SKILL.md
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名称
django-tdd
描述
基于 pytest-django、TDD 测试驱动开发方法论、factory_boy、Mock、代码覆盖率统计以及 Django REST Framework API 测试的 Django 自动化测试策略与最佳实践。
基于 TDD 的 Django 测试指南
结合 pytest、factory_boy 与 Django REST Framework 针对 Django 应用开展测试驱动开发(TDD)的实践指南。
适用场景
- 开发全新的 Django 应用
- 实现 Django REST Framework API
- 编写和运行 Django Model、View 及 Serializer 的测试用例
- 为 Django 项目搭建与优化自动化测试基础设施
Django 的 TDD 工作流
红-绿-重构 循环(Red-Green-Refactor)
# 步骤 1:红(RED) - 编写测试用例(此时运行应失败)
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
# 步骤 2:绿(GREEN) - 编写最简实现代码使测试通过
# 创建 User 模型或 Factory
# 步骤 3:重构(REFACTOR) - 在保持测试通过的前提下优化与重构代码
测试环境配置
pytest 配置
# 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 Settings 配置
# config/settings/test.py
from .base import *
DEBUG = True
DATABASES = {
'default': {
'ENGINE': 'django.db.backends.sqlite3',
'NAME': ':memory:',
}
}
# 禁用 Migration 机制以提升测试运行效率
class DisableMigrations:
def __contains__(self, item):
return True
def __getitem__(self, item):
return None
MIGRATION_MODULES = DisableMigrations()
# 使用更快的密码哈希算法
PASSWORD_HASHERS = [
'django.contrib.auth.hashers.MD5PasswordHasher',
]
# 邮件 Backend 配置
EMAIL_BACKEND = 'django.core.mail.backends.console.EmailBackend'
# Celery 设置为同步直接执行
CELERY_TASK_ALWAYS_EAGER = True
CELERY_TASK_EAGER_PROPAGATES = True
conftest.py 全局 Fixture
# 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):
"""确保测试环境中的时区一致。"""
settings.TIME_ZONE = 'UTC'
@pytest.fixture
def user(db):
"""创建普通测试用户。"""
return User.objects.create_user(
email='test@example.com',
password='testpass123',
username='testuser'
)
@pytest.fixture
def admin_user(db):
"""创建超级管理员用户。"""
return User.objects.create_superuser(
email='admin@example.com',
password='adminpass123',
username='admin'
)
@pytest.fixture
def authenticated_client(client, user):
"""返回已完成用户登录的客户端。"""
client.force_login(user)
return client
@pytest.fixture
def api_client():
"""返回 DRF API 测试客户端。"""
from rest_framework.test import APIClient
return APIClient()
@pytest.fixture
def authenticated_api_client(api_client, user):
"""返回已完成 API 认证的 DRF 客户端。"""
api_client.force_authenticate(user=user)
return api_client
Factory Boy 数据构造
Factory 定义
# 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):
"""User 模型的 Factory。"""
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):
"""Category 模型的 Factory。"""
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):
"""Product 模型的 Factory。"""
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):
"""生成后为商品关联标签。"""
if not create:
return
if extracted:
for tag in extracted:
self.tags.add(tag)
Factory 使用示例
# tests/test_models.py
import pytest
from tests.factories import ProductFactory, UserFactory
def test_product_creation():
"""测试使用 Factory 创建商品。"""
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():
"""测试带有标签的商品关联。"""
tags = [TagFactory(name='electronics'), TagFactory(name='new')]
product = ProductFactory(tags=tags)
assert product.tags.count() == 2
def test_multiple_products():
"""测试批量生成多个商品对象。"""
products = ProductFactory.create_batch(10)
assert len(products) == 10
Model 测试
Model 测试用例
# tests/test_models.py
import pytest
from django.core.exceptions import ValidationError
from tests.factories import UserFactory, ProductFactory
class TestUserModel:
"""User 模型测试组。"""
def test_create_user(self, db):
"""测试创建普通用户。"""
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):
"""测试创建超级管理员。"""
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):
"""测试用户对象的字符串表示形式(__str__)。"""
user = UserFactory(email='test@example.com')
assert str(user) == 'test@example.com'
class TestProductModel:
"""Product 模型测试组。"""
def test_product_creation(self, db):
"""测试商品基础创建功能。"""
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):
"""测试 slug 自动生成逻辑。"""
product = ProductFactory(name='Test Product')
assert product.slug == 'test-product'
def test_product_price_validation(self, db):
"""测试价格不能为负数的校验逻辑。"""
product = ProductFactory(price=-10)
with pytest.raises(ValidationError):
product.full_clean()
def test_product_manager_active(self, db):
"""测试 Manager 中的 active 筛选方法。"""
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):
"""测试库存扣减与变更管理。"""
product = ProductFactory(stock=10)
product.reduce_stock(5)
product.refresh_from_db()
assert product.stock == 5
with pytest.raises(ValueError):
product.reduce_stock(10) # 库存不足时应抛出异常
View 测试
Django View 测试用例
# tests/test_views.py
import pytest
from django.urls import reverse
from tests.factories import ProductFactory, UserFactory
class TestProductViews:
"""Product 视图测试组。"""
def test_product_list(self, client, db):
"""测试商品列表视图。"""
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):
"""测试商品详情视图。"""
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):
"""测试创建商品必须先登录(未登录鉴权重定向)。"""
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):
"""测试已登录用户访问商品创建页面。"""
response = authenticated_client.get(reverse('products:create'))
assert response.status_code == 200
def test_product_create_post(self, authenticated_client, db, category):
"""测试提交 POST 请求创建商品。"""
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
Serializer 测试
# 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:
"""ProductSerializer 测试组。"""
def test_serialize_product(self, db):
"""测试商品模型序列化为 JSON 字典。"""
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):
"""测试反序列化提交数据并校验保存。"""
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):
"""测试价格字段校验。"""
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):
"""测试库存不能为负数的校验。"""
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
# 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
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