--- name: django-patterns description: 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) ```python # 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 ```python 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 ```python 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 ```python 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 ```python 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 ```python 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 ```python 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) ```python # 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 ```python 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 ```django {% load cache %} {% cache 500 sidebar %} ... 耗时的侧边栏内容 ... {% endcache %} ``` ### 低级缓存 ```python 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 ```python 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 ```python # 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 ```python # 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 ```python # 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 ```python 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 ```python # 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。