--- name: django-tdd description: Django测试策略,包括pytest-django、TDD方法论、factory_boy、模拟、覆盖率以及测试Django REST Framework API。 --- # 使用 TDD 进行 Django 测试 使用 pytest、factory\_boy 和 Django REST Framework 进行 Django 应用程序的测试驱动开发。 ## 何时激活 * 编写新的 Django 应用程序时 * 实现 Django REST Framework API 时 * 测试 Django 模型、视图和序列化器时 * 为 Django 项目设置测试基础设施时 ## Django 的 TDD 工作流 ### 红-绿-重构循环 ```python # Step 1: RED - Write failing test def test_user_creation(): user = User.objects.create_user(email='test@example.com', password='testpass123') assert user.email == 'test@example.com' assert user.check_password('testpass123') assert not user.is_staff # Step 2: GREEN - Make test pass # Create User model or factory # Step 3: REFACTOR - Improve while keeping tests green ``` ## 设置 ### pytest 配置 ```ini # pytest.ini [pytest] DJANGO_SETTINGS_MODULE = config.settings.test testpaths = tests python_files = test_*.py python_classes = Test* python_functions = test_* addopts = --reuse-db --nomigrations --cov=apps --cov-report=html --cov-report=term-missing --strict-markers markers = slow: marks tests as slow integration: marks tests as integration tests ``` ### 测试设置 ```python # config/settings/test.py from .base import * DEBUG = True DATABASES = { 'default': { 'ENGINE': 'django.db.backends.sqlite3', 'NAME': ':memory:', } } # Disable migrations for speed class DisableMigrations: def __contains__(self, item): return True def __getitem__(self, item): return None MIGRATION_MODULES = DisableMigrations() # Faster password hashing PASSWORD_HASHERS = [ 'django.contrib.auth.hashers.MD5PasswordHasher', ] # Email backend EMAIL_BACKEND = 'django.core.mail.backends.console.EmailBackend' # Celery always eager CELERY_TASK_ALWAYS_EAGER = True CELERY_TASK_EAGER_PROPAGATES = True ``` ### conftest.py ```python # tests/conftest.py import pytest from django.utils import timezone from django.contrib.auth import get_user_model User = get_user_model() @pytest.fixture(autouse=True) def timezone_settings(settings): """Ensure consistent timezone.""" settings.TIME_ZONE = 'UTC' @pytest.fixture def user(db): """Create a test user.""" return User.objects.create_user( email='test@example.com', password='testpass123', username='testuser' ) @pytest.fixture def admin_user(db): """Create an admin user.""" return User.objects.create_superuser( email='admin@example.com', password='adminpass123', username='admin' ) @pytest.fixture def authenticated_client(client, user): """Return authenticated client.""" client.force_login(user) return client @pytest.fixture def api_client(): """Return DRF API client.""" from rest_framework.test import APIClient return APIClient() @pytest.fixture def authenticated_api_client(api_client, user): """Return authenticated API client.""" api_client.force_authenticate(user=user) return api_client ``` ## Factory Boy ### 工厂设置 ```python # tests/factories.py import factory from factory import fuzzy from datetime import datetime, timedelta from django.contrib.auth import get_user_model from apps.products.models import Product, Category User = get_user_model() class UserFactory(factory.django.DjangoModelFactory): """Factory for User model.""" class Meta: model = User email = factory.Sequence(lambda n: f"user{n}@example.com") username = factory.Sequence(lambda n: f"user{n}") password = factory.PostGenerationMethodCall('set_password', 'testpass123') first_name = factory.Faker('first_name') last_name = factory.Faker('last_name') is_active = True class CategoryFactory(factory.django.DjangoModelFactory): """Factory for Category model.""" class Meta: model = Category name = factory.Faker('word') slug = factory.LazyAttribute(lambda obj: obj.name.lower()) description = factory.Faker('text') class ProductFactory(factory.django.DjangoModelFactory): """Factory for Product model.""" class Meta: model = Product name = factory.Faker('sentence', nb_words=3) slug = factory.LazyAttribute(lambda obj: obj.name.lower().replace(' ', '-')) description = factory.Faker('text') price = fuzzy.FuzzyDecimal(10.00, 1000.00, 2) stock = fuzzy.FuzzyInteger(0, 100) is_active = True category = factory.SubFactory(CategoryFactory) created_by = factory.SubFactory(UserFactory) @factory.post_generation def tags(self, create, extracted, **kwargs): """Add tags to product.""" if not create: return if extracted: for tag in extracted: self.tags.add(tag) ``` ### 使用工厂 ```python # tests/test_models.py import pytest from tests.factories import ProductFactory, UserFactory def test_product_creation(): """Test product creation using factory.""" product = ProductFactory(price=100.00, stock=50) assert product.price == 100.00 assert product.stock == 50 assert product.is_active is True def test_product_with_tags(): """Test product with tags.""" tags = [TagFactory(name='electronics'), TagFactory(name='new')] product = ProductFactory(tags=tags) assert product.tags.count() == 2 def test_multiple_products(): """Test creating multiple products.""" products = ProductFactory.create_batch(10) assert len(products) == 10 ``` ## 模型测试 ### 模型测试 ```python # tests/test_models.py import pytest from django.core.exceptions import ValidationError from tests.factories import UserFactory, ProductFactory class TestUserModel: """Test User model.""" def test_create_user(self, db): """Test creating a regular user.""" user = UserFactory(email='test@example.com') assert user.email == 'test@example.com' assert user.check_password('testpass123') assert not user.is_staff assert not user.is_superuser def test_create_superuser(self, db): """Test creating a superuser.""" user = UserFactory( email='admin@example.com', is_staff=True, is_superuser=True ) assert user.is_staff assert user.is_superuser def test_user_str(self, db): """Test user string representation.""" user = UserFactory(email='test@example.com') assert str(user) == 'test@example.com' class TestProductModel: """Test Product model.""" def test_product_creation(self, db): """Test creating a product.""" product = ProductFactory() assert product.id is not None assert product.is_active is True assert product.created_at is not None def test_product_slug_generation(self, db): """Test automatic slug generation.""" product = ProductFactory(name='Test Product') assert product.slug == 'test-product' def test_product_price_validation(self, db): """Test price cannot be negative.""" product = ProductFactory(price=-10) with pytest.raises(ValidationError): product.full_clean() def test_product_manager_active(self, db): """Test active manager method.""" ProductFactory.create_batch(5, is_active=True) ProductFactory.create_batch(3, is_active=False) active_count = Product.objects.active().count() assert active_count == 5 def test_product_stock_management(self, db): """Test stock management.""" product = ProductFactory(stock=10) product.reduce_stock(5) product.refresh_from_db() assert product.stock == 5 with pytest.raises(ValueError): product.reduce_stock(10) # Not enough stock ``` ## 视图测试 ### Django 视图测试 ```python # tests/test_views.py import pytest from django.urls import reverse from tests.factories import ProductFactory, UserFactory class TestProductViews: """Test product views.""" def test_product_list(self, client, db): """Test product list view.""" ProductFactory.create_batch(10) response = client.get(reverse('products:list')) assert response.status_code == 200 assert len(response.context['products']) == 10 def test_product_detail(self, client, db): """Test product detail view.""" product = ProductFactory() response = client.get(reverse('products:detail', kwargs={'slug': product.slug})) assert response.status_code == 200 assert response.context['product'] == product def test_product_create_requires_login(self, client, db): """Test product creation requires authentication.""" response = client.get(reverse('products:create')) assert response.status_code == 302 assert response.url.startswith('/accounts/login/') def test_product_create_authenticated(self, authenticated_client, db): """Test product creation as authenticated user.""" response = authenticated_client.get(reverse('products:create')) assert response.status_code == 200 def test_product_create_post(self, authenticated_client, db, category): """Test creating a product via POST.""" data = { 'name': 'Test Product', 'description': 'A test product', 'price': '99.99', 'stock': 10, 'category': category.id, } response = authenticated_client.post(reverse('products:create'), data) assert response.status_code == 302 assert Product.objects.filter(name='Test Product').exists() ``` ## DRF API 测试 ### 序列化器测试 ```python # tests/test_serializers.py import pytest from rest_framework.exceptions import ValidationError from apps.products.serializers import ProductSerializer from tests.factories import ProductFactory class TestProductSerializer: """Test ProductSerializer.""" def test_serialize_product(self, db): """Test serializing a product.""" product = ProductFactory() serializer = ProductSerializer(product) data = serializer.data assert data['id'] == product.id assert data['name'] == product.name assert data['price'] == str(product.price) def test_deserialize_product(self, db): """Test deserializing product data.""" data = { 'name': 'Test Product', 'description': 'Test description', 'price': '99.99', 'stock': 10, 'category': 1, } serializer = ProductSerializer(data=data) assert serializer.is_valid() product = serializer.save() assert product.name == 'Test Product' assert float(product.price) == 99.99 def test_price_validation(self, db): """Test price validation.""" data = { 'name': 'Test Product', 'price': '-10.00', 'stock': 10, } serializer = ProductSerializer(data=data) assert not serializer.is_valid() assert 'price' in serializer.errors def test_stock_validation(self, db): """Test stock cannot be negative.""" data = { 'name': 'Test Product', 'price': '99.99', 'stock': -5, } serializer = ProductSerializer(data=data) assert not serializer.is_valid() assert 'stock' in serializer.errors ``` ### API ViewSet 测试 ```python # tests/test_api.py import pytest from rest_framework.test import APIClient from rest_framework import status from django.urls import reverse from tests.factories import ProductFactory, UserFactory class TestProductAPI: """Test Product API endpoints.""" @pytest.fixture def api_client(self): """Return API client.""" return APIClient() def test_list_products(self, api_client, db): """Test listing products.""" ProductFactory.create_batch(10) url = reverse('api:product-list') response = api_client.get(url) assert response.status_code == status.HTTP_200_OK assert response.data['count'] == 10 def test_retrieve_product(self, api_client, db): """Test retrieving a product.""" product = ProductFactory() url = reverse('api:product-detail', kwargs={'pk': product.id}) response = api_client.get(url) assert response.status_code == status.HTTP_200_OK assert response.data['id'] == product.id def test_create_product_unauthorized(self, api_client, db): """Test creating product without authentication.""" url = reverse('api:product-list') data = {'name': 'Test Product', 'price': '99.99'} response = api_client.post(url, data) assert response.status_code == status.HTTP_401_UNAUTHORIZED def test_create_product_authorized(self, authenticated_api_client, db): """Test creating product as authenticated user.""" url = reverse('api:product-list') data = { 'name': 'Test Product', 'description': 'Test', 'price': '99.99', 'stock': 10, } response = authenticated_api_client.post(url, data) assert response.status_code == status.HTTP_201_CREATED assert response.data['name'] == 'Test Product' def test_update_product(self, authenticated_api_client, db): """Test updating a product.""" product = ProductFactory(created_by=authenticated_api_client.user) url = reverse('api:product-detail', kwargs={'pk': product.id}) data = {'name': 'Updated Product'} response = authenticated_api_client.patch(url, data) assert response.status_code == status.HTTP_200_OK assert response.data['name'] == 'Updated Product' def test_delete_product(self, authenticated_api_client, db): """Test deleting a product.""" product = ProductFactory(created_by=authenticated_api_client.user) url = reverse('api:product-detail', kwargs={'pk': product.id}) response = authenticated_api_client.delete(url) assert response.status_code == status.HTTP_204_NO_CONTENT def test_filter_products_by_price(self, api_client, db): """Test filtering products by price.""" ProductFactory(price=50) ProductFactory(price=150) url = reverse('api:product-list') response = api_client.get(url, {'price_min': 100}) assert response.status_code == status.HTTP_200_OK assert response.data['count'] == 1 def test_search_products(self, api_client, db): """Test searching products.""" ProductFactory(name='Apple iPhone') ProductFactory(name='Samsung Galaxy') url = reverse('api:product-list') response = api_client.get(url, {'search': 'Apple'}) assert response.status_code == status.HTTP_200_OK assert response.data['count'] == 1 ``` ## 模拟与打补丁 ### 模拟外部服务 ```python # tests/test_views.py from unittest.mock import patch, Mock import pytest class TestPaymentView: """Test payment view with mocked payment gateway.""" @patch('apps.payments.services.stripe') def test_successful_payment(self, mock_stripe, client, user, product): """Test successful payment with mocked Stripe.""" # Configure mock mock_stripe.Charge.create.return_value = { 'id': 'ch_123', 'status': 'succeeded', 'amount': 9999, } client.force_login(user) response = client.post(reverse('payments:process'), { 'product_id': product.id, 'token': 'tok_visa', }) assert response.status_code == 302 mock_stripe.Charge.create.assert_called_once() @patch('apps.payments.services.stripe') def test_failed_payment(self, mock_stripe, client, user, product): """Test failed payment.""" mock_stripe.Charge.create.side_effect = Exception('Card declined') client.force_login(user) response = client.post(reverse('payments:process'), { 'product_id': product.id, 'token': 'tok_visa', }) assert response.status_code == 302 assert 'error' in response.url ``` ### 模拟邮件发送 ```python # tests/test_email.py from django.core import mail from django.test import override_settings @override_settings(EMAIL_BACKEND='django.core.mail.backends.locmem.EmailBackend') def test_order_confirmation_email(db, order): """Test order confirmation email.""" order.send_confirmation_email() assert len(mail.outbox) == 1 assert order.user.email in mail.outbox[0].to assert 'Order Confirmation' in mail.outbox[0].subject ``` ## 集成测试 ### 完整流程测试 ```python # tests/test_integration.py import pytest from django.urls import reverse from tests.factories import UserFactory, ProductFactory class TestCheckoutFlow: """Test complete checkout flow.""" def test_guest_to_purchase_flow(self, client, db): """Test complete flow from guest to purchase.""" # Step 1: Register response = client.post(reverse('users:register'), { 'email': 'test@example.com', 'password': 'testpass123', 'password_confirm': 'testpass123', }) assert response.status_code == 302 # Step 2: Login response = client.post(reverse('users:login'), { 'email': 'test@example.com', 'password': 'testpass123', }) assert response.status_code == 302 # Step 3: Browse products product = ProductFactory(price=100) response = client.get(reverse('products:detail', kwargs={'slug': product.slug})) assert response.status_code == 200 # Step 4: Add to cart response = client.post(reverse('cart:add'), { 'product_id': product.id, 'quantity': 1, }) assert response.status_code == 302 # Step 5: Checkout response = client.get(reverse('checkout:review')) assert response.status_code == 200 assert product.name in response.content.decode() # Step 6: Complete purchase with patch('apps.checkout.services.process_payment') as mock_payment: mock_payment.return_value = True response = client.post(reverse('checkout:complete')) assert response.status_code == 302 assert Order.objects.filter(user__email='test@example.com').exists() ``` ## 测试最佳实践 ### 应该做 * **使用工厂**:而不是手动创建对象 * **每个测试一个断言**:保持测试聚焦 * **描述性测试名称**:`test_user_cannot_delete_others_post` * **测试边界情况**:空输入、None 值、边界条件 * **模拟外部服务**:不要依赖外部 API * **使用夹具**:消除重复 * **测试权限**:确保授权有效 * **保持测试快速**:使用 `--reuse-db` 和 `--nomigrations` ### 不应该做 * **不要测试 Django 内部**:相信 Django 能正常工作 * **不要测试第三方代码**:相信库能正常工作 * **不要忽略失败的测试**:所有测试必须通过 * **不要让测试产生依赖**:测试应该能以任何顺序运行 * **不要过度模拟**:只模拟外部依赖 * **不要测试私有方法**:测试公共接口 * **不要使用生产数据库**:始终使用测试数据库 ## 覆盖率 ### 覆盖率配置 ```bash # Run tests with coverage pytest --cov=apps --cov-report=html --cov-report=term-missing # Generate HTML report open htmlcov/index.html ``` ### 覆盖率目标 | 组件 | 目标覆盖率 | |-----------|-----------------| | 模型 | 90%+ | | 序列化器 | 85%+ | | 视图 | 80%+ | | 服务 | 90%+ | | 工具 | 80%+ | | 总体 | 80%+ | ## 快速参考 | 模式 | 用途 | |---------|-------| | `@pytest.mark.django_db` | 启用数据库访问 | | `client` | Django 测试客户端 | | `api_client` | DRF API 客户端 | | `factory.create_batch(n)` | 创建多个对象 | | `patch('module.function')` | 模拟外部依赖 | | `override_settings` | 临时更改设置 | | `force_authenticate()` | 在测试中绕过身份验证 | | `assertRedirects` | 检查重定向 | | `assertTemplateUsed` | 验证模板使用 | | `mail.outbox` | 检查已发送的邮件 | 记住:测试即文档。好的测试解释了你的代码应如何工作。保持测试简单、可读和可维护。