Python Testing

affaan-m/ECC/skills/python-testing

作者 affaan-mef648e01899ba3e8dc6371642deaaf64b4477775无许可证275K 个星标收录于 2026年10月9日更新于 2026年10月9日仓库4天前更新

Python testing strategies using pytest, TDD methodology, fixtures, mocking, parametrization, and coverage requirements. Use when writing pytest tests — fixtures, mocks, parametrization, or coverage.

仅含说明Software Development
AI 生成的概览

指导使用 pytest 编写 Python 测试，涵盖 TDD、fixture、mock、参数化和覆盖率。

功能
该技能提供使用 pytest 编写 Python 测试的参考指导。内容涵盖 TDD 红-绿-重构循环、断言、fixture 及其作用域、参数化、标记、mock 与 patch、异步测试、异常测试、临时文件处理、测试组织以及 pytest 配置。它还给出覆盖率目标和最佳实践，并包含运行测试与测量覆盖率的示例命令。
适用场景
适用于为 Python 项目编写或审查 pytest 测试、设计测试套件或搭建测试基础设施时。在涉及 fixture、mock、参数化或覆盖率要求时也适用。
运行要求
需要 pytest；测量覆盖率需要 pytest-cov；异步示例假定使用 pytest-asyncio。该技能不附带脚本，仅为说明文档。

Python Testing Patterns

Comprehensive testing strategies for Python applications using pytest, TDD methodology, and best practices.

When to Activate

  • Writing new Python code (follow TDD: red, green, refactor)
  • Designing test suites for Python projects
  • Reviewing Python test coverage
  • Setting up testing infrastructure

Core Testing Philosophy

Test-Driven Development (TDD)

Always follow the TDD cycle:

  1. RED: Write a failing test for the desired behavior
  2. GREEN: Write minimal code to make the test pass
  3. REFACTOR: Improve code while keeping tests green
python
# Step 1: Write failing test (RED)def test_add_numbers():    result = add(2, 3)    assert result == 5
# Step 2: Write minimal implementation (GREEN)def add(a, b):    return a + b
# Step 3: Refactor if needed (REFACTOR)

Coverage Requirements

  • Target: 80%+ code coverage
  • Critical paths: 100% coverage required
  • Use pytest --cov to measure coverage
bash
pytest --cov=mypackage --cov-report=term-missing --cov-report=html

pytest Fundamentals

Basic Test Structure

python
import pytest
def test_addition():    """Test basic addition."""    assert 2 + 2 == 4
def test_string_uppercase():    """Test string uppercasing."""    text = "hello"    assert text.upper() == "HELLO"
def test_list_append():    """Test list append."""    items = [1, 2, 3]    items.append(4)    assert 4 in items    assert len(items) == 4

Assertions

python
# Equalityassert result == expected
# Inequalityassert result != unexpected
# Truthinessassert result  # Truthyassert not result  # Falsyassert result is True  # Exactly Trueassert result is False  # Exactly Falseassert result is None  # Exactly None
# Membershipassert item in collectionassert item not in collection
# Comparisonsassert result > 0assert 0 <= result <= 100
# Type checkingassert isinstance(result, str)
# Exception testing (preferred approach)with pytest.raises(ValueError):    raise ValueError("error message")
# Check exception messagewith pytest.raises(ValueError, match="invalid input"):    raise ValueError("invalid input provided")
# Check exception attributeswith pytest.raises(ValueError) as exc_info:    raise ValueError("error message")assert str(exc_info.value) == "error message"

Fixtures

Basic Fixture Usage

python
import pytest
@pytest.fixturedef sample_data():    """Fixture providing sample data."""    return {"name": "Alice", "age": 30}
def test_sample_data(sample_data):    """Test using the fixture."""    assert sample_data["name"] == "Alice"    assert sample_data["age"] == 30

Fixture with Setup/Teardown

python
@pytest.fixturedef database():    """Fixture with setup and teardown."""    # Setup    db = Database(":memory:")    db.create_tables()    db.insert_test_data()
    yield db  # Provide to test
    # Teardown    db.close()
def test_database_query(database):    """Test database operations."""    result = database.query("SELECT * FROM users")    assert len(result) > 0

Fixture Scopes

python
# Function scope (default) - runs for each test@pytest.fixturedef temp_file():    with open("temp.txt", "w") as f:        yield f    os.remove("temp.txt")
# Module scope - runs once per module@pytest.fixture(scope="module")def module_db():    db = Database(":memory:")    db.create_tables()    yield db    db.close()
# Session scope - runs once per test session@pytest.fixture(scope="session")def shared_resource():    resource = ExpensiveResource()    yield resource    resource.cleanup()

Fixture with Parameters

python
@pytest.fixture(params=[1, 2, 3])def number(request):    """Parameterized fixture."""    return request.param
def test_numbers(number):    """Test runs 3 times, once for each parameter."""    assert number > 0

Using Multiple Fixtures

python
@pytest.fixturedef user():    return User(id=1, name="Alice")
@pytest.fixturedef admin():    return User(id=2, name="Admin", role="admin")
def test_user_admin_interaction(user, admin):    """Test using multiple fixtures."""    assert admin.can_manage(user)

Autouse Fixtures

python
@pytest.fixture(autouse=True)def reset_config():    """Automatically runs before every test."""    Config.reset()    yield    Config.cleanup()
def test_without_fixture_call():    # reset_config runs automatically    assert Config.get_setting("debug") is False

Conftest.py for Shared Fixtures

python
# tests/conftest.pyimport pytest
@pytest.fixturedef client():    """Shared fixture for all tests."""    app = create_app(testing=True)    with app.test_client() as client:        yield client
@pytest.fixturedef auth_headers(client):    """Generate auth headers for API testing."""    response = client.post("/api/login", json={        "username": "test",        "password": "test"    })    token = response.json["token"]    return {"Authorization": f"Bearer {token}"}

Parametrization

Basic Parametrization

python
@pytest.mark.parametrize("input,expected", [    ("hello", "HELLO"),    ("world", "WORLD"),    ("PyThOn", "PYTHON"),])def test_uppercase(input, expected):    """Test runs 3 times with different inputs."""    assert input.upper() == expected

Multiple Parameters

python
@pytest.mark.parametrize("a,b,expected", [    (2, 3, 5),    (0, 0, 0),    (-1, 1, 0),    (100, 200, 300),])def test_add(a, b, expected):    """Test addition with multiple inputs."""    assert add(a, b) == expected

Parametrize with IDs

python
@pytest.mark.parametrize("input,expected", [    ("[email protected]", True),    ("invalid", False),    ("@no-domain.com", False),], ids=["valid-email", "missing-at", "missing-domain"])def test_email_validation(input, expected):    """Test email validation with readable test IDs."""    assert is_valid_email(input) is expected

Parametrized Fixtures

python
@pytest.fixture(params=["sqlite", "postgresql", "mysql"])def db(request):    """Test against multiple database backends."""    if request.param == "sqlite":        return Database(":memory:")    elif request.param == "postgresql":        return Database("postgresql://localhost/test")    elif request.param == "mysql":        return Database("mysql://localhost/test")
def test_database_operations(db):    """Test runs 3 times, once for each database."""    result = db.query("SELECT 1")    assert result is not None

Markers and Test Selection

Custom Markers

python
# Mark slow tests@pytest.mark.slowdef test_slow_operation():    time.sleep(5)
# Mark integration tests@pytest.mark.integrationdef test_api_integration():    response = requests.get("https://api.example.com")    assert response.status_code == 200
# Mark unit tests@pytest.mark.unitdef test_unit_logic():    assert calculate(2, 3) == 5

Run Specific Tests

bash
# Run only fast testspytest -m "not slow"
# Run only integration testspytest -m integration
# Run integration or slow testspytest -m "integration or slow"
# Run tests marked as unit but not slowpytest -m "unit and not slow"

Configure Markers in pytest.ini

ini
[pytest]markers =    slow: marks tests as slow    integration: marks tests as integration tests    unit: marks tests as unit tests    django: marks tests as requiring Django

Mocking and Patching

Mocking Functions

python
from unittest.mock import patch, Mock
@patch("mypackage.external_api_call")def test_with_mock(api_call_mock):    """Test with mocked external API."""    api_call_mock.return_value = {"status": "success"}
    result = my_function()
    api_call_mock.assert_called_once()    assert result["status"] == "success"

Mocking Return Values

python
@patch("mypackage.Database.connect")def test_database_connection(connect_mock):    """Test with mocked database connection."""    connect_mock.return_value = MockConnection()
    db = Database()    db.connect()
    connect_mock.assert_called_once_with("localhost")

Mocking Exceptions

python
@patch("mypackage.api_call")def test_api_error_handling(api_call_mock):    """Test error handling with mocked exception."""    api_call_mock.side_effect = ConnectionError("Network error")
    with pytest.raises(ConnectionError):        api_call()
    api_call_mock.assert_called_once()

Mocking Context Managers

python
@patch("builtins.open", new_callable=mock_open)def test_file_reading(mock_file):    """Test file reading with mocked open."""    mock_file.return_value.read.return_value = "file content"
    result = read_file("test.txt")
    mock_file.assert_called_once_with("test.txt", "r")    assert result == "file content"

Using Autospec

python
@patch("mypackage.DBConnection", autospec=True)def test_autospec(db_mock):    """Test with autospec to catch API misuse."""    db = db_mock.return_value    db.query("SELECT * FROM users")
    # This would fail if DBConnection doesn't have query method    db_mock.assert_called_once()

Mock Class Instances

python
class TestUserService:    @patch("mypackage.UserRepository")    def test_create_user(self, repo_mock):        """Test user creation with mocked repository."""        repo_mock.return_value.save.return_value = User(id=1, name="Alice")
        service = UserService(repo_mock.return_value)        user = service.create_user(name="Alice")
        assert user.name == "Alice"        repo_mock.return_value.save.assert_called_once()

Mock Property

python
@pytest.fixturedef mock_config():    """Create a mock with a property."""    config = Mock()    type(config).debug = PropertyMock(return_value=True)    type(config).api_key = PropertyMock(return_value="test-key")    return config
def test_with_mock_config(mock_config):    """Test with mocked config properties."""    assert mock_config.debug is True    assert mock_config.api_key == "test-key"

Testing Async Code

Async Tests with pytest-asyncio

python
import pytest
@pytest.mark.asyncioasync def test_async_function():    """Test async function."""    result = await async_add(2, 3)    assert result == 5
@pytest.mark.asyncioasync def test_async_with_fixture(async_client):    """Test async with async fixture."""    response = await async_client.get("/api/users")    assert response.status_code == 200

Async Fixture

python
@pytest.fixtureasync def async_client():    """Async fixture providing async test client."""    app = create_app()    async with app.test_client() as client:        yield client
@pytest.mark.asyncioasync def test_api_endpoint(async_client):    """Test using async fixture."""    response = await async_client.get("/api/data")    assert response.status_code == 200

Mocking Async Functions

python
@pytest.mark.asyncio@patch("mypackage.async_api_call")async def test_async_mock(api_call_mock):    """Test async function with mock."""    api_call_mock.return_value = {"status": "ok"}
    result = await my_async_function()
    api_call_mock.assert_awaited_once()    assert result["status"] == "ok"

Testing Exceptions

Testing Expected Exceptions

python
def test_divide_by_zero():    """Test that dividing by zero raises ZeroDivisionError."""    with pytest.raises(ZeroDivisionError):        divide(10, 0)
def test_custom_exception():    """Test custom exception with message."""    with pytest.raises(ValueError, match="invalid input"):        validate_input("invalid")

Testing Exception Attributes

python
def test_exception_with_details():    """Test exception with custom attributes."""    with pytest.raises(CustomError) as exc_info:        raise CustomError("error", code=400)
    assert exc_info.value.code == 400    assert "error" in str(exc_info.value)

Testing Side Effects

Testing File Operations

python
import tempfileimport os
def test_file_processing():    """Test file processing with temp file."""    with tempfile.NamedTemporaryFile(mode='w', delete=False, suffix='.txt') as f:        f.write("test content")        temp_path = f.name
    try:        result = process_file(temp_path)        assert result == "processed: test content"    finally:        os.unlink(temp_path)

Testing with pytest's tmp_path Fixture

python
def test_with_tmp_path(tmp_path):    """Test using pytest's built-in temp path fixture."""    test_file = tmp_path / "test.txt"    test_file.write_text("hello world")
    result = process_file(str(test_file))    assert result == "hello world"    # tmp_path automatically cleaned up

Testing with tmpdir Fixture

python
def test_with_tmpdir(tmpdir):    """Test using pytest's tmpdir fixture."""    test_file = tmpdir.join("test.txt")    test_file.write("data")
    result = process_file(str(test_file))    assert result == "data"

Test Organization

Directory Structure

tests/├── conftest.py                 # Shared fixtures├── __init__.py├── unit/                       # Unit tests│   ├── __init__.py│   ├── test_models.py│   ├── test_utils.py│   └── test_services.py├── integration/                # Integration tests│   ├── __init__.py│   ├── test_api.py│   └── test_database.py└── e2e/                        # End-to-end tests    ├── __init__.py    └── test_user_flow.py

Test Classes

python
class TestUserService:    """Group related tests in a class."""
    @pytest.fixture(autouse=True)    def setup(self):        """Setup runs before each test in this class."""        self.service = UserService()
    def test_create_user(self):        """Test user creation."""        user = self.service.create_user("Alice")        assert user.name == "Alice"
    def test_delete_user(self):        """Test user deletion."""        user = User(id=1, name="Bob")        self.service.delete_user(user)        assert not self.service.user_exists(1)

Best Practices

DO

  • Follow TDD: Write tests before code (red-green-refactor)
  • Test one thing: Each test should verify a single behavior
  • Use descriptive names: test_user_login_with_invalid_credentials_fails
  • Use fixtures: Eliminate duplication with fixtures
  • Mock external dependencies: Don't depend on external services
  • Test edge cases: Empty inputs, None values, boundary conditions
  • Aim for 80%+ coverage: Focus on critical paths
  • Keep tests fast: Use marks to separate slow tests

DON'T

  • Don't test implementation: Test behavior, not internals
  • Don't use complex conditionals in tests: Keep tests simple
  • Don't ignore test failures: All tests must pass
  • Don't test third-party code: Trust libraries to work
  • Don't share state between tests: Tests should be independent
  • Don't catch exceptions in tests: Use pytest.raises
  • Don't use print statements: Use assertions and pytest output
  • Don't write tests that are too brittle: Avoid over-specific mocks

Common Patterns

Testing API Endpoints (FastAPI/Flask)

python
@pytest.fixturedef client():    app = create_app(testing=True)    return app.test_client()
def test_get_user(client):    response = client.get("/api/users/1")    assert response.status_code == 200    assert response.json["id"] == 1
def test_create_user(client):    response = client.post("/api/users", json={        "name": "Alice",        "email": "[email protected]"    })    assert response.status_code == 201    assert response.json["name"] == "Alice"

Testing Database Operations

python
@pytest.fixturedef db_session():    """Create a test database session."""    session = Session(bind=engine)    session.begin_nested()    yield session    session.rollback()    session.close()
def test_create_user(db_session):    user = User(name="Alice", email="[email protected]")    db_session.add(user)    db_session.commit()
    retrieved = db_session.query(User).filter_by(name="Alice").first()    assert retrieved.email == "[email protected]"

Testing Class Methods

python
class TestCalculator:    @pytest.fixture    def calculator(self):        return Calculator()
    def test_add(self, calculator):        assert calculator.add(2, 3) == 5
    def test_divide_by_zero(self, calculator):        with pytest.raises(ZeroDivisionError):            calculator.divide(10, 0)

pytest Configuration

pytest.ini

ini
[pytest]testpaths = testspython_files = test_*.pypython_classes = Test*python_functions = test_*addopts =    --strict-markers    --disable-warnings    --cov=mypackage    --cov-report=term-missing    --cov-report=htmlmarkers =    slow: marks tests as slow    integration: marks tests as integration tests    unit: marks tests as unit tests

pyproject.toml

toml
[tool.pytest.ini_options]testpaths = ["tests"]python_files = ["test_*.py"]python_classes = ["Test*"]python_functions = ["test_*"]addopts = [    "--strict-markers",    "--cov=mypackage",    "--cov-report=term-missing",    "--cov-report=html",]markers = [    "slow: marks tests as slow",    "integration: marks tests as integration tests",    "unit: marks tests as unit tests",]

Running Tests

bash
# Run all testspytest
# Run specific filepytest tests/test_utils.py
# Run specific testpytest tests/test_utils.py::test_function
# Run with verbose outputpytest -v
# Run with coveragepytest --cov=mypackage --cov-report=html
# Run only fast testspytest -m "not slow"
# Run until first failurepytest -x
# Run and stop on N failurespytest --maxfail=3
# Run last failed testspytest --lf
# Run tests with patternpytest -k "test_user"
# Run with debugger on failurepytest --pdb

Quick Reference

PatternUsage
pytest.raises()Test expected exceptions
@pytest.fixture()Create reusable test fixtures
@pytest.mark.parametrize()Run tests with multiple inputs
@pytest.mark.slowMark slow tests
pytest -m "not slow"Skip slow tests
@patch()Mock functions and classes
tmp_path fixtureAutomatic temp directory
pytest --covGenerate coverage report
assertSimple and readable assertions

Remember: Tests are code too. Keep them clean, readable, and maintainable. Good tests catch bugs; great tests prevent them.

来源与署名

来源：affaan-m/ECC位于skills/python-testing提交ef648e0

许可证： 无许可证

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