django中使用celery（分布式任务队列）

客官°小女子只卖身不卖艺 2023-10-08 12:02 25阅读 0赞

#### django中使用celery ####

*   *  写在前面
     *  1、开始使用
     *   *  1.1、安装celery redis：
         *  1.2、安装celery
         *  1.3、开始写代码
         *   *  1.3.1、开启celery服务
             *  1.3.2、测试运行
             *  1.3.3、异步测耗时
     *  2、django中使用celery
     *   *  2.1、尝试运行
         *  2.2、运行celery服务
         *  2.3、异步测试
     *  3、django中使用celery实例：异步发送邮件
     *   *  3.1、先写一个加法测试异步
         *  3.2、异步发送邮件

### 写在前面 ###

celery官网：

> https://docs.celeryproject.org/en/master/index.html

celery- redis官网：

> https://docs.celeryproject.org/en/master/getting-started/brokers/redis.html

celery- django官网：

> https://docs.celeryproject.org/en/master/django/first-steps-with-django.html

Celery介绍：

Celery是一个简单、灵活且可靠的，处理大量消息的分布式系统
    
    专注于实时处理的异步任务队列
    
    同时也支持任务调度

### 1、开始使用 ###

#### 1.1、安装celery redis： ####

> pip install -i https://pypi.tuna.tsinghua.edu.cn/simple -U celery\[redis\]

这里用的国内镜像  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2FfX2ludF9f_size_16_color_FFFFFF_t_70]

#### 1.2、安装celery ####

> pip install -i https://pypi.tuna.tsinghua.edu.cn/simple -U celery

![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2FfX2ludF9f_size_16_color_FFFFFF_t_70 1]

#### 1.3、开始写代码 ####

新建doc/code文件夹  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2FfX2ludF9f_size_16_color_FFFFFF_t_70 2]  
新建一个测试文件tasks.py  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2FfX2ludF9f_size_16_color_FFFFFF_t_70 3]

from celery import Celery
    
    
    # "tasks"任务名字，broker=消息载体
    app = Celery("tasks", broker="redis://localhost:6379/1")
    
    
    @app.task
    def add(a, b):
        return a+b

##### 1.3.1、开启celery服务 #####

进入doc/code  
![在这里插入图片描述][2020020514551037.png]  
开起celery服务：celery -A tasks worker --loglevel=info  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2FfX2ludF9f_size_16_color_FFFFFF_t_70 4]  
loglevel，表表示消息等级，有下面这几个值  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2FfX2ludF9f_size_16_color_FFFFFF_t_70 5]

##### 1.3.2、测试运行 #####

![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2FfX2ludF9f_size_16_color_FFFFFF_t_70 6]  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2FfX2ludF9f_size_16_color_FFFFFF_t_70 7]  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2FfX2ludF9f_size_16_color_FFFFFF_t_70 8]

##### 1.3.3、异步测耗时 #####

![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2FfX2ludF9f_size_16_color_FFFFFF_t_70 9]  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2FfX2ludF9f_size_16_color_FFFFFF_t_70 10]  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2FfX2ludF9f_size_16_color_FFFFFF_t_70 11]

### 2、django中使用celery ###

> 注意：  
> django1.8及以上使用celery4.0版本  
> django1.8及以下使用celery3.8版本

下载celery官方代码：

> https://github.com/celery/celery.git

下载后解压，并用pycharm打开django样例：  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2FfX2ludF9f_size_16_color_FFFFFF_t_70 12]  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2FfX2ludF9f_size_16_color_FFFFFF_t_70 13]  
![在这里插入图片描述][20200205170144322.png]  
展开项目（刚打开可能有报红，可能是因为某些包没有安装）  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2FfX2ludF9f_size_16_color_FFFFFF_t_70 14]  
修改setting.py  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2FfX2ludF9f_size_16_color_FFFFFF_t_70 15]  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2FfX2ludF9f_size_16_color_FFFFFF_t_70 16]  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2FfX2ludF9f_size_16_color_FFFFFF_t_70 17]  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2FfX2ludF9f_size_16_color_FFFFFF_t_70 18]

#### 2.1、尝试运行 ####

路由  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2FfX2ludF9f_size_16_color_FFFFFF_t_70 19]  
视图  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2FfX2ludF9f_size_16_color_FFFFFF_t_70 20]  
迁移

> python manage.py makemigrations  
> python manage.py migrate

![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2FfX2ludF9f_size_16_color_FFFFFF_t_70 21]  
运行  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2FfX2ludF9f_size_16_color_FFFFFF_t_70 22]  
访问：成功访问  
![在这里插入图片描述][20200205180010441.png]

#### 2.2、运行celery服务 ####

> 成功运行celery服务之前，可能会出现两个问题，  
> 1：redis没有安装，2：pip需要更新，下面两行指令可以解决  
> pip install redis  
> python -m pip install --upgrade pip

celery -A proj worker --loglevel=info

![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2FfX2ludF9f_size_16_color_FFFFFF_t_70 23]

#### 2.3、异步测试 ####

在函数中写一个sleep（）模仿耗时  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2FfX2ludF9f_size_16_color_FFFFFF_t_70 24]  
路由  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2FfX2ludF9f_size_16_color_FFFFFF_t_70 25]  
视图  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2FfX2ludF9f_size_16_color_FFFFFF_t_70 26]

def index(request):
        result = add(2, 3)
        return HttpResponse(result)
    
    
    def async_1(request):
        result = add.delay(5, 6)
        return HttpResponse(result)

重启celery服务  
Ctrl+c 停止  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2FfX2ludF9f_size_16_color_FFFFFF_t_70 27]  
重启：celery -A proj worker --loglevel=info  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2FfX2ludF9f_size_16_color_FFFFFF_t_70 28]  
运行项目  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2FfX2ludF9f_size_16_color_FFFFFF_t_70 29]  
访问：http://127.0.0.1:8000/index/  
![在这里插入图片描述][20200205210233388.png]  
访问：http://127.0.0.1:8000/async/  
![在这里插入图片描述][20200205210538294.png]

### 3、django中使用celery实例：异步发送邮件 ###

返回之前创建的项目，新建一个发送邮件的app：python manage.py startapp sendemail  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2FfX2ludF9f_size_16_color_FFFFFF_t_70 30]  
关闭debug  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2FfX2ludF9f_size_16_color_FFFFFF_t_70 31]  
在项目文件新建celery.py，注意是项目文件夹REST02里面不是sendemail里面  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2FfX2ludF9f_size_16_color_FFFFFF_t_70 32]  
celery.py  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2FfX2ludF9f_size_16_color_FFFFFF_t_70 33]

import os
    
    from celery import Celery
    
    # 注意，'REST02'这里是项目名
    os.environ.setdefault('DJANGO_SETTINGS_MODULE', 'REST02.settings')
    
    # 注意，'REST02'这里是项目名
    app = Celery('REST02')
    
    app.config_from_object('django.conf:settings', namespace='CELERY')
    
    app.autodiscover_tasks()
    
    
    @app.task(bind=True)
    def debug_task(self):
        print('Request: {0!r}'.format(self.request))

修改\_\_init\_\_.py  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2FfX2ludF9f_size_16_color_FFFFFF_t_70 34]  
安装results模块：pip install django-celery-results  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2FfX2ludF9f_size_16_color_FFFFFF_t_70 35]  
settings.py  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2FfX2ludF9f_size_16_color_FFFFFF_t_70 36]  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2FfX2ludF9f_size_16_color_FFFFFF_t_70 37]

CELERY_BROKER_URL = 'redis://localhost:6379/1'
    CELERY_ACCEPT_CONTENT = ['json']
    CELERY_RESULT_BACKEND = 'django-db'
    CELERY_TASK_SERIALIZER = 'json'

#### 3.1、先写一个加法测试异步 ####

在sendemail里面创建异步任务tasks.py：先写一个加法测试  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2FfX2ludF9f_size_16_color_FFFFFF_t_70 38]

from time import sleep
    
    from celery import shared_task
    
    
    @shared_task
    def add(a, b):
        sleep(5)
        return a+b

分配路由  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2FfX2ludF9f_size_16_color_FFFFFF_t_70 39]  
在sendemail写一个路由urls.py  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2FfX2ludF9f_size_16_color_FFFFFF_t_70 40]

from sendemail import views
    from django.urls import path
    
    urlpatterns = [
        path('index/', views.index),
        path('async/', views.async_1),
    
    ]

视图：  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2FfX2ludF9f_size_16_color_FFFFFF_t_70 41]

from django.http import HttpResponse
    from sendemail.tests import add
    
    
    def index(request):
        result = add(1, 2)
        return HttpResponse(result)
    
    
    def async_1(request):
        result = add.delay(3, 6)
        return HttpResponse(result)

迁移：生成celey异步需要的库

python manage.py makemigrations
    python manage.py migrate

在cmd中启动redis：redis-server.exe redis.windows.conf  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2FfX2ludF9f_size_16_color_FFFFFF_t_70 42]

> 如果没安装reids，redis下载安装：https://blog.csdn.net/a\_\_int\_\_/article/details/103648033

启动celery服务：celery -A REST02 worker --loglevel=info  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2FfX2ludF9f_size_16_color_FFFFFF_t_70 43]  
启动django项目

![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2FfX2ludF9f_size_16_color_FFFFFF_t_70 44]  
访问路由：  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2FfX2ludF9f_size_16_color_FFFFFF_t_70 45]  
![在这里插入图片描述][20200206153936981.png]

#### 3.2、异步发送邮件 ####

配置setting  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2FfX2ludF9f_size_16_color_FFFFFF_t_70 46]

# 这里记得改
    EMAIL_HOST_USER = "发送方邮箱账号@163.com"
    # 这里记得改
    EMAIL_HOST_PASSWORD = "授权码"
    EMAIL_HOST = "smtp.163.com"
    EMAIL_PORT = 465
    EMAIL_USE_SSL = True

tasts.py  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2FfX2ludF9f_size_16_color_FFFFFF_t_70 47]

@shared_task
    def send_email(receive):
        subjiect = "收到邮件了吗"
        msg = "这是邮件的内容"
        # 这里记得改
        from_email = "发送方邮箱账号@163.com"
        rec_list= (receive,)
        send_mail(subjiect, msg, from_email, rec_list)

路由  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2FfX2ludF9f_size_16_color_FFFFFF_t_70 48]  
视图  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2FfX2ludF9f_size_16_color_FFFFFF_t_70 49]

def email(request):
        mail_address = request.GET.get('address')
        send_result = send_email.delay(mail_address)
        return HttpResponse(send_result)

重启celery：celery -A REST02 worker --loglevel=info  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2FfX2ludF9f_size_16_color_FFFFFF_t_70 50]  
启动django

![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2FfX2ludF9f_size_16_color_FFFFFF_t_70 51]  
在浏览器发送一个邮件试试  
![在这里插入图片描述][20200206170810987.png]  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2FfX2ludF9f_size_16_color_FFFFFF_t_70 52]  
成功收到邮件  
![在这里插入图片描述][watermark_type_ZmFuZ3poZW5naGVpdGk_shadow_10_text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L2FfX2ludF9f_size_16_color_FFFFFF_t_70 53]

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