名称: django-patterns 描述: Django 架构模式、使用 DRF 的 REST API 设计、ORM 最佳实践、缓存、信号（Signals）、中间件（Middleware）以及生产级 Django 应用。
Django 开发模式
适用于可扩展、可维护应用程序的生产级 Django 架构模式。
何时激活
- 构建 Django Web 应用程序时
- 设计 Django REST Framework (DRF) API 时
- 处理 Django ORM 和模型时
- 设置 Django 项目结构时
- 实现缓存（Caching）、信号（Signals）、中间件（Middleware）时
项目结构
推荐布局
myproject/
├── config/
│ ├── __init__.py
│ ├── settings/
│ │ ├── __init__.py
│ │ ├── base.py # 基础设置
│ │ ├── development.py # 开发环境设置
│ │ ├── production.py # 生产环境设置
│ │ └── test.py # 测试环境设置
│ ├── urls.py
│ ├── wsgi.py
│ └── asgi.py
├── manage.py
└── apps/
├── __init__.py
├── users/
│ ├── __init__.py
│ ├── models.py
│ ├── views.py
│ ├── serializers.py
│ ├── urls.py
│ ├── permissions.py
│ ├── filters.py
│ ├── services.py
│ └── tests/
└── products/
└── ...
分离设置模式（Split Settings Pattern）
# config/settings/base.py
from pathlib import Path
BASE_DIR = Path(__file__).resolve().parent.parent.parent
SECRET_KEY = env('DJANGO_SECRET_KEY')
DEBUG = False
ALLOWED_HOSTS = []
INSTALLED_APPS = [
'django.contrib.admin',
'django.contrib.auth',
'django.contrib.contenttypes',
'django.contrib.sessions',
'django.contrib.messages',
'django.contrib.staticfiles',
'rest_framework',
'rest_framework.authtoken',
'corsheaders',
# 本地应用
'apps.users',
'apps.products',
]
MIDDLEWARE = [
'django.middleware.security.SecurityMiddleware',
'whitenoise.middleware.WhiteNoiseMiddleware',
'django.contrib.sessions.middleware.SessionMiddleware',
'corsheaders.middleware.CorsMiddleware',
'django.middleware.common.CommonMiddleware',
'django.middleware.csrf.CsrfViewMiddleware',
'django.contrib.auth.middleware.AuthenticationMiddleware',
'django.contrib.messages.middleware.MessageMiddleware',
'django.middleware.clickjacking.XFrameOptionsMiddleware',
]
ROOT_URLCONF = 'config.urls'
WSGI_APPLICATION = 'config.wsgi.application'
DATABASES = {
'default': {
'ENGINE': 'django.db.backends.postgresql',
'NAME': env('DB_NAME'),
'USER': env('DB_USER'),
'PASSWORD': env('DB_PASSWORD'),
'HOST': env('DB_HOST'),
'PORT': env('DB_PORT', default='5432'),
}
}
# config/settings/development.py
from .base import *
DEBUG = True
ALLOWED_HOSTS = ['localhost', '127.0.0.1']
DATABASES['default']['NAME'] = 'myproject_dev'
INSTALLED_APPS += ['debug_toolbar']
MIDDLEWARE += ['debug_toolbar.middleware.DebugToolbarMiddleware']
EMAIL_BACKEND = 'django.core.mail.backends.console.EmailBackend'
# config/settings/production.py
from .base import *
DEBUG = False
ALLOWED_HOSTS = env.list('ALLOWED_HOSTS')
SECURE_SSL_REDIRECT = True
SESSION_COOKIE_SECURE = True
CSRF_COOKIE_SECURE = True
SECURE_HSTS_SECONDS = 31536000
SECURE_HSTS_INCLUDE_SUBDOMAINS = True
SECURE_HSTS_PRELOAD = True
# 日志配置
LOGGING = {
'version': 1,
'disable_existing_loggers': False,
'handlers': {
'file': {
'level': 'WARNING',
'class': 'logging.FileHandler',
'filename': '/var/log/django/django.log',
},
},
'loggers': {
'django': {
'handlers': ['file'],
'level': 'WARNING',
'propagate': True,
},
},
}
模型设计模式
模型最佳实践
from django.db import models
from django.contrib.auth.models import AbstractUser
from django.core.validators import MinValueValidator, MaxValueValidator
class User(AbstractUser):
"""扩展 AbstractUser 的自定义用户模型。"""
email = models.EmailField(unique=True)
phone = models.CharField(max_length=20, blank=True)
birth_date = models.DateField(null=True, blank=True)
USERNAME_FIELD = 'email'
REQUIRED_FIELDS = ['username']
class Meta:
db_table = 'users'
verbose_name = 'user'
verbose_name_plural = 'users'
ordering = ['-date_joined']
def __str__(self):
return self.email
def get_full_name(self):
return f"{self.first_name} {self.last_name}".strip()
class Product(models.Model):
"""带有适当字段配置的产品模型。"""
name = models.CharField(max_length=200)
slug = models.SlugField(unique=True, max_length=250)
description = models.TextField(blank=True)
price = models.DecimalField(
max_digits=10,
decimal_places=2,
validators=[MinValueValidator(0)]
)
stock = models.PositiveIntegerField(default=0)
is_active = models.BooleanField(default=True)
category = models.ForeignKey(
'Category',
on_delete=models.CASCADE,
related_name='products'
)
tags = models.ManyToManyField('Tag', blank=True, related_name='products')
created_at = models.DateTimeField(auto_now_add=True)
updated_at = models.DateTimeField(auto_now=True)
class Meta:
db_table = 'products'
ordering = ['-created_at']
indexes = [
models.Index(fields=['slug']),
models.Index(fields=['-created_at']),
models.Index(fields=['category', 'is_active']),
]
constraints = [
models.CheckConstraint(
check=models.Q(price__gte=0),
name='price_non_negative'
)
]
def __str__(self):
return self.name
def save(self, *args, **kwargs):
if not self.slug:
self.slug = slugify(self.name)
super().save(*args, **kwargs)
QuerySet 最佳实践
from django.db import models
class ProductQuerySet(models.QuerySet):
"""Product 模型的自定义 QuerySet。"""
def active(self):
"""仅返回已激活的产品。"""
return self.filter(is_active=True)
def with_category(self):
"""使用 select_related 加载分类，避免 N+1 查询。"""
return self.select_related('category')
def with_tags(self):
"""使用 prefetch_related 预加载多对多关系的标签。"""
return self.prefetch_related('tags')
def in_stock(self):
"""返回库存 > 0 的产品。"""
return self.filter(stock__gt=0)
def search(self, query):
"""按名称或描述搜索产品。"""
return self.filter(
models.Q(name__icontains=query) |
models.Q(description__icontains=query)
)
class Product(models.Model):
# ... 字段 ...
objects = ProductQuerySet.as_manager() # 使用自定义 QuerySet
# 用法
Product.objects.active().with_category().in_stock()
管理器（Manager）方法
class ProductManager(models.Manager):
"""用于复杂查询的自定义管理器。"""
def get_or_none(self, **kwargs):
"""返回对象，或者在不存在时返回 None 而不是抛出 DoesNotExist。"""
try:
return self.get(**kwargs)
except self.model.DoesNotExist:
return None
def create_with_tags(self, name, price, tag_names):
"""创建产品并关联标签。"""
product = self.create(name=name, price=price)
tags = [Tag.objects.get_or_create(name=name)[0] for name in tag_names]
product.tags.set(tags)
return product
def bulk_update_stock(self, product_ids, quantity):
"""批量更新多个产品的库存。"""
return self.filter(id__in=product_ids).update(stock=quantity)
# 在模型中
class Product(models.Model):
# ... 字段 ...
custom = ProductManager()
Django REST Framework 模式
序列化器（Serializer）模式
from rest_framework import serializers
from django.contrib.auth.password_validation import validate_password
from .models import Product, User
class ProductSerializer(serializers.ModelSerializer):
"""Product 模型的序列化器。"""
category_name = serializers.CharField(source='category.name', read_only=True)
average_rating = serializers.FloatField(read_only=True)
discount_price = serializers.SerializerMethodField()
class Meta:
model = Product
fields = [
'id', 'name', 'slug', 'description', 'price',
'discount_price', 'stock', 'category_name',
'average_rating', 'created_at'
]
read_only_fields = ['id', 'slug', 'created_at']
def get_discount_price(self, obj):
"""如果适用，计算折扣价。"""
if hasattr(obj, 'discount') and obj.discount:
return obj.price * (1 - obj.discount.percent / 100)
return obj.price
def validate_price(self, value):
"""确保价格非负。"""
if value < 0:
raise serializers.ValidationError("价格不能为负数。")
return value
class ProductCreateSerializer(serializers.ModelSerializer):
"""用于创建产品的序列化器。"""
class Meta:
model = Product
fields = ['name', 'description', 'price', 'stock', 'category']
def validate(self, data):
"""多字段的自定义校验。"""
if data['price'] > 10000 and data['stock'] > 100:
raise serializers.ValidationError(
"高价值产品不能有大量库存。"
)
return data
class UserRegistrationSerializer(serializers.ModelSerializer):
"""用户注册序列化器。"""
password = serializers.CharField(
write_only=True,
required=True,
validators=[validate_password],
style={'input_type': 'password'}
)
password_confirm = serializers.CharField(write_only=True, style={'input_type': 'password'})
class Meta:
model = User
fields = ['email', 'username', 'password', 'password_confirm']
def validate(self, data):
"""校验两次输入的密码是否一致。"""
if data['password'] != data['password_confirm']:
raise serializers.ValidationError({
"password_confirm": "密码字段不匹配。"
})
return data
def create(self, validated_data):
"""创建并保存加密后的密码。"""
validated_data.pop('password_confirm')
password = validated_data.pop('password')
user = User.objects.create(**validated_data)
user.set_password(password)
user.save()
return user
视图集（ViewSet）模式
from rest_framework import viewsets, status, filters
from rest_framework.decorators import action
from rest_framework.response import Response
from rest_framework.permissions import IsAuthenticated, IsAdminUser
from django_filters.rest_framework import DjangoFilterBackend
from .models import Product
from .serializers import ProductSerializer, ProductCreateSerializer
from .permissions import IsOwnerOrReadOnly
from .filters import ProductFilter
from .filters import ProductFilter
from .services import ProductService
class ProductViewSet(viewsets.ModelViewSet):
"""Product 模型的视图集。"""
queryset = Product.objects.select_related('category').prefetch_related('tags')
permission_classes = [IsAuthenticated, IsOwnerOrReadOnly]
filter_backends = [DjangoFilterBackend, filters.SearchFilter, filters.OrderingFilter]
filterset_class = ProductFilter
search_fields = ['name', 'description']
ordering_fields = ['price', 'created_at', 'name']
ordering = ['-created_at']
def get_serializer_class(self):
"""根据操作（action）返回适当的序列化器类。"""
if self.action == 'create':
return ProductCreateSerializer
return ProductSerializer
def perform_create(self, serializer):
"""在保存时关联当前用户上下文。"""
serializer.save(created_by=self.request.user)
@action(detail=False, methods=['get'])
def featured(self, request):
"""返回推荐产品。"""
featured = self.queryset.filter(is_featured=True)[:10]
serializer = self.get_serializer(featured, many=True)
return Response(serializer.data)
@action(detail=True, methods=['post'])
def purchase(self, request, pk=None):
"""购买产品。"""
product = self.get_object()
service = ProductService()
result = service.purchase(product, request.user)
return Response(result, status=status.HTTP_201_CREATED)
@action(detail=False, methods=['get'], permission_classes=[IsAuthenticated])
def my_products(self, request):
"""返回由当前用户创建的产品。"""
products = self.queryset.filter(created_by=request.user)
page = self.paginate_queryset(products)
serializer = self.get_serializer(page, many=True)
return self.get_paginated_response(serializer.data)
自定义操作
from rest_framework.decorators import api_view, permission_classes
from rest_framework.permissions import IsAuthenticated
from rest_framework.response import Response
@api_view(['POST'])
@permission_classes([IsAuthenticated])
def add_to_cart(request):
"""将产品添加到用户购物车。"""
product_id = request.data.get('product_id')
quantity = request.data.get('quantity', 1)
try:
product = Product.objects.get(id=product_id)
except Product.DoesNotExist:
return Response(
{'error': '产品未找到'},
status=status.HTTP_404_NOT_FOUND
)
cart, _ = Cart.objects.get_or_create(user=request.user)
CartItem.objects.create(
cart=cart,
product=product,
quantity=quantity
)
return Response({'message': '已添加到购物车'}, status=status.HTTP_201_CREATED)
服务层模式（Service Layer Pattern）
# apps/orders/services.py
from typing import Optional
from django.db import transaction
from .models import Order, OrderItem
class OrderService:
"""订单相关业务逻辑的服务层。"""
@staticmethod
@transaction.atomic
def create_order(user, cart: Cart) -> Order:
"""从购物车创建订单。"""
order = Order.objects.create(
user=user,
total_price=cart.total_price
)
for item in cart.items.all():
OrderItem.objects.create(
order=order,
product=item.product,
quantity=item.quantity,
price=item.product.price
)
# 清空购物车
cart.items.all().delete()
return order
@staticmethod
def process_payment(order: Order, payment_data: dict) -> bool:
"""处理订单支付。"""
# 与支付网关集成
payment = PaymentGateway.charge(
amount=order.total_price,
token=payment_data['token']
)
if payment.success:
order.status = Order.Status.PAID
order.save()
# 发送确认邮件
OrderService.send_confirmation_email(order)
return True
return False
@staticmethod
def send_confirmation_email(order: Order):
"""发送订单确认邮件。"""
# 邮件发送逻辑
pass
缓存策略（Caching Strategies）
视图级缓存
from django.views.decorators.cache import cache_page
from django.utils.decorators import method_decorator
@method_decorator(cache_page(60 * 15), name='dispatch') # 15 分钟
class ProductListView(generic.ListView):
model = Product
template_name = 'products/list.html'
context_object_name = 'products'
模板片段缓存
{% load cache %}
{% cache 500 sidebar %}
... 耗时的侧边栏内容 ...
{% endcache %}
低级缓存
from django.core.cache import cache
def get_featured_products():
"""通过缓存获取推荐产品。"""
cache_key = 'featured_products'
products = cache.get(cache_key)
if products is None:
products = list(Product.objects.filter(is_featured=True))
cache.set(cache_key, products, timeout=60 * 15) # 15 分钟
return products
QuerySet 缓存
from django.core.cache import cache
def get_popular_categories():
cache_key = 'popular_categories'
categories = cache.get(cache_key)
if categories is None:
categories = list(Category.objects.annotate(
product_count=Count('products')
).filter(product_count__gt=10).order_by('-product_count')[:20])
cache.set(cache_key, categories, timeout=60 * 60) # 1 小时
return categories
信号（Signals）
信号模式
# apps/users/signals.py
from django.db.models.signals import post_save
from django.dispatch import receiver
from django.contrib.auth import get_user_model
from .models import Profile
User = get_user_model()
@receiver(post_save, sender=User)
def create_user_profile(sender, instance, created, **kwargs):
"""当用户创建时同步创建 Profile。"""
if created:
Profile.objects.create(user=instance)
@receiver(post_save, sender=User)
def save_user_profile(sender, instance, **kwargs):
"""当用户保存时同步保存 Profile。"""
instance.profile.save()
# apps/users/apps.py
from django.apps import AppConfig
class UsersConfig(AppConfigConfig):
default_auto_field = 'django.db.models.BigAutoField'
name = 'apps.users'
def ready(self):
"""在应用准备就绪时导入信号。"""
import apps.users.signals
中间件（Middleware）
自定义中间件
# middleware/active_user_middleware.py
import time
from django.utils.deprecation import MiddlewareMixin
class ActiveUserMiddleware(MiddlewareMixin):
"""用于跟踪活跃用户的中间件。"""
def process_request(self, request):
"""处理传入请求。"""
if request.user.is_authenticated:
# 更新最后活跃时间
request.user.last_active = timezone.now()
request.user.save(update_fields=['last_active'])
class RequestLoggingMiddleware(MiddlewareMixin):
"""用于记录请求日志的中间件。"""
def process_request(self, request):
"""记录请求开始时间。"""
request.start_time = time.time()
def process_response(self, request, response):
"""记录请求耗时。"""
if hasattr(request, 'start_time'):
duration = time.time() - request.start_time
logger.info(f'{request.method} {request.path} - {response.status_code} - {duration:.3f}s')
return response
性能优化（Performance Optimization）
防止 N+1 查询
# 差劲 - N+1 查询
products = Product.objects.all()
for product in products:
print(product.category.name) # 为每个产品单独进行一次查询
# 优秀 - 使用 select_related 进行单次查询
products = Product.objects.select_related('category').all()
for product in products:
print(product.category.name)
# 优秀 - 对多对多关系使用 prefetch_related
products = Product.objects.prefetch_related('tags').all()
for product in products:
for tag in product.tags.all():
print(tag.name)
数据库索引
class Product(models.Model):
name = models.CharField(max_length=200, db_index=True)
slug = models.SlugField(unique=True)
category = models.ForeignKey('Category', on_delete=models.CASCADE)
created_at = models.DateTimeField(auto_now_add=True)
class Meta:
indexes = [
models.Index(fields=['name']),
models.Index(fields=['-created_at']),
models.Index(fields=['category', 'created_at']),
]
批量操作
# 批量创建
Product.objects.bulk_create([
Product(name=f'Product {i}', price=10.00)
for i in range(1000)
])
# 批量更新
products = Product.objects.all()[:100]
for product in products:
product.is_active = True
Product.objects.bulk_update(products, ['is_active'])
# 批量删除
Product.objects.filter(stock=0).delete()
快速参考
| 模式 | 描述 |
|---|---|
| 分离设置（Split settings） | 区分开发/生产/测试环境配置 |
| 自定义 QuerySet | 可复用的查询方法 |
| 服务层（Service Layer） | 业务逻辑解耦 |
| 视图集（ViewSet） | REST API 端点封装 |
| 序列化器校验（Serializer validation） | 请求/响应数据的转换与验证 |
| select_related | 外键关系优化 |
| prefetch_related | 多对多关系优化 |
| 缓存优先（Cache first） | 对耗时操作进行缓存 |
| 信号（Signals） | 事件驱动的操作 |
| 中间件（Middleware） | 请求/响应拦截处理 |
记住：Django 提供了许多捷径，但对于生产级应用，架构和组织结构比简洁的代码更重要。请为可维护性而构建。