目录
前言
自动化测试是现代软件开发中不可或缺的一环。Python作为一门简洁优雅的编程语言,配合pytest测试框架和selenium自动化工具,为我们提供了强大的自动化测试解决方案。
本教程将从零开始,带领大家掌握Python自动化测试的核心技能,通过实战项目学会如何构建稳定、高效的自动化测试体系。
环境搭建
安装Python和依赖包
# 创建虚拟环境
python -m venv test_env
source test_env/bin/activate # Windows: test_env\Scripts\activate
# 安装核心依赖
pip install pytest selenium webdriver-manager pytest-html allure-pytest
浏览器驱动配置
# 使用webdriver-manager自动管理驱动
from webdriver_manager.chrome import ChromeDriverManager
from selenium import webdriver
from selenium.webdriver.chrome.service import Service
def setup_driver():
service = Service(ChromeDriverManager().install())
driver = webdriver.Chrome(service=service)
return driver
项目结构搭建
automation_project/
├── tests/
│ ├── __init__.py
│ ├── test_login.py
│ └── test_search.py
├── pages/
│ ├── __init__.py
│ ├── base_page.py
│ └── login_page.py
├── utils/
│ ├── __init__.py
│ └── config.py
├── drivers/
├── reports/
├── conftest.py
├── pytest.ini
└── requirements.txt
pytest基础教程
pytest核心概念
pytest是Python中最流行的测试框架,具有以下特点:
- 简单易用的断言语法
- 丰富的插件生态系统
- 强大的fixture机制
- 灵活的测试发现和执行
基础测试示例
# test_basic.py
import pytest
def test_simple_assert():
"""基础断言测试"""
assert 1 + 1 == 2
def test_string_operations():
"""字符串操作测试"""
text = "Hello, World!"
assert "Hello" in text
assert text.startswith("Hello")
assert text.endswith("!")
class TestCalculator:
"""测试类示例"""
def test_addition(self):
assert 2 + 3 == 5
def test_division(self):
assert 10 / 2 == 5
def test_division_by_zero(self):
with pytest.raises(ZeroDivisionError):
10 / 0
fixture机制深入
# conftest.py
import pytest
from selenium import webdriver
from webdriver_manager.chrome import ChromeDriverManager
@pytest.fixture(scope="session")
def driver():
"""会话级别的浏览器驱动"""
options = webdriver.ChromeOptions()
options.add_argument("--headless") # 无头模式
driver = webdriver.Chrome(
service=Service(ChromeDriverManager().install()),
options=options
)
yield driver
driver.quit()
@pytest.fixture
def test_data():
"""测试数据fixture"""
return {
"username": "test@example.com",
"password": "password123"
}
参数化测试
# test_parametrize.py
import pytest
@pytest.mark.parametrize("a,b,expected", [
(2, 3, 5),
(1, 1, 2),
(0, 5, 5),
(-1, 1, 0)
])
def test_addition(a, b, expected):
assert a + b == expected
@pytest.mark.parametrize("url", [
"https://www.baidu.com",
"https://www.google.com"
])
def test_website_accessibility(driver, url):
driver.get(url)
assert driver.title
selenium基础教程
元素定位策略
from selenium.webdriver.common.by import By
from selenium.webdriver.support.ui import WebDriverWait
from selenium.webdriver.support import expected_conditions as EC
class ElementLocator:
"""元素定位封装类"""
def __init__(self, driver):
self.driver = driver
self.wait = WebDriverWait(driver, 10)
def find_element_safely(self, locator):
"""安全查找元素"""
try:
element = self.wait.until(EC.presence_of_element_located(locator))
return element
except TimeoutException:
print(f"元素定位失败: {locator}")
return None
def click_element(self, locator):
"""点击元素"""
element = self.wait.until(EC.element_to_be_clickable(locator))
element.click()
def input_text(self, locator, text):
"""输入文本"""
element = self.find_element_safely(locator)
if element:
element.clear()
element.send_keys(text)
常用操作封装
# utils/selenium_helper.py
from selenium.webdriver.support.ui import Select
from selenium.webdriver.common.action_chains import ActionChains
from selenium.webdriver.common.keys import Keys
class SeleniumHelper:
"""Selenium操作助手类"""
def __init__(self, driver):
self.driver = driver
def scroll_to_element(self, element):
"""滚动到指定元素"""
self.driver.execute_script("arguments[0].scrollIntoView();", element)
def select_dropdown_by_text(self, locator, text):
"""通过文本选择下拉框"""
select = Select(self.driver.find_element(*locator))
select.select_by_visible_text(text)
def hover_element(self, element):
"""鼠标悬停"""
actions = ActionChains(self.driver)
actions.move_to_element(element).perform()
def switch_to_iframe(self, iframe_locator):
"""切换到iframe"""
iframe = self.driver.find_element(*iframe_locator)
self.driver.switch_to.frame(iframe)
def take_screenshot(self, filename):
"""截图"""
self.driver.save_screenshot(f"screenshots/{filename}")
pytest + selenium实战项目
实战项目:电商网站测试
让我们以一个电商网站为例,构建完整的自动化测试项目。
配置文件设置
# utils/config.py
class Config:
"""测试配置类"""
BASE_URL = "https://example-shop.com"
TIMEOUT = 10
BROWSER = "chrome"
HEADLESS = False
# 测试账户信息
TEST_USER = {
"email": "test@example.com",
"password": "password123"
}
# 测试数据
TEST_PRODUCT = {
"name": "iPhone 14",
"price": "999.99"
}
基础页面类
# pages/base_page.py
from selenium.webdriver.support.ui import WebDriverWait
from selenium.webdriver.support import expected_conditions as EC
from selenium.webdriver.common.by import By
class BasePage:
"""基础页面类"""
def __init__(self, driver):
self.driver = driver
self.wait = WebDriverWait(driver, 10)
def open(self, url):
"""打开页面"""
self.driver.get(url)
def find_element(self, locator):
"""查找元素"""
return self.wait.until(EC.presence_of_element_located(locator))
def click(self, locator):
"""点击元素"""
element = self.wait.until(EC.element_to_be_clickable(locator))
element.click()
def input_text(self, locator, text):
"""输入文本"""
element = self.find_element(locator)
element.clear()
element.send_keys(text)
def get_text(self, locator):
"""获取元素文本"""
element = self.find_element(locator)
return element.text
def is_element_visible(self, locator):
"""检查元素是否可见"""
try:
self.wait.until(EC.visibility_of_element_located(locator))
return True
except:
return False
登录页面类
# pages/login_page.py
from selenium.webdriver.common.by import By
from pages.base_page import BasePage
class LoginPage(BasePage):
"""登录页面"""
# 页面元素定位
EMAIL_INPUT = (By.ID, "email")
PASSWORD_INPUT = (By.ID, "password")
LOGIN_BUTTON = (By.XPATH, "//button[@type='submit']")
ERROR_MESSAGE = (By.CLASS_NAME, "error-message")
SUCCESS_MESSAGE = (By.CLASS_NAME, "success-message")
def login(self, email, password):
"""执行登录操作"""
self.input_text(self.EMAIL_INPUT, email)
self.input_text(self.PASSWORD_INPUT, password)
self.click(self.LOGIN_BUTTON)
def get_error_message(self):
"""获取错误信息"""
if self.is_element_visible(self.ERROR_MESSAGE):
return self.get_text(self.ERROR_MESSAGE)
return None
def is_login_successful(self):
"""检查登录是否成功"""
return self.is_element_visible(self.SUCCESS_MESSAGE)
登录测试用例
# tests/test_login.py
import pytest
from pages.login_page import LoginPage
from utils.config import Config
class TestLogin:
"""登录功能测试类"""
@pytest.fixture(autouse=True)
def setup(self, driver):
"""测试前置条件"""
self.driver = driver
self.login_page = LoginPage(driver)
self.login_page.open(f"{Config.BASE_URL}/login")
def test_valid_login(self):
"""测试有效登录"""
self.login_page.login(
Config.TEST_USER["email"],
Config.TEST_USER["password"]
)
assert self.login_page.is_login_successful()
@pytest.mark.parametrize("email,password,expected_error", [
("", "password123", "邮箱不能为空"),
("invalid-email", "password123", "邮箱格式不正确"),
("test@example.com", "", "密码不能为空"),
("wrong@example.com", "wrongpass", "用户名或密码错误")
])
def test_invalid_login(self, email, password, expected_error):
"""测试无效登录"""
self.login_page.login(email, password)
error_message = self.login_page.get_error_message()
assert expected_error in error_message
def test_login_form_elements(self):
"""测试登录表单元素存在性"""
assert self.login_page.is_element_visible(self.login_page.EMAIL_INPUT)
assert self.login_page.is_element_visible(self.login_page.PASSWORD_INPUT)
assert self.login_page.is_element_visible(self.login_page.LOGIN_BUTTON)
商品搜索测试
# pages/search_page.py
from selenium.webdriver.common.by import By
from pages.base_page import BasePage
class SearchPage(BasePage):
"""搜索页面"""
SEARCH_INPUT = (By.NAME, "search")
SEARCH_BUTTON = (By.CLASS_NAME, "search-btn")
SEARCH_RESULTS = (By.CLASS_NAME, "product-item")
NO_RESULTS_MESSAGE = (By.CLASS_NAME, "no-results")
PRODUCT_TITLE = (By.CLASS_NAME, "product-title")
def search_product(self, keyword):
"""搜索商品"""
self.input_text(self.SEARCH_INPUT, keyword)
self.click(self.SEARCH_BUTTON)
def get_search_results_count(self):
"""获取搜索结果数量"""
results = self.driver.find_elements(*self.SEARCH_RESULTS)
return len(results)
def get_first_product_title(self):
"""获取第一个商品标题"""
return self.get_text(self.PRODUCT_TITLE)
# tests/test_search.py
import pytest
from pages.search_page import SearchPage
from utils.config import Config
class TestSearch:
"""搜索功能测试类"""
@pytest.fixture(autouse=True)
def setup(self, driver):
self.driver = driver
self.search_page = SearchPage(driver)
self.search_page.open(Config.BASE_URL)
def test_valid_search(self):
"""测试有效搜索"""
self.search_page.search_product("iPhone")
assert self.search_page.get_search_results_count() > 0
def test_search_no_results(self):
"""测试无结果搜索"""
self.search_page.search_product("不存在的商品")
assert self.search_page.is_element_visible(self.search_page.NO_RESULTS_MESSAGE)
@pytest.mark.parametrize("keyword", [
"iPhone", "Samsung", "小米", "华为"
])
def test_multiple_searches(self, keyword):
"""测试多个关键词搜索"""
self.search_page.search_product(keyword)
results_count = self.search_page.get_search_results_count()
assert results_count >= 0 # 至少返回0个结果
页面对象模式(POM)
页面对象模式是自动化测试中的重要设计模式,它将页面元素和操作封装在独立的类中。
完整的POM实现
# pages/product_page.py
from selenium.webdriver.common.by import By
from selenium.webdriver.support.ui import Select
from pages.base_page import BasePage
class ProductPage(BasePage):
"""商品详情页"""
# 商品信息元素
PRODUCT_TITLE = (By.H1, "product-title")
PRODUCT_PRICE = (By.CLASS_NAME, "price")
PRODUCT_DESCRIPTION = (By.CLASS_NAME, "description")
# 购买相关元素
QUANTITY_SELECT = (By.NAME, "quantity")
ADD_TO_CART_BUTTON = (By.ID, "add-to-cart")
CART_SUCCESS_MESSAGE = (By.CLASS_NAME, "cart-success")
# 评论相关元素
REVIEWS_SECTION = (By.ID, "reviews")
REVIEW_INPUT = (By.NAME, "review")
SUBMIT_REVIEW_BUTTON = (By.ID, "submit-review")
def get_product_info(self):
"""获取商品信息"""
return {
"title": self.get_text(self.PRODUCT_TITLE),
"price": self.get_text(self.PRODUCT_PRICE),
"description": self.get_text(self.PRODUCT_DESCRIPTION)
}
def add_to_cart(self, quantity=1):
"""添加到购物车"""
# 选择数量
quantity_select = Select(self.find_element(self.QUANTITY_SELECT))
quantity_select.select_by_value(str(quantity))
# 点击添加到购物车
self.click(self.ADD_TO_CART_BUTTON)
# 等待成功消息
return self.is_element_visible(self.CART_SUCCESS_MESSAGE)
def submit_review(self, review_text):
"""提交评论"""
self.input_text(self.REVIEW_INPUT, review_text)
self.click(self.SUBMIT_REVIEW_BUTTON)
购物车页面测试
# tests/test_cart.py
import pytest
from pages.product_page import ProductPage
from pages.cart_page import CartPage
from utils.config import Config
class TestShoppingCart:
"""购物车功能测试"""
@pytest.fixture(autouse=True)
def setup(self, driver):
self.driver = driver
self.product_page = ProductPage(driver)
self.cart_page = CartPage(driver)
def test_add_single_product_to_cart(self):
"""测试添加单个商品到购物车"""
# 打开商品页面
self.product_page.open(f"{Config.BASE_URL}/product/1")
# 添加到购物车
success = self.product_page.add_to_cart(quantity=1)
assert success
# 验证购物车
self.cart_page.open(f"{Config.BASE_URL}/cart")
assert self.cart_page.get_cart_items_count() == 1
def test_add_multiple_quantities(self):
"""测试添加多数量商品"""
self.product_page.open(f"{Config.BASE_URL}/product/1")
success = self.product_page.add_to_cart(quantity=3)
assert success
self.cart_page.open(f"{Config.BASE_URL}/cart")
total_quantity = self.cart_page.get_total_quantity()
assert total_quantity == 3
def test_cart_total_calculation(self):
"""测试购物车总价计算"""
# 添加多个商品
products = [
{"id": 1, "quantity": 2, "price": 99.99},
{"id": 2, "quantity": 1, "price": 149.99}
]
expected_total = 0
for product in products:
self.product_page.open(f"{Config.BASE_URL}/product/{product['id']}")
self.product_page.add_to_cart(product["quantity"])
expected_total += product["price"] * product["quantity"]
self.cart_page.open(f"{Config.BASE_URL}/cart")
actual_total = self.cart_page.get_total_price()
assert actual_total == expected_total
测试报告生成
HTML报告配置
# pytest.ini
[tool:pytest]
minversion = 6.0
addopts = -v --strict-markers --html=reports/report.html --self-contained-html
testpaths = tests
python_files = test_*.py
python_classes = Test*
python_functions = test_*
markers =
smoke: 冒烟测试
regression: 回归测试
slow: 慢速测试
Allure报告集成
# conftest.py 添加allure配置
import allure
import pytest
from selenium import webdriver
@pytest.hookimpl(tryfirst=True, hookwrapper=True)
def pytest_runtest_makereport(item, call):
"""生成测试报告钩子"""
outcome = yield
report = outcome.get_result()
if report.when == "call" and report.failed:
# 测试失败时自动截图
driver = item.funcargs.get('driver')
if driver:
allure.attach(
driver.get_screenshot_as_png(),
name="失败截图",
attachment_type=allure.attachment_type.PNG
)
# 在测试中使用allure装饰器
import allure
class TestLoginWithAllure:
"""带Allure报告的登录测试"""
@allure.epic("用户管理")
@allure.feature("用户登录")
@allure.story("正常登录流程")
@allure.severity(allure.severity_level.CRITICAL)
def test_valid_login_with_allure(self, driver):
"""测试有效登录 - Allure版本"""
with allure.step("打开登录页面"):
login_page = LoginPage(driver)
login_page.open(f"{Config.BASE_URL}/login")
with allure.step("输入登录凭证"):
login_page.login(
Config.TEST_USER["email"],
Config.TEST_USER["password"]
)
with allure.step("验证登录结果"):
assert login_page.is_login_successful()
allure.attach(
driver.get_screenshot_as_png(),
name="登录成功截图",
attachment_type=allure.attachment_type.PNG
)
持续集成配置
GitHub Actions配置
# .github/workflows/test.yml
name: 自动化测试
on:
push:
branches: [ main, develop ]
pull_request:
branches: [ main ]
jobs:
test:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v3
- name: 设置Python环境
uses: actions/setup-python@v3
with:
python-version: '3.9'
- name: 安装Chrome
uses: browser-actions/setup-chrome@latest
- name: 安装依赖
run: |
python -m pip install --upgrade pip
pip install -r requirements.txt
- name: 运行测试
run: |
pytest tests/ --html=reports/report.html --alluredir=allure-results
- name: 生成Allure报告
uses: simple-elf/allure-report-action@master
if: always()
with:
allure_results: allure-results
allure_history: allure-history
- name: 上传测试报告
uses: actions/upload-artifact@v3
if: always()
with:
name: test-reports
path: |
reports/
allure-report/
Docker配置
# Dockerfile
FROM python:3.9-slim
# 安装系统依赖
RUN apt-get update && apt-get install -y \
wget \
gnupg \
unzip \
curl
# 安装Chrome
RUN wget -q -O - https://dl.google.com/linux/linux_signing_key.pub | apt-key add - \
&& echo "deb [arch=amd64] http://dl.google.com/linux/chrome/deb/ stable main" >> /etc/apt/sources.list.d/google-chrome.list \
&& apt-get update \
&& apt-get install -y google-chrome-stable
# 设置工作目录
WORKDIR /app
# 复制项目文件
COPY requirements.txt .
RUN pip install -r requirements.txt
COPY . .
# 运行测试
CMD ["pytest", "tests/", "--html=reports/report.html"]
最佳实践和进阶技巧
测试数据管理
# utils/test_data.py
import json
import yaml
from pathlib import Path
class TestDataManager:
"""测试数据管理器"""
def __init__(self, data_dir="test_data"):
self.data_dir = Path(data_dir)
def load_json_data(self, filename):
"""加载JSON测试数据"""
file_path = self.data_dir / f"{filename}.json"
with open(file_path, 'r', encoding='utf-8') as f:
return json.load(f)
def load_yaml_data(self, filename):
"""加载YAML测试数据"""
file_path = self.data_dir / f"{filename}.yaml"
with open(file_path, 'r', encoding='utf-8') as f:
return yaml.safe_load(f)
# test_data/login_data.yaml
valid_users:
- email: "user1@example.com"
password: "password123"
expected_result: "success"
- email: "user2@example.com"
password: "password456"
expected_result: "success"
invalid_users:
- email: ""
password: "password123"
expected_error: "邮箱不能为空"
- email: "invalid-email"
password: "password123"
expected_error: "邮箱格式不正确"
失败重试机制
# conftest.py
import pytest
@pytest.fixture(autouse=True)
def retry_failed_tests(request):
"""失败测试重试机制"""
if request.node.rep_call.failed:
# 重试逻辑
pass
# 使用pytest-rerunfailures插件
# pip install pytest-rerunfailures
# pytest --reruns 3 --reruns-delay 2
并行测试执行
# 安装pytest-xdist
# pip install pytest-xdist
# 并行执行测试
# pytest -n auto # 自动检测CPU核心数
# pytest -n 4 # 使用4个进程
测试环境管理
# utils/environment.py
import os
from enum import Enum
class Environment(Enum):
DEV = "dev"
TEST = "test"
STAGING = "staging"
PROD = "prod"
class EnvironmentConfig:
"""环境配置管理"""
def __init__(self):
self.current_env = Environment(os.getenv('TEST_ENV', 'test'))
def get_base_url(self):
"""获取当前环境的基础URL"""
urls = {
Environment.DEV: "http://dev.example.com",
Environment.TEST: "http://test.example.com",
Environment.STAGING: "http://staging.example.com",
Environment.PROD: "http://example.com"
}
return urls[self.current_env]
def get_database_config(self):
"""获取数据库配置"""
configs = {
Environment.TEST: {
"host": "test-db.example.com",
"database": "test_db"
},
Environment.STAGING: {
"host": "staging-db.example.com",
"database": "staging_db"
}
}
return configs.get(self.current_env, {})
性能测试集成
# tests/test_performance.py
import time
import pytest
from selenium.webdriver.support.ui import WebDriverWait
class TestPerformance:
"""性能测试"""
def test_page_load_time(self, driver):
"""测试页面加载时间"""
start_time = time.time()
driver.get("https://example.com")
WebDriverWait(driver, 10).until(
lambda d: d.execute_script("return document.readyState") == "complete"
)
load_time = time.time() - start_time
assert load_time < 5.0, f"页面加载时间过长: {load_time}秒"
def test_search_response_time(self, driver, search_page):
"""测试搜索响应时间"""
search_page.open("https://example.com")
start_time = time.time()
search_page.search_product("iPhone")
# 等待搜索结果出现
WebDriverWait(driver, 10).until(
lambda d: len(d.find_elements(*search_page.SEARCH_RESULTS)) > 0
)
response_time = time.time() - start_time
assert response_time < 3.0, f"搜索响应时间过长: {response_time}秒"
数据库验证
# utils/database.py
import sqlite3
import pymongo
from contextlib import contextmanager
class DatabaseHelper:
"""数据库操作助手"""
def __init__(self, db_config):
self.config = db_config
@contextmanager
def get_connection(self):
"""获取数据库连接"""
if self.config['type'] == 'sqlite':
conn = sqlite3.connect(self.config['path'])
elif self.config['type'] == 'mysql':
import mysql.connector
conn = mysql.connector.connect(**self.config)
try:
yield conn
finally:
conn.close()
def verify_user_created(self, email):
"""验证用户是否创建成功"""
with self.get_connection() as conn:
cursor = conn.cursor()
cursor.execute("SELECT * FROM users WHERE email = ?", (email,))
result = cursor.fetchone()
return result is not None
# 在测试中使用数据库验证
def test_user_registration_with_db_verification(driver, db_helper):
"""测试用户注册并验证数据库"""
# 执行注册操作
registration_page = RegistrationPage(driver)
test_email = f"test_{int(time.time())}@example.com"
registration_page.register_user(
email=test_email,
password="password123"
)
# 验证UI显示成功
assert registration_page.is_registration_successful()
# 验证数据库中确实创建了用户
assert db_helper.verify_user_created(test_email)
总结
本教程全面介绍了使用pytest和selenium进行Python自动化测试的完整流程,从环境搭建到高级技巧,涵盖了实际项目中的各个方面。
关键要点回顾
- 环境搭建: 正确配置Python环境、浏览器驱动和项目结构
- pytest框架: 掌握基础测试、fixture机制和参数化测试
- selenium操作: 学会元素定位、常用操作和等待机制
- 页面对象模式: 使用POM提高代码复用性和维护性
- 测试报告: 生成专业的HTML和Allure测试报告
- 持续集成: 配置CI/CD流程实现自动化测试
- 最佳实践: 应用进阶技巧提升测试质量和效率