How to deal with task scheduling and task priority issues of concurrent tasks in Go language?

How to deal with the task scheduling and task priority issues of concurrent tasks in the Go language?

With the development of computer hardware and the popularity of multi-core processors, handling concurrent tasks has become an important part of the program development process. As a programming language that supports native concurrency, the Go language's concurrency model is designed to effectively handle concurrent tasks. However, in actual development, how to schedule concurrent tasks and set task priorities is a problem that needs to be solved.

In the Go language, concurrent tasks can be handled by using goroutine and channel. Goroutine is a lightweight thread that can execute multiple functions simultaneously in a program. Channel is a communication mechanism used to transfer data. It can transfer data between different goroutines. When processing concurrent tasks, different tasks can be encapsulated into different goroutines and data can be transferred through channels.

For task scheduling, a scheduler (Scheduler) can be used for task scheduling and coordination. The scheduler can select tasks to be executed based on certain strategies and assign tasks to available goroutines. Commonly used scheduling strategies include first-in-first-out (FIFO), shortest job first (SJF), highest response ratio first (HRRN), etc. In the Go language, you can use channels with select statements to implement the scheduler.

The following is a simple example to illustrate how to use the scheduler to schedule tasks and set task priorities:

package main

import "fmt"

func worker(id int, tasks chan int, result chan int) {
    for task := range tasks {
        fmt.Println("Worker", id, "start task", task)
        // 模拟任务执行
        result <- task * task
        fmt.Println("Worker", id, "finish task", task)
    }
}

func scheduler(tasks []int) []int {
    numWorkers := 3
    tasksChan := make(chan int)
    resultChan := make(chan int)
    doneChan := make(chan bool)

    // 启动若干个goroutine作为工作线程
    for i := 0; i < numWorkers; i++ {
        go worker(i, tasksChan, resultChan)
    }

    // 将任务发送给工作线程
    go func() {
        for _, task := range tasks {
            tasksChan <- task
        }
        close(tasksChan)
    }()

    // 收集完成的任务结果
    go func() {
        for range tasks {
            <-resultChan
        }
        doneChan <- true
    }()

    // 等待任务完成
    <-doneChan

    close(resultChan)

    // 返回任务结果
    var results []int
    for result := range resultChan {
        results = append(results, result)
    }

    return results
}

func main() {
    tasks := []int{1, 2, 3, 4, 5}
    results := scheduler(tasks)

    fmt.Println("Task results:", results)
}

In the above code, we define a worker function to execute tasks , and pass the tasks that need to be performed to the worker function through the tasks channel. The scheduler will allocate tasks to idle workers according to the order in which tasks arrive. Finally, we collect the task execution results through the result channel.

In the main function, we define some tasks that need to be executed, and call the scheduler function to start the scheduler. The scheduler will wait for all tasks to be executed and return the execution results.

Through the above example, we can see how to use the scheduler to schedule tasks and set task priorities. Based on actual needs, we can modify and extend this example to meet specific needs.

In short, the Go language provides good native concurrency processing capabilities, and can handle concurrent tasks through the use of goroutines and channels. At the same time, by writing a scheduler, we can flexibly implement task scheduling and set task priorities. I believe that by mastering these skills, we can better handle concurrent tasks in the Go language.

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