celery

发布时间 2023-10-19 21:09:48作者: Py玩家

celery是什么

分布式异步任务框架:第三方框架,celery翻译过来是芹菜,吉祥物就是芹菜
项目中使用异步任务的场景,可以使用它
之前做异步,如何做? 异步发送短信---》开启多线程---》不便于管理

celery作用

执行异步任务
执行延迟任务
执行定时任务

celery原理

1)可以不依赖任何服务器,通过自身命令,启动服务
2)celery服务为为其他项目服务提供异步解决任务需求的
注:会有两个服务同时运行,一个是项目服务,一个是celery服务,项目服务将需要异步处理的任务交给celery服务,celery就会在需要时异步完成项目的需求

人是一个独立运行的服务 | 医院也是一个独立运行的服务
正常情况下,人可以完成所有健康情况的动作,不需要医院的参与;但当人生病时,就会被医院接收,解决人生病问题
人生病的处理方案交给医院来解决,所有人不生病时,医院独立运行,人生病时,医院就来解决人生病的需求
django如果不用异步,正常运行即可,如果想做异步,就借助于 celery来完成

celery架构

broker:消息中间件,任务中间件(消息队列:redis,rabbitmq)
        django要做异步,提交任务到 任务中间件中(redis),存储起来
        Celery本身不提供消息服务,但是可以方便的和第三方提供的消息中间件集成。包括,RabbitMQ, Redis等等
worker:任务执行者,任务执行单元
        不停的从任务中间件中取任务,执行
        Worker是Celery提供的任务执行的单元,worker并发的运行在分布式的系统节点中
banckend:结果存储,任务结果存储
        把任务执行结果(函数返回值),存放到结果存储中(redis)
        用来存储Worker执行的任务的结果,Celery支持以不同方式存储任务的结果,包括AMQP, redis等

任务中间件:redis

结果存储:redis

celery的快速使用(开源的,小组织,不支持win)

win上:需要借助于第三方

安装

pip install celery  # 最新 5.3.4

创建main.py文件

import time
from celery import Celery
# 1 实例化得到对象
broker = 'redis://127.0.0.1:6379/1'  # 消息中间件 redis
backend = 'redis://127.0.0.1:6379/2'  # 结果存,用redis
app = Celery('app', broker=broker, backend=backend)

# 编写任务,必须用app.task 装饰,才变成了celery的任务
@app.task
def send_sms():
    time.sleep(1)
    print('短信发送成功')
    return '手机号短信发送成功'


#### 3 提交任务,使用别的进程
from main import send_sms
res=send_sms.delay() 
print(res)


### 4 启动worker---》可以在3之前
# windows:
pip3 install eventlet
celery  -A main worker -l info -P eventlet
# mac  linux
# celery -A main worker -l info

查看结果(创建results.py文件)

from celery.result import AsyncResult
from main import app
id = '92987636-ae9e-4be9-828b-8c2d10fe066a'
if __name__ == '__main__':
    a = AsyncResult(id=id, app=app)
    if a.successful():
        result = a.get()
        print(result)
    elif a.failed():
        print('任务失败')
    elif a.status == 'PENDING':
        print('任务等待中被执行')
    elif a.status == 'RETRY':
        print('任务异常后正在重试')
    elif a.status == 'STARTED':
        print('任务已经开始被执行')

 celery包结构

project
    ├── celery_task      # celery包
    │   ├── __init__.py # 包文件
    │   ├── celery.py   # celery连接和配置相关文件,且名字必须叫celery.py
    │   └── tasks.py    # 所有任务函数
    ├── add_task.py      # 添加任务
    └── get_result.py   # 获取结果

 

celery.py

from celery import Celery
broker = 'redis://127.0.0.1:6379/1'  # 消息中间件 redis
backend = 'redis://127.0.0.1:6379/2'  # 结果存,用redis
app = Celery('app', broker=broker, backend=backend,include=['celery_task.home_task','celery_task.user_task'])

tasks.py

写相关的任务

add_task.py

### 5 提交任务
from celery_task.home_task import add
res=add.delay(3,4)
print(res)

启动worker

celery -A celery_task worker -l info -P eventlet

get_result.py(固定语法,可以封装成函数)

from celery_task.celery import app
from celery.result import AsyncResult

id = 'e31441d9-e9a6-4d70-9a66-a9227a6bc273'
if __name__ == '__main__':
    a = AsyncResult(id=id, app=app)
    if a.successful():
        result = a.get()
        print(result)
    elif a.failed():
        print('任务失败')
    elif a.status == 'PENDING':
        print('任务等待中被执行')
    elif a.status == 'RETRY':
        print('任务异常后正在重试')
    elif a.status == 'STARTED':
        print('任务已经开始被执行')

celery延迟任务和定时任务

异步任务(delay提交)

from celery_task.home_task import add
res=add.delay(3,4)
print(res)

延迟任务

提交延迟任务

apply_async

添加延迟任务

from datetime import datetime, timedelta

print(datetime.utcnow())  # utc 时间,跟咱们差8个小时
# eta 就是 10s 后的实际
eta = datetime.utcnow() + timedelta(seconds=30)
res = send_sms.apply_async(args=(18953675221,), eta=eta)
print(res)

定时任务

celery.py

#### 1 在celery.py中
# 时区
app.conf.timezone = 'Asia/Shanghai'
# 是否使用UTC
app.conf.enable_utc = False
# 任务的定时配置
from datetime import timedelta
from celery.schedules import crontab

app.conf.beat_schedule = {
    'add': {
        'task': 'celery_task.home_task.add',
        'schedule': timedelta(seconds=3),
        # 'schedule': crontab(hour=8, day_of_week=1),  # 每周一早八点
        'args': (5, 6),
    },
    'send_sms': {
        'task': 'celery_task.user_task.send_sms',
        # 'schedule': crontab(hour=8, day_of_week=1),  # 每周一早八点
        'schedule': crontab(hour=9, minute=39),  # 每天9点39,执行
        'args': (18923748221,),
    },

}

启动worker

celery -A celery_task worker -l info -P eventlet

启动beat

celery -A celery_task beat -l info

django中使用celery

通用方案

第一步:把之前写的包结构,放在项目路径下
第二步:提交异步或延迟任务,导入直接提交即可
from celery_task.user_task import cache_demo
res=cache_demo.delay('phone','18762696893')
第三步:只要启动worker,这些任务就会被启动
第四步:如果使用Django中的东西,需要在celery中写
import os
os.environ.setdefault('DJANGO_SETTINGS_MODULE',luffy_api.settings.dev')
第五步:使用Django内置东西的任务
@app.task
def cache_demo(key, value):
    cache.set(key, value)
    return '缓存成功

接口缓存

首次获取轮播图接口,去数据库查的,每次来到首页都要查一次,数据量大就很慢,所以砸门轮播图数据放到redis中缓存,以后只要缓存中有就冲缓存中拿
如果没有,就从数据库中拿,拿完之后在放到缓存中
查询所有接口,我们都可以加缓存,提高并发量

 

轮播图加缓存

class BannerView(GenericViewSet, ListModelMixin):  # 自动生成路由
    queryset = Banner.objects.filter(is_delete=False, is_show=True).order_by('orders')[:settings.BANNER_COUNT]
    serializer_class = BannerSerializer

    # 接口加缓存,重写list
    def list(self, request, *args, **kwargs):
        # 先去缓存中查,如果有,直接返回
        banner_list = cache.get('banner_list')
        if not banner_list:
            # 如果没有,在查数据库,放到缓存,再返回
            logger.info('走了数据库')
            res = super().list(request, *args, **kwargs)
            cache.set('banner_list', res.data)
            return APIResponse(result=res.data)
        logger.info('走了缓存')
        return APIResponse(result=banner_list)

缓存升级

序列化类

from django.core.cache import cache
from utils.common_logger import logger
class CacheListModelMixin(ListModelMixin):
    # 接口加缓存,重写list
    def list(self, request, *args, **kwargs):
        # 先去缓存中查,如果有,直接返回
        data_list = cache.get(self.cache_key)
        if not data_list:
            # 如果没有,在查数据库,放到缓存,再返回
            logger.info('走了数据库')
            res = super().list(request, *args, **kwargs)
            cache.set(self.cache_key, res.data)
            return APIResponse(result=res.data)
        logger.info('走了缓存')
        return APIResponse(result=data_list)

视图类

class BannerView(GenericViewSet, CacheListModelMixin):  # 自动生成路由
    queryset = Banner.objects.filter(is_delete=False, is_show=True).order_by('orders')[:settings.BANNER_COUNT]
    serializer_class = BannerSerializer
    cache_key = 'banner_list

双写一致性

接口加缓存,MySQL数据改掉,缓存数据不会变,导致数据不一致

有的数据必须一致(缓存删除和修改,要在修改数据之后)
    修改,插入数据(mysql),删除缓存
    修改,插入数据(mysql),修改缓存
有的数据,可以容忍,实时性没有那么高,可以定时更新

以上高级名:双写性一致

当修改数据库中的数据,同时也要修改缓存中的数据,如何保证一致,这就是数据的双写性一致

解决方案

改数据,删除缓存,修改缓存
定时更新

Django缓存过期时间

cache.set(self.cache_key, res.data, None)   # 永不过期

cache.set(self.cache_key, res.data)   #  不写5分钟过期

通过定时耿欣缓存,实现双写一致性

home_task.py

@app.task
def update_banner():
    # 1 查出所有轮播图
    banner_list = Banner.objects.filter(is_delete=False, is_show=True).order_by('orders')[:settings.BANNER_COUNT]
    ser = BannerSerializer(instance=banner_list, many=True)
    for item in ser.data:
        item['image']=settings.BACKEND_URL+item['image']
    # 2 把轮播图放到cache中
    cache.set('banner_list', ser.data)
    return '更新成功

celery.py

app.conf.beat_schedule = {
    'update_banner': {
        'task': 'celery_task.home_task.update_banner',
        'schedule': timedelta(minutes=2),
        'args': (),
    },

}

启动worker

celery -A celery_task worker -l info -P eventlet

启动beat(定时任务必须启动)

celery -A celery_task beat -l info

 

异步秒杀逻辑

分析流程

同步流程:用户在前端,点击秒杀按钮----》提交请求到后端----》[扣减库存,生成订单]假设耗时---》同步操作--》10s钟处理完成,秒杀成功---》返回给前端---》如果秒杀人数过多,同步操作,不能承载更多人同时秒杀
异步流程:用户在前端,点击秒杀按钮----》提交请求到后端----》提交一个任务[扣减库存,生成订单]假设耗时---》异步操作--》10s钟处理完成,秒杀成功---》前端再发请求查询---》如果秒杀人数过多,异步操作,10s内能承载非常多用户操作

前端

路由

const routes = [
  {
    path: '/',
    name: 'home',
    component: HomeView
  },
  {
    path: '/seckill',
    name: 'seckill',
    component: SeckillView
  },
]

SeckillView.vue

<template>
  <div class="home">
    <Header></Header>
    <div style="padding: 50px;margin-left: 100px">

      <h1>Go语言课程</h1>
      <img src="http://photo.liuqingzheng.top/2023%2002%2022%2021%2057%2011%20/image-20230222215707795.png"
           height="300px"
           width="300px">
      <br>
      <el-button type="danger" @click="handleSeckill">秒杀课程</el-button>
    </div>

    <br><br><br><br><br><br><br><br><br><br><br><br><br><br><br><br><br><br><br><br><br><br><br><br><br><br><br><br><br><br>
    <Footer></Footer>
  </div>
</template>
<script>
import Header from "@/components/Header.vue";
import Footer from "@/components/Footer.vue";

export default {
  name: "SeckillView",
  data() {
    return {
      seckill_id: '',
      t: ''
    }
  },
  methods: {
    handleSeckill() {
      this.$axios.post(this.$settings.BASE_URL + 'home/seckill/seckill/', {
        course_id: 'go语言'
      }).then(res => {
        console.log(res.data)
        if (res.data.code == 100) {
          this.$message({
            message: res.data.msg,
            type: 'warning',
            duration: 1500
          });

          // 起一个定时任务,每隔2s向后端查询一次,看是否秒杀成功
          this.seckill_id = res.data.seckill_id
          this.t = setInterval(() => {
            this.$axios.get(this.$settings.BASE_URL + 'home/seckill/get_seckill_result/?seckill_id='+this.seckill_id).then(res => {
              if (res.data.code == 100 || res.data.code == 101) {
                alert(res.data.msg)
                clearInterval(this.t)
                this.t = null

              } else if (res.data.code == 102) { //秒杀逻辑还没开始执行
                this.$message('等待开始秒杀');
              } else if (res.data.code == 103) {
                this.$message('正在秒杀途中');
              }
            })

          }, 2000)

        } else {
          this.$message({
            message: '服务端异常,请联系系统管理员',
            type: 'warning',
            duration: 1500
          });
        }
      })
    }
  },
  components: {
    Header, Footer
  }
}
</script>
<style scoped>

</style>

后端

views.py

from celery_task.home_task import seckill_course
from rest_framework.decorators import action

from celery_task.celery import app
from celery.result import AsyncResult


class SeckillView(GenericViewSet):
    @action(methods=['POST'], detail=False)
    def seckill(self, request, *args, **kwargs):
        # 1 取出课程id resquest.data.get('course_id'),取出当前用户 request.user.pk
        course_id = request.data.get('course_id')
        # 2 扣减库存---》数据库 --》课程id的课程 数量减一
        # 3 订单表,生成一条记录
        res = seckill_course.delay(course_id)
        # 4 返回给前端,秒杀成功
        return APIResponse(seckill_id=str(res), msg='秒杀任务已经提交')

    @action(methods=['GET'], detail=False)
    def get_seckill_result(self, request, *args, **kwargs):
        seckill_id = request.query_params.get('seckill_id')
        a = AsyncResult(id=seckill_id, app=app)
        if a.successful():
            result = a.get()
            if result:
                return APIResponse(msg='恭喜您,秒杀成功')
            else:
                return APIResponse(code=101, msg='很遗憾,您没有秒到')
        elif a.status == 'PENDING':
            print('任务等待中被执行')
            return APIResponse(code=102, msg='暂未轮到您')
        elif a.status == 'STARTED':
            print('任务已经开始被执行')
            return APIResponse(code=103, msg='正在秒杀,请稍后')
        else:
            return APIResponse(code=104, msg='服务端错误,秒杀失败')

路由

router.register('seckill', SeckillView, 'banner')

任务

@app.task
def seckill_course(course_id):
    # 2 扣减库存---》数据库 --》课程id的课程 数量减一
    # 3 订单表,生成一条记录
    # 逻辑是:开启事务---》扣减库存---》生成订单
    import time
    import random
    time.sleep(6)
    res = random.choice([100, 102])
    if res == 100:
        print('%s被秒杀成功了' % course_id)
        return True
    else:
        print('%s被秒杀失败了' % course_id)
        return False

课程列表页前端

组件

LightCourse.vue
FreeCourse.vue
ActualCourse.vue

配置路由

    import FreeCourse from "@/views/FreeCourse";
    import ActualCourse from "@/views/ActualCourse";
    import LightCourse from "@/views/LightCourse";
    
     {
        path: '/free-course',
        name: 'free-course',
        component: FreeCourse
    },
    {
        path: '/actual-course',
        name: 'actual-course',
        component: ActualCourse
    },
    {
        path: '/light-course',
        name: 'light-course',
        component: LightCourse
    },

 

ActualCourse

<template>
    <div class="course">
        <Header></Header>
        <div class="main">
            <!-- 筛选条件 -->
            <div class="condition">
                <ul class="cate-list">
                    <li class="title">课程分类:</li>
                    <li class="this">全部</li>
                    <li>Python</li>
                    <li>Linux运维</li>
                    <li>Python进阶</li>
                    <li>开发工具</li>
                    <li>Go语言</li>
                    <li>机器学习</li>
                    <li>技术生涯</li>
                </ul>

                <div class="ordering">
                    <ul>
                        <li class="title">筛&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;选:</li>
                        <li class="default this">默认</li>
                        <li class="hot">人气</li>
                        <li class="price">价格</li>
                    </ul>
                    <p class="condition-result">共21个课程</p>
                </div>

            </div>
            <!-- 课程列表 -->
            <div class="course-list">
                <div class="course-item">
                    <div class="course-image">
                        <img src="@/assets/img/course-cover.jpeg" alt="">
                    </div>
                    <div class="course-info">
                        <h3>Python开发21天入门 <span><img src="@/assets/img/avatar1.svg" alt="">100人已加入学习</span></h3>
                        <p class="teather-info">Alex 金角大王 老男孩Python教学总监 <span>共154课时/更新完成</span></p>
                        <ul class="lesson-list">
                            <li><span class="lesson-title">01 | 第1节:初识编码</span> <span class="free">免费</span></li>
                            <li><span class="lesson-title">01 | 第1节:初识编码初识编码</span> <span class="free">免费</span></li>
                            <li><span class="lesson-title">01 | 第1节:初识编码</span></li>
                            <li><span class="lesson-title">01 | 第1节:初识编码初识编码</span></li>
                        </ul>
                        <div class="pay-box">
                            <span class="discount-type">限时免费</span>
                            <span class="discount-price">¥0.00元</span>
                            <span class="original-price">原价:9.00元</span>
                            <span class="buy-now">立即购买</span>
                        </div>
                    </div>
                </div>
                <div class="course-item">
                    <div class="course-image">
                        <img src="@/assets/img/course-cover.jpeg" alt="">
                    </div>
                    <div class="course-info">
                        <h3>Python开发21天入门 <span><img src="@/assets/img/avatar1.svg" alt="">100人已加入学习</span></h3>
                        <p class="teather-info">Alex 金角大王 老男孩Python教学总监 <span>共154课时/更新完成</span></p>
                        <ul class="lesson-list">
                            <li><span class="lesson-title">01 | 第1节:初识编码</span> <span class="free">免费</span></li>
                            <li><span class="lesson-title">01 | 第1节:初识编码初识编码</span> <span class="free">免费</span></li>
                            <li><span class="lesson-title">01 | 第1节:初识编码</span></li>
                            <li><span class="lesson-title">01 | 第1节:初识编码初识编码</span></li>
                        </ul>
                        <div class="pay-box">
                            <span class="discount-type">限时免费</span>
                            <span class="discount-price">¥0.00元</span>
                            <span class="original-price">原价:9.00元</span>
                            <span class="buy-now">立即购买</span>
                        </div>
                    </div>
                </div>
                <div class="course-item">
                    <div class="course-image">
                        <img src="@/assets/img/course-cover.jpeg" alt="">
                    </div>
                    <div class="course-info">
                        <h3>Python开发21天入门 <span><img src="@/assets/img/avatar1.svg" alt="">100人已加入学习</span></h3>
                        <p class="teather-info">Alex 金角大王 老男孩Python教学总监 <span>共154课时/更新完成</span></p>
                        <ul class="lesson-list">
                            <li><span class="lesson-title">01 | 第1节:初识编码</span> <span class="free">免费</span></li>
                            <li><span class="lesson-title">01 | 第1节:初识编码初识编码</span> <span class="free">免费</span></li>
                            <li><span class="lesson-title">01 | 第1节:初识编码</span></li>
                            <li><span class="lesson-title">01 | 第1节:初识编码初识编码</span></li>
                        </ul>
                        <div class="pay-box">
                            <span class="discount-type">限时免费</span>
                            <span class="discount-price">¥0.00元</span>
                            <span class="original-price">原价:9.00元</span>
                            <span class="buy-now">立即购买</span>
                        </div>
                    </div>
                </div>
                <div class="course-item">
                    <div class="course-image">
                        <img src="@/assets/img/course-cover.jpeg" alt="">
                    </div>
                    <div class="course-info">
                        <h3>Python开发21天入门 <span><img src="@/assets/img/avatar1.svg" alt="">100人已加入学习</span></h3>
                        <p class="teather-info">Alex 金角大王 老男孩Python教学总监 <span>共154课时/更新完成</span></p>
                        <ul class="lesson-list">
                            <li><span class="lesson-title">01 | 第1节:初识编码</span> <span class="free">免费</span></li>
                            <li><span class="lesson-title">01 | 第1节:初识编码初识编码</span> <span class="free">免费</span></li>
                            <li><span class="lesson-title">01 | 第1节:初识编码</span></li>
                            <li><span class="lesson-title">01 | 第1节:初识编码初识编码</span></li>
                        </ul>
                        <div class="pay-box">
                            <span class="discount-type">限时免费</span>
                            <span class="discount-price">¥0.00元</span>
                            <span class="original-price">原价:9.00元</span>
                            <span class="buy-now">立即购买</span>
                        </div>
                    </div>
                </div>
            </div>
        </div>
        <!--<Footer></Footer>-->
    </div>
</template>

<script>
    import Header from "@/components/Header"
    // import Footer from "@/components/Footer"

    export default {
        name: "Course",
        data() {
            return {
                category: 0,
            }
        },
        components: {
            Header,
            // Footer,
        }
    }
</script>

<style scoped>
    .course {
        background: #f6f6f6;
    }

    .course .main {
        width: 1100px;
        margin: 35px auto 0;
    }

    .course .condition {
        margin-bottom: 35px;
        padding: 25px 30px 25px 20px;
        background: #fff;
        border-radius: 4px;
        box-shadow: 0 2px 4px 0 #f0f0f0;
    }

    .course .cate-list {
        border-bottom: 1px solid #333;
        border-bottom-color: rgba(51, 51, 51, .05);
        padding-bottom: 18px;
        margin-bottom: 17px;
    }

    .course .cate-list::after {
        content: "";
        display: block;
        clear: both;
    }

    .course .cate-list li {
        float: left;
        font-size: 16px;
        padding: 6px 15px;
        line-height: 16px;
        margin-left: 14px;
        position: relative;
        transition: all .3s ease;
        cursor: pointer;
        color: #4a4a4a;
        border: 1px solid transparent; /* transparent 透明 */
    }

    .course .cate-list .title {
        color: #888;
        margin-left: 0;
        letter-spacing: .36px;
        padding: 0;
        line-height: 28px;
    }

    .course .cate-list .this {
        color: #ffc210;
        border: 1px solid #ffc210 !important;
        border-radius: 30px;
    }

    .course .ordering::after {
        content: "";
        display: block;
        clear: both;
    }

    .course .ordering ul {
        float: left;
    }

    .course .ordering ul::after {
        content: "";
        display: block;
        clear: both;
    }

    .course .ordering .condition-result {
        float: right;
        font-size: 14px;
        color: #9b9b9b;
        line-height: 28px;
    }

    .course .ordering ul li {
        float: left;
        padding: 6px 15px;
        line-height: 16px;
        margin-left: 14px;
        position: relative;
        transition: all .3s ease;
        cursor: pointer;
        color: #4a4a4a;
    }

    .course .ordering .title {
        font-size: 16px;
        color: #888;
        letter-spacing: .36px;
        margin-left: 0;
        padding: 0;
        line-height: 28px;
    }

    .course .ordering .this {
        color: #ffc210;
    }

    .course .ordering .price {
        position: relative;
    }

    .course .ordering .price::before,
    .course .ordering .price::after {
        cursor: pointer;
        content: "";
        display: block;
        width: 0px;
        height: 0px;
        border: 5px solid transparent;
        position: absolute;
        right: 0;
    }

    .course .ordering .price::before {
        border-bottom: 5px solid #aaa;
        margin-bottom: 2px;
        top: 2px;
    }

    .course .ordering .price::after {
        border-top: 5px solid #aaa;
        bottom: 2px;
    }

    .course .course-item:hover {
        box-shadow: 4px 6px 16px rgba(0, 0, 0, .5);
    }

    .course .course-item {
        width: 1100px;
        background: #fff;
        padding: 20px 30px 20px 20px;
        margin-bottom: 35px;
        border-radius: 2px;
        cursor: pointer;
        box-shadow: 2px 3px 16px rgba(0, 0, 0, .1);
        /* css3.0 过渡动画 hover 事件操作 */
        transition: all .2s ease;
    }

    .course .course-item::after {
        content: "";
        display: block;
        clear: both;
    }

    /* 顶级元素 父级元素  当前元素{} */
    .course .course-item .course-image {
        float: left;
        width: 423px;
        height: 210px;
        margin-right: 30px;
    }

    .course .course-item .course-image img {
        width: 100%;
    }

    .course .course-item .course-info {
        float: left;
        width: 596px;
    }

    .course-item .course-info h3 {
        font-size: 26px;
        color: #333;
        font-weight: normal;
        margin-bottom: 8px;
    }

    .course-item .course-info h3 span {
        font-size: 14px;
        color: #9b9b9b;
        float: right;
        margin-top: 14px;
    }

    .course-item .course-info h3 span img {
        width: 11px;
        height: auto;
        margin-right: 7px;
    }

    .course-item .course-info .teather-info {
        font-size: 14px;
        color: #9b9b9b;
        margin-bottom: 14px;
        padding-bottom: 14px;
        border-bottom: 1px solid #333;
        border-bottom-color: rgba(51, 51, 51, .05);
    }

    .course-item .course-info .teather-info span {
        float: right;
    }

    .course-item .lesson-list::after {
        content: "";
        display: block;
        clear: both;
    }

    .course-item .lesson-list li {
        float: left;
        width: 44%;
        font-size: 14px;
        color: #666;
        padding-left: 22px;
        /* background: url("路径") 是否平铺 x轴位置 y轴位置 */
        background: url("/src/assets/img/play-icon-gray.svg") no-repeat left 4px;
        margin-bottom: 15px;
    }

    .course-item .lesson-list li .lesson-title {
        /* 以下3句,文本内容过多,会自动隐藏,并显示省略符号 */
        text-overflow: ellipsis;
        overflow: hidden;
        white-space: nowrap;
        display: inline-block;
        max-width: 200px;
    }

    .course-item .lesson-list li:hover {
        background-image: url("/src/assets/img/play-icon-yellow.svg");
        color: #ffc210;
    }

    .course-item .lesson-list li .free {
        width: 34px;
        height: 20px;
        color: #fd7b4d;
        vertical-align: super;
        margin-left: 10px;
        border: 1px solid #fd7b4d;
        border-radius: 2px;
        text-align: center;
        font-size: 13px;
        white-space: nowrap;
    }

    .course-item .lesson-list li:hover .free {
        color: #ffc210;
        border-color: #ffc210;
    }

    .course-item .pay-box::after {
        content: "";
        display: block;
        clear: both;
    }

    .course-item .pay-box .discount-type {
        padding: 6px 10px;
        font-size: 16px;
        color: #fff;
        text-align: center;
        margin-right: 8px;
        background: #fa6240;
        border: 1px solid #fa6240;
        border-radius: 10px 0 10px 0;
        float: left;
    }

    .course-item .pay-box .discount-price {
        font-size: 24px;
        color: #fa6240;
        float: left;
    }

    .course-item .pay-box .original-price {
        text-decoration: line-through;
        font-size: 14px;
        color: #9b9b9b;
        margin-left: 10px;
        float: left;
        margin-top: 10px;
    }

    .course-item .pay-box .buy-now {
        width: 120px;
        height: 38px;
        background: transparent;
        color: #fa6240;
        font-size: 16px;
        border: 1px solid #fd7b4d;
        border-radius: 3px;
        transition: all .2s ease-in-out;
        float: right;
        text-align: center;
        line-height: 38px;
    }

    .course-item .pay-box .buy-now:hover {
        color: #fff;
        background: #ffc210;
        border: 1px solid #ffc210;
    }
</style>

课程相关表

表关系分析

课程分类表:跟课程一对多:一个课程分类,有多个课程
课程表(实战课课表):
    多种课程:免费,实战,轻课---》使用同一个表?使用三个表
    多种课程,字段可能有一样的,也有不一样的
    我们的设计是:多个课程,多个表,以后再加别的课程,再加表即可
章节表:一个课程,有多个章节
课时表:一个章节,有多个课时
老师表:实战课,一门课,就是一个老师讲, 一对多,一个老师可以讲多门课

models.py

# 创建表
from django.db import models
from utils.common_model import BaseModel


# Create your models here.
## 课程分类
class CourseCategory(BaseModel):
    """分类"""
    name = models.CharField(max_length=64, unique=True, verbose_name="分类名称")

    class Meta:
        db_table = "luffy_course_category"
        verbose_name = "分类"
        verbose_name_plural = verbose_name

    def __str__(self):
        return "%s" % self.name



### 课程表
class Course(BaseModel):
    """课程"""
    course_type = (
        (0, '付费'),
        (1, 'VIP专享'),
        (2, '学位课程')
    )
    level_choices = (
        (0, '初级'),
        (1, '中级'),
        (2, '高级'),
    )
    status_choices = (
        (0, '上线'),
        (1, '下线'),
        (2, '预上线'),
    )
    name = models.CharField(max_length=128, verbose_name="课程名称")
    course_img = models.ImageField(upload_to="courses", max_length=255, verbose_name="封面图片", blank=True, null=True)
    course_type = models.SmallIntegerField(choices=course_type, default=0, verbose_name="付费类型")
    brief = models.TextField(max_length=2048, verbose_name="详情介绍", null=True, blank=True)
    level = models.SmallIntegerField(choices=level_choices, default=0, verbose_name="难度等级")
    pub_date = models.DateField(verbose_name="发布日期", auto_now_add=True)
    period = models.IntegerField(verbose_name="建议学习周期(day)", default=7)
    attachment_path = models.FileField(upload_to="attachment", max_length=128, verbose_name="课件路径", blank=True,null=True)
    status = models.SmallIntegerField(choices=status_choices, default=0, verbose_name="课程状态")
    students = models.IntegerField(verbose_name="学习人数", default=0)
    sections = models.IntegerField(verbose_name="总课时数量", default=0)
    pub_sections = models.IntegerField(verbose_name="课时更新数量", default=0)
    price = models.DecimalField(max_digits=6, decimal_places=2, verbose_name="课程原价", default=0)


    # 删除某个课程分类,如果使用models.CASCADE,所有课程都删除,很危险
    # 删除某个课程分类models.SET_NULL,跟它相关联的课程,置为空
    # db_constraint=False  逻辑外键,不建立物理外键  没有外键约束
    course_category = models.ForeignKey("CourseCategory", on_delete=models.SET_NULL, db_constraint=False, null=True, blank=True,verbose_name="课程分类")
    teacher = models.ForeignKey("Teacher", on_delete=models.DO_NOTHING, null=True, blank=True, verbose_name="授课老师")

    class Meta:
        db_table = "luffy_course"
        verbose_name = "课程"
        verbose_name_plural = "课程"

    def __str__(self):
        return "%s" % self.name


### 章节表
class CourseChapter(BaseModel):
    """章节"""
    course = models.ForeignKey("Course", related_name='coursechapters', on_delete=models.CASCADE, verbose_name="课程名称")
    chapter = models.SmallIntegerField(verbose_name="第几章", default=1)
    name = models.CharField(max_length=128, verbose_name="章节标题")
    summary = models.TextField(verbose_name="章节介绍", blank=True, null=True)
    pub_date = models.DateField(verbose_name="发布日期", auto_now_add=True)

    class Meta:
        db_table = "luffy_course_chapter"
        verbose_name = "章节"
        verbose_name_plural = verbose_name

    def __str__(self):
        return "%s:(第%s章)%s" % (self.course, self.chapter, self.name)


#课时表
class CourseSection(BaseModel):
    """课时"""
    section_type_choices = (
        (0, '文档'),
        (1, '练习'),
        (2, '视频')
    )
    chapter = models.ForeignKey("CourseChapter", related_name='coursesections', on_delete=models.CASCADE,verbose_name="课程章节")
    name = models.CharField(max_length=128, verbose_name="课时标题")
    orders = models.PositiveSmallIntegerField(verbose_name="课时排序")
    section_type = models.SmallIntegerField(default=2, choices=section_type_choices, verbose_name="课时种类")
    section_link = models.CharField(max_length=255, blank=True, null=True, verbose_name="课时链接",help_text="若是video,填vid,若是文档,填link")
    duration = models.CharField(verbose_name="视频时长", blank=True, null=True, max_length=32)  # 仅在前端展示使用
    pub_date = models.DateTimeField(verbose_name="发布时间", auto_now_add=True)
    free_trail = models.BooleanField(verbose_name="是否可试看", default=False)

    class Meta:
        db_table = "luffy_course_section"
        verbose_name = "课时"
        verbose_name_plural = verbose_name

    def __str__(self):
        return "%s-%s" % (self.chapter, self.name)

#老师表
class Teacher(BaseModel):
    """导师"""
    role_choices = (
        (0, '讲师'),
        (1, '导师'),
        (2, '班主任'),
    )
    name = models.CharField(max_length=32, verbose_name="导师名")
    role = models.SmallIntegerField(choices=role_choices, default=0, verbose_name="导师身份")
    title = models.CharField(max_length=64, verbose_name="职位、职称")
    signature = models.CharField(max_length=255, verbose_name="导师签名", help_text="导师签名", blank=True, null=True)
    image = models.ImageField(upload_to="teacher", null=True, verbose_name="导师封面")
    brief = models.TextField(max_length=1024, verbose_name="导师描述")

    class Meta:
        db_table = "luffy_teacher"
        verbose_name = "导师"
        verbose_name_plural = verbose_name

    def __str__(self):
        return "%s" % self.name

补充(字段参数)

ForeignKey 的on_delete 参数

models.CASCADE    # 级联删除,注意使用时机,用户和用户详情   课程和课程章节
models.SET_NULL  # 删除分类,课程这个字段设置为空,要有null=True参数的配合
models.SET_DEFAULT      # 删除分类,课程这个字段设置为默认值,要有 defalut=xx参数的配合
models.DO_NOTHING      # 删除分类,课程这个字段什么都不做
models.SET(值,函数内存地址) # 删除分类,课程这个字段设置为写的值,或者执行内部传入的函数,函数返回值放在这

ForeignKey 的db_constraint=False

如果 db_constraint=False  只逻辑外键,不建立物理外键  没有外键约束,如果这样设置,修改,新增速度快,可能会出现脏数据(程序层面控制)
连表查询没有任何区别,其他操作完全一致

 ForeignKey 的 related_name='coursechapters'

基于对象的跨表查:
        正向: 对象.字段  course.course_category 根据课程拿到了课程分类对象, course_category在表内部,就是正向
        反向: 对象.表名小写  对象.表名小写_set.all()  字段在表中没有,但是有关联关系
related_name:
        为了替换原来基于对象的跨表查反向查询  表名小写 或 表名小写_set.all() 的
related_query_name
        为了替换原来__连表查询,中表名小写,现在直接用related_query_name指定的字符串即可

课程表数据录入(media中的图片copy到自己文件中)

INSERT INTO luffy_teacher(id, orders, is_show, is_delete, created_time, updated_time, name, role, title, signature, image, brief) VALUES (1, 1, 1, 0, '2022-07-14 13:44:19.661327', '2022-07-14 13:46:54.246271', 'Alex', 1, '老男孩Python教学总监', '金角大王', 'teacher/alex_icon.png', '老男孩教育CTO & CO-FOUNDER 国内知名PYTHON语言推广者 51CTO学院2016\2017年度最受学员喜爱10大讲师之一 多款开源软件作者 曾任职公安部、飞信、中金公司、NOKIA中国研究院、华尔街英语、ADVENT、汽车之家等公司');

INSERT INTO luffy_teacher(id, orders, is_show, is_delete, created_time, updated_time, name, role, title, signature, image, brief) VALUES (2, 2, 1, 0, '2022-07-14 13:45:25.092902', '2022-07-14 13:45:25.092936', 'Mjj', 0, '前美团前端项目组架构师', NULL, 'teacher/mjj_icon.png', '是马JJ老师, 一个集美貌与才华于一身的男人,搞过几年IOS,又转了前端开发几年,曾就职于美团网任高级前端开发,后来因为不同意王兴(美团老板)的战略布局而出家做老师去了,有丰富的教学经验,开起车来也毫不含糊。一直专注在前端的前沿技术领域。同时,爱好抽烟、喝酒、烫头(锡纸烫)。 我的最爱是前端,因为前端妹子多。');

INSERT INTO luffy_teacher(id, orders, is_show, is_delete, created_time, updated_time, name, role, title, signature, image, brief) VALUES (3, 3, 1, 0, '2022-07-14 13:46:21.997846', '2022-07-14 13:46:21.997880', 'Lyy', 0, '老男孩Linux学科带头人', NULL, 'teacher/lyy_icon.png', 'Linux运维技术专家,老男孩Linux金牌讲师,讲课风趣幽默、深入浅出、声音洪亮到爆炸');


-- 分类表
INSERT INTO luffy_course_category(id, orders, is_show, is_delete, created_time, updated_time, name) VALUES (1, 1, 1, 0, '2022-07-14 13:40:58.690413', '2022-07-14 13:40:58.690477', 'Python');

INSERT INTO luffy_course_category(id, orders, is_show, is_delete, created_time, updated_time, name) VALUES (2, 2, 1, 0, '2022-07-14 13:41:08.249735', '2022-07-14 13:41:08.249817', 'Linux');


-- 课程表
INSERT INTO luffy_course(id, orders, is_show, is_delete, created_time, updated_time, name, course_img, course_type, brief, level, pub_date, period, attachment_path, status, students, sections, pub_sections, price, course_category_id, teacher_id) VALUES (1, 1, 1, 0, '2022-07-14 13:54:33.095201', '2022-07-14 13:54:33.095238', 'Python开发21天入门', 'courses/alex_python.png', 0, 'Python从入门到入土&&&Python从入门到入土&&&Python从入门到入土&&&Python从入门到入土&&&Python从入门到入土&&&Python从入门到入土&&&Python从入门到入土&&&Python从入门到入土&&&Python从入门到入土&&&Python从入门到入土&&&Python从入门到入土&&&Python从入门到入土', 0, '2022-07-14', 21, '', 0, 231, 120, 120, 0.00, 1, 1);

INSERT INTO luffy_course(id, orders, is_show, is_delete, created_time, updated_time, name, course_img, course_type, brief, level, pub_date, period, attachment_path, status, students, sections, pub_sections, price, course_category_id, teacher_id) VALUES (2, 2, 1, 0, '2022-07-14 13:56:05.051103', '2022-07-14 13:56:05.051142', 'Python项目实战', 'courses/mjj_python.png', 0, '', 1, '2022-07-14', 30, '', 0, 340, 120, 120, 99.00, 1, 2);

INSERT INTO luffy_course(id, orders, is_show, is_delete, created_time, updated_time, name, course_img, course_type, brief, level, pub_date, period, attachment_path, status, students, sections, pub_sections, price, course_category_id, teacher_id) VALUES (3, 3, 1, 0, '2022-07-14 13:57:21.190053', '2022-07-14 13:57:21.190095', 'Linux系统基础5周入门精讲', 'courses/lyy_linux.png', 0, '', 0, '2022-07-14', 25, '', 0, 219, 100, 100, 39.00, 2, 3);


-- 章节表
INSERT INTO luffy_course_chapter(id, orders, is_show, is_delete, created_time, updated_time, chapter, name, summary, pub_date, course_id) VALUES (1, 1, 1, 0, '2022-07-14 13:58:34.867005', '2022-07-14 14:00:58.276541', 1, '计算机原理', '', '2022-07-14', 1);

INSERT INTO luffy_course_chapter(id, orders, is_show, is_delete, created_time, updated_time, chapter, name, summary, pub_date, course_id) VALUES (2, 2, 1, 0, '2022-07-14 13:58:48.051543', '2022-07-14 14:01:22.024206', 2, '环境搭建', '', '2022-07-14', 1);

INSERT INTO luffy_course_chapter(id, orders, is_show, is_delete, created_time, updated_time, chapter, name, summary, pub_date, course_id) VALUES (3, 3, 1, 0, '2022-07-14 13:59:09.878183', '2022-07-14 14:01:40.048608', 1, '项目创建', '', '2022-07-14', 2);

INSERT INTO luffy_course_chapter(id, orders, is_show, is_delete, created_time, updated_time, chapter, name, summary, pub_date, course_id) VALUES (4, 4, 1, 0, '2022-07-14 13:59:37.448626', '2022-07-14 14:01:58.709652', 1, 'Linux环境创建', '', '2022-07-14', 3);


-- 课时表
INSERT INTO luffy_course_Section(id, is_show, is_delete, created_time, updated_time, name, orders, section_type, section_link, duration, pub_date, free_trail, chapter_id) VALUES (1, 1, 0, '2022-07-14 14:02:33.779098', '2022-07-14 14:02:33.779135', '计算机原理上', 1, 2, NULL, NULL, '2022-07-14 14:02:33.779193', 1, 1);

INSERT INTO luffy_course_Section(id, is_show, is_delete, created_time, updated_time, name, orders, section_type, section_link, duration, pub_date, free_trail, chapter_id) VALUES (2, 1, 0, '2022-07-14 14:02:56.657134', '2022-07-14 14:02:56.657173', '计算机原理下', 2, 2, NULL, NULL, '2022-07-14 14:02:56.657227', 1, 1);

INSERT INTO luffy_course_Section(id, is_show, is_delete, created_time, updated_time, name, orders, section_type, section_link, duration, pub_date, free_trail, chapter_id) VALUES (3, 1, 0, '2022-07-14 14:03:20.493324', '2022-07-14 14:03:52.329394', '环境搭建上', 1, 2, NULL, NULL, '2022-07-14 14:03:20.493420', 0, 2);

INSERT INTO luffy_course_Section(id, is_show, is_delete, created_time, updated_time, name, orders, section_type, section_link, duration, pub_date, free_trail, chapter_id) VALUES (4, 1, 0, '2022-07-14 14:03:36.472742', '2022-07-14 14:03:36.472779', '环境搭建下', 2, 2, NULL, NULL, '2022-07-14 14:03:36.472831', 0, 2);

INSERT INTO luffy_course_Section(id, is_show, is_delete, created_time, updated_time, name, orders, section_type, section_link, duration, pub_date, free_trail, chapter_id) VALUES (5, 1, 0, '2022-07-14 14:04:19.338153', '2022-07-14 14:04:19.338192', 'web项目的创建', 1, 2, NULL, NULL, '2022-07-14 14:04:19.338252', 1, 3);

INSERT INTO luffy_course_Section(id, is_show, is_delete, created_time, updated_time, name, orders, section_type, section_link, duration, pub_date, free_trail, chapter_id) VALUES (6, 1, 0, '2022-07-14 14:04:52.895855', '2022-07-14 14:04:52.895890', 'Linux的环境搭建', 1, 2, NULL, NULL, '2022-07-14 14:04:52.895942', 1, 4);

课程列表页接口

接口分析

1 课程分类接口
2 查询所有课程
  可以按人气(学生人数)和价格排序
  可以按课程分类过滤
  带分页(基本分页)    

课程分类接口(查询所有分类接口)

路由

router.register('category', CourseCategoryView, 'category')

视图类

class CourseCategoryView(GenericViewSet, CommonListModelMixin):
    queryset = CourseCategory.objects.filter(is_delete=False, is_show=True).order_by('orders')
    serializer_class = CourseCategorySerializer

序列化类

class BannerSerializer(serializers.ModelSerializer):
    class Meta:
        model = Banner
        fields = ['id', 'image', 'link']

查询所有课程接口

路由

# http://127.0.0.1:8000/api/v1/courses/actual/--- get
router.register('actual', CourseView, 'actual')

视图类

class CourseView(GenericViewSet, CommonListModelMixin):
    queryset = Course.objects.filter(is_delete=False, is_show=True).order_by('orders')
    serializer_class = CourseSerializer

    filter_backends = [OrderingFilter, DjangoFilterBackend]
    ordering_fields = ['students', 'price']
    filterset_fields = ['course_category']
    # 分页
    pagination_class = CommonPageNumberPagination

序列化类

class TeacherSerializer(serializers.ModelSerializer):
    class Meta:
        model = Teacher
        fields = ['id', 'name', 'role_name', 'title', 'signature', 'image', 'brief']
class CourseSerializer(serializers.ModelSerializer):
    class Meta:
        model = Course
        fields = [
            'id',
            'name',
            'course_img',
            'brief',
            'attachment_path',
            'pub_sections',
            'price',
            'students',
            'period',
            'sections',

            'course_type_name',
            'level_name',
            'status_name',

            'teacher',
            'section_list',
        ]

    # 定制,返回课程的老师,课程章节及章节下的课时(总共课时最多显示4条,不足4条,就全部显示)
    # 子序列化      表模型中写,在序列化类中
    teacher = TeacherSerializer()

定制高级返回格式(model.py)

class Course(BaseModel):
    """课程"""
    course_type = (
        (0, '付费'),
        (1, 'VIP专享'),
        (2, '学位课程')
    )
    level_choices = (
        (0, '初级'),
        (1, '中级'),
        (2, '高级'),
    )
    status_choices = (
        (0, '上线'),
        (1, '下线'),
        (2, '预上线'),
    )
    name = models.CharField(max_length=128, verbose_name="课程名称")
    course_img = models.ImageField(upload_to="courses", max_length=255, verbose_name="封面图片", blank=True, null=True)
    course_type = models.SmallIntegerField(choices=course_type, default=0, verbose_name="付费类型")
    brief = models.TextField(max_length=2048, verbose_name="详情介绍", null=True, blank=True)
    level = models.SmallIntegerField(choices=level_choices, default=0, verbose_name="难度等级")
    pub_date = models.DateField(verbose_name="发布日期", auto_now_add=True)
    period = models.IntegerField(verbose_name="建议学习周期(day)", default=7)
    attachment_path = models.FileField(upload_to="attachment", max_length=128, verbose_name="课件路径", blank=True,
                                       null=True)
    status = models.SmallIntegerField(choices=status_choices, default=0, verbose_name="课程状态")
    students = models.IntegerField(verbose_name="学习人数", default=0)
    sections = models.IntegerField(verbose_name="总课时数量", default=0)
    pub_sections = models.IntegerField(verbose_name="课时更新数量", default=0)
    price = models.DecimalField(max_digits=6, decimal_places=2, verbose_name="课程原价", default=0)

    # 删除某个课程分类,如果使用models.CASCADE,所有课程都删除,很危险
    # 删除某个课程分类models.SET_NULL,跟它相关联的课程,置为空
    '''on_delete 可以选择的参数
    models.CASCADE    # 级联删除,注意使用时机,用户和用户详情   课程和课程章节
    models.SET_NULL  # 删除分类,课程这个字段设置为空,要有null=True参数的配合
    models.SET_DEFAULT      # 删除分类,课程这个字段设置为默认值,要有 defalut=xx参数的配合
    models.DO_NOTHING      # 删除分类,课程这个字段什么都不做
    models.SET(值,函数内存地址) # 删除分类,课程这个字段设置为写的值,或者执行内部传入的函数,函数返回值放在这
    '''

    # db_constraint=False  逻辑外键,不建立物理外键  没有外键约束,如果这样设置,修改,新增速度快,可能会出现脏数据(程序层面控制)
    # 连表查询没有任何区别,其他操作完全一致
    course_category = models.ForeignKey("CourseCategory", on_delete=models.SET_NULL, db_constraint=False, null=True,
                                        blank=True, verbose_name="课程分类")
    teacher = models.ForeignKey("Teacher", on_delete=models.DO_NOTHING, null=True, blank=True, verbose_name="授课老师")

    class Meta:
        db_table = "luffy_course"
        verbose_name = "课程"
        verbose_name_plural = "课程"

    def __str__(self):
        return "%s" % self.name

    # choice字段,返回中文
    def course_type_name(self):
        return self.get_course_type_display()

    def level_name(self):
        return self.get_level_display()

    def status_name(self):
        return self.get_status_display()

    def section_list(self):
        l = []
        # 先取出课程下所有章节
        course_chapter_list = self.coursechapters.all()
        for course_chapter in course_chapter_list:
            # 拿出这个章节下所有课时
            course_section_list = course_chapter.coursesections.all()
            for course_section in course_section_list:
                l.append({'id': course_section.id,
                          'name': course_section.name,
                          'section_type': course_section.section_type,
                          'section_link': course_section.section_link,
                          'duration': course_section.duration,
                          'free_trail': course_section.free_trail,

                          })
                if len(l) >= 4:
                    return l
            # 循环章节,取出每个章节下的课时,追加到l中,如果超过4条,就结束了
        return l

分页(创建一个py文件(utils下))

class CommonPageNumberPagination(PageNumberPagination):
    page_size = 2
    page_query_param = 'page'
    page_size_query_param = 'size'
    max_page_size = 5