外观
自动测试无障碍
自动测试的价值与局限
自动测试通过程序化手段批量检测无障碍问题,能够快速发现约 30-50%的 WCAG 合规问题。其核心原理是将无障碍规则转化为可执行的代码检查,在开发流程的各个阶段捕获问题。
示意图:
自动化检测范围:
✅ 可检测: 颜色对比度、图片alt属性、ARIA属性语法、标签关联
❌ 难检测: 上下文语义、逻辑焦点顺序、交互体验质量、认知负荷互补关系:
手动测试 + 自动测试 = 完整无障碍质量保障
深度体验验证 + 广度技术合规 = 全面覆盖测试工具生态体系
核心测试引擎
axe-core 作为行业标准测试引擎的原理:
代码示例 (axe-core 基础使用):
javascript
const axe = require('axe-core');
// 基础测试配置
const axeConfig = {
rules: {
'color-contrast': { enabled: true },
'image-alt': { enabled: true },
'label': { enabled: true },
'link-name': { enabled: true }
},
runOnly: {
type: 'tag',
values: ['wcag2a', 'wcag2aa']
}
};
// 执行测试
axe.run(document, axeConfig, (err, results) => {
if (err) throw err;
console.log(`发现 ${results.violations.length} 个违规问题`);
results.violations.forEach(violation => {
console.log(`规则: ${violation.id}`);
console.log(`描述: ${violation.description}`);
console.log(`影响: ${violation.impact}`);
violation.nodes.forEach(node => {
console.log(`元素: ${node.html}`);
console.log(`修复: ${node.failureSummary}`);
});
});
});工具分类矩阵
静态分析工具: ESLint插件、HTML验证器
↓
单元测试工具: Jest-axe、Testing Library
↓
集成测试工具: Storybook插件、浏览器扩展
↓
端到端测试工具: Cypress-axe、Selenium
↓
持续集成: GitHub Actions、GitLab CI静态代码分析
ESLint 无障碍规则
在开发阶段捕获常见的无障碍编码错误。
代码示例 (ESLint 配置):
javascript
// .eslintrc.js
module.exports = {
plugins: ['jsx-a11y'],
extends: [
'plugin:jsx-a11y/recommended'
],
rules: {
// 图片必须有alt文本
'jsx-a11y/alt-text': ['error', {
elements: ['img', 'object', 'area', 'input[type="image"]'],
img: ['Image'],
object: ['Object'],
area: ['Area'],
'input[type="image"]': ['InputImage']
}],
// 锚点必须有有效href
'jsx-a11y/anchor-is-valid': ['error', {
components: ['Link'],
specialLink: ['hrefLeft', 'hrefRight'],
aspects: ['invalidHref', 'preferButton']
}],
// 表单标签必须关联
'jsx-a11y/label-has-associated-control': ['error', {
labelComponents: ['CustomLabel'],
controlComponents: ['CustomInput'],
assert: 'both',
depth: 3
}],
// 交互元素必须有角色
'jsx-a11y/no-static-element-interactions': ['error', {
handlers: [
'onClick',
'onMouseDown',
'onMouseUp',
'onKeyPress',
'onKeyDown',
'onKeyUp'
]
}],
// 非交互元素不能有交互处理
'jsx-a11y/no-noninteractive-element-interactions': ['warn', {
handlers: [
'onClick',
'onMouseDown',
'onMouseUp',
'onKeyPress',
'onKeyDown',
'onKeyUp'
]
}]
}
};HTML 验证器集成
在构建过程中验证 HTML 语义结构。
代码示例 (HTML 验证工具):
javascript
// html-validator.js
const { JSDOM } = require('jsdom');
const axe = require('axe-core');
class HTMLAccessibilityValidator {
constructor(html) {
this.dom = new JSDOM(html);
this.document = this.dom.window.document;
}
async validate() {
const results = await axe.run(this.document);
return {
violations: results.violations,
passes: results.passes,
incomplete: results.incomplete,
timestamp: new Date().toISOString()
};
}
// 自定义语义验证
validateSemanticStructure() {
const issues = [];
// 检查标题层级
const headings = this.document.querySelectorAll('h1, h2, h3, h4, h5, h6');
let previousLevel = 0;
headings.forEach(heading => {
const currentLevel = parseInt(heading.tagName.substring(1));
if (currentLevel > previousLevel + 1) {
issues.push({
type: 'HEADING_SKIP',
element: heading.outerHTML,
message: `标题从h${previousLevel}跳到了h${currentLevel}`
});
}
previousLevel = currentLevel;
});
// 检查地标角色
const landmarks = this.document.querySelectorAll([
'header', 'footer', 'main', 'nav', 'aside', 'section'
].join(','));
landmarks.forEach(landmark => {
if (!landmark.getAttribute('role') && !['header', 'footer'].includes(landmark.tagName.toLowerCase())) {
const suggestedRole = this.suggestLandmarkRole(landmark);
if (suggestedRole) {
issues.push({
type: 'MISSING_LANDMARK_ROLE',
element: landmark.outerHTML,
message: `建议添加role="${suggestedRole}"`
});
}
}
});
return issues;
}
suggestLandmarkRole(element) {
const tag = element.tagName.toLowerCase();
const attributes = element.attributes;
if (tag === 'nav') return 'navigation';
if (tag === 'main') return 'main';
if (tag === 'aside') return 'complementary';
if (tag === 'section' && attributes.getNamedItem('aria-label')) return 'region';
return null;
}
}
// 使用示例
const validator = new HTMLAccessibilityValidator(`
<!DOCTYPE html>
<html>
<body>
<h1>页面标题</h1>
<h3>跳过h2的副标题</h3>
<div>内容区域</div>
</body>
</html>
`);
const results = await validator.validate();
console.log('Axe违规:', results.violations.length);
console.log('语义问题:', validator.validateSemanticStructure());单元测试与组件测试
Jest 无障碍测试
为 React/Vue 组件编写无障碍单元测试。
代码示例 (React 组件测试):
javascript
// Button.test.js
import React from 'react';
import { render, screen } from '@testing-library/react';
import userEvent from '@testing-library/user-event';
import { axe, toHaveNoViolations } from 'jest-axe';
import Button from './Button';
// 扩展expect以支持无障碍断言
expect.extend(toHaveNoViolations);
describe('Button组件无障碍测试', () => {
test('通过axe-core合规测试', async () => {
const { container } = render(
<Button onClick={() => {}}>
点击我
</Button>
);
const results = await axe(container);
expect(results).toHaveNoViolations();
});
test('支持键盘交互', async () => {
const handleClick = jest.fn();
render(<Button onClick={handleClick}>测试按钮</Button>);
const button = screen.getByRole('button', { name: '测试按钮' });
// 测试Enter键
button.focus();
await userEvent.keyboard('{Enter}');
expect(handleClick).toHaveBeenCalledTimes(1);
// 测试空格键
await userEvent.keyboard(' ');
expect(handleClick).toHaveBeenCalledTimes(2);
});
test('禁用状态正确设置ARIA属性', () => {
render(<Button disabled>禁用按钮</Button>);
const button = screen.getByRole('button', { name: '禁用按钮' });
expect(button).toHaveAttribute('aria-disabled', 'true');
expect(button).toHaveAttribute('tabindex', '-1');
});
test('加载状态正确宣布', () => {
render(<Button loading>加载中</Button>);
const button = screen.getByRole('button', { name: '加载中' });
expect(button).toHaveAttribute('aria-live', 'polite');
expect(button).toHaveAttribute('aria-busy', 'true');
});
});Vue 组件测试
代码示例 (Vue 3 组件测试):
javascript
// Modal.test.js
import { mount } from '@vue/test-utils';
import { axe, toHaveNoViolations } from 'jest-axe';
import Modal from './Modal.vue';
expect.extend(toHaveNoViolations);
describe('Modal组件无障碍测试', () => {
test('模态框角色和属性正确', async () => {
const wrapper = mount(Modal, {
props: {
isOpen: true,
title: '测试模态框'
},
slots: {
default: '<p>模态框内容</p>'
}
});
// 检查ARIA属性
const modal = wrapper.find('[role="dialog"]');
expect(modal.exists()).toBe(true);
expect(modal.attributes('aria-labelledby')).toBe('modal-title');
expect(modal.attributes('aria-modal')).toBe('true');
// 无障碍合规测试
const results = await axe(wrapper.element);
expect(results).toHaveNoViolations();
});
test('焦点管理正确', async () => {
const wrapper = mount(Modal, {
props: {
isOpen: true
},
attachTo: document.body
});
// 检查焦点是否在模态框内
const focusedElement = document.activeElement;
expect(wrapper.element.contains(focusedElement)).toBe(true);
// 检查焦点陷阱
await wrapper.find('button').trigger('keydown.tab');
// 应该保持焦点在模态框内
});
});Testing Library 最佳实践
使用 Testing Library 进行用户中心的无障碍测试。
代码示例:
javascript
// form.test.js
import { render, screen } from '@testing-library/react';
import userEvent from '@testing-library/user-event';
import ContactForm from './ContactForm';
describe('联系表单无障碍测试', () => {
test('表单标签正确关联', () => {
render(<ContactForm />);
// 使用getByLabelText测试标签关联
const nameInput = screen.getByLabelText(/姓名/i);
expect(nameInput).toHaveAttribute('type', 'text');
const emailInput = screen.getByLabelText(/邮箱/i);
expect(emailInput).toHaveAttribute('type', 'email');
// 使用getByRole测试按钮
const submitButton = screen.getByRole('button', { name: /提交/i });
expect(submitButton).toBeEnabled();
});
test('错误验证正确宣布', async () => {
render(<ContactForm />);
const user = userEvent.setup();
// 提交空表单
const submitButton = screen.getByRole('button', { name: /提交/i });
await user.click(submitButton);
// 检查错误消息
const errorMessage = await screen.findByRole('alert');
expect(errorMessage).toHaveTextContent(/请输入姓名/i);
// 检查ARIA无效状态
const nameInput = screen.getByLabelText(/姓名/i);
expect(nameInput).toHaveAttribute('aria-invalid', 'true');
});
test('成功提交后焦点管理', async () => {
render(<ContactForm />);
const user = userEvent.setup();
// 填写表单
await user.type(screen.getByLabelText(/姓名/i), '张三');
await user.type(screen.getByLabelText(/邮箱/i), 'test@example.com');
// 提交表单
await user.click(screen.getByRole('button', { name: /提交/i }));
// 检查成功消息和焦点
const successMessage = await screen.findByRole('status');
expect(successMessage).toHaveTextContent(/提交成功/i);
// 焦点应该移动到成功消息
expect(successMessage).toHaveFocus();
});
});端到端测试
Cypress 无障碍测试
集成 axe-core 到 Cypress 端到端测试流程。
代码示例 (Cypress 配置和测试):
javascript
// cypress/plugins/index.js
const { injectAxe, checkA11y } = require('axe-cypress');
module.exports = (on, config) => {
on('task', {
log(message) {
console.log(message);
return null;
}
});
};
// cypress/support/commands.js
import 'axe-cypress/support';
Cypress.Commands.add('checkAccessibility', (context, options) => {
cy.injectAxe();
cy.checkA11y(context, options);
});
Cypress.Commands.add('checkAccessibilityWithThreshold', (impactLevel = 'serious') => {
cy.injectAxe();
cy.checkA11y(null, {
includedImpacts: [impactLevel]
});
});
// cypress/e2e/accessibility.cy.js
describe('全站无障碍测试', () => {
beforeEach(() => {
cy.visit('/');
cy.injectAxe();
});
it('首页应通过无障碍测试', () => {
cy.checkAccessibility();
});
it('关键用户流程无障碍', () => {
// 测试导航
cy.get('nav').within(() => {
cy.checkAccessibility();
});
// 测试搜索功能
cy.get('input[type="search"]').type('测试产品');
cy.get('button[type="submit"]').click();
cy.checkAccessibility();
// 测试产品页面
cy.get('.product-card').first().click();
cy.checkAccessibility();
});
it('表单页面应正确处理验证', () => {
cy.visit('/contact');
// 测试空表单提交
cy.get('form').within(() => {
cy.get('button[type="submit"]').click();
// 检查错误状态
cy.get('[aria-invalid="true"]').should('exist');
cy.get('[role="alert"]').should('be.visible');
cy.checkAccessibility();
});
});
it('动态内容应正确宣布', () => {
cy.visit('/dashboard');
// 触发动态内容更新
cy.get('[data-testid="load-more"]').click();
// 检查实时区域
cy.get('[aria-live]').should('contain', '新内容已加载');
cy.checkAccessibility();
});
});Playwright 无障碍测试
使用 Playwright 进行跨浏览器无障碍测试。
代码示例:
javascript
// accessibility.spec.js
const { test, expect } = require('@playwright/test');
const axe = require('axe-core');
// 将axe-core注入页面并运行测试
async function runAxeTest(page, context = null) {
await page.addScriptTag({ path: require.resolve('axe-core') });
const results = await page.evaluate((evalContext) => {
return new Promise(resolve => {
axe.run(evalContext || document, {
runOnly: {
type: 'tag',
values: ['wcag2a', 'wcag2aa']
}
}, (err, results) => {
if (err) throw err;
resolve(results);
});
});
}, context);
return results;
}
test.describe('无障碍端到端测试', () => {
test('整个应用应通过WCAG AA标准', async ({ page }) => {
await page.goto('/');
const results = await runAxeTest(page);
expect(results.violations.length).toBe(0);
// 详细报告
if (results.violations.length > 0) {
console.log('无障碍违规:');
results.violations.forEach(violation => {
console.log(`- ${violation.id}: ${violation.help}`);
});
}
});
test('模态框焦点管理', async ({ page }) => {
await page.goto('/');
// 打开模态框
await page.click('[data-testid="open-modal"]');
// 检查焦点在模态框内
const modal = await page.locator('[role="dialog"]');
await expect(modal).toBeVisible();
const focused = await page.evaluate(() => document.activeElement);
const isFocusInModal = await modal.evaluate((modalEl, focusedEl) =>
modalEl.contains(focusedEl), focused);
expect(isFocusInModal).toBe(true);
// 测试焦点陷阱
await page.keyboard.press('Tab');
await page.keyboard.press('Tab');
await page.keyboard.press('Tab');
const stillFocused = await page.evaluate(() => document.activeElement);
const isStillInModal = await modal.evaluate((modalEl, focusedEl) =>
modalEl.contains(focusedEl), stillFocused);
expect(isStillInModal).toBe(true);
});
test('键盘导航完整性', async ({ page }) => {
await page.goto('/');
// 获取所有可聚焦元素
const focusableElements = await page.$$(
'button, [href], input, select, textarea, [tabindex]:not([tabindex="-1"])'
);
// 测试Tab顺序
await page.keyboard.press('Tab');
for (let i = 0; i < focusableElements.length; i++) {
const currentFocus = await page.evaluate(() =>
document.activeElement.getAttribute('data-testid') ||
document.activeElement.tagName
);
console.log(`焦点位置 ${i + 1}: ${currentFocus}`);
await page.keyboard.press('Tab');
}
});
});持续集成流水线
GitHub Actions 集成
在 CI/CD 流水线中自动运行无障碍测试。
代码示例 (GitHub Actions 配置):
yaml
# .github/workflows/accessibility.yml
name: Accessibility Testing
on:
push:
branches: [ main, develop ]
pull_request:
branches: [ main ]
jobs:
a11y-test:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v3
- name: Setup Node.js
uses: actions/setup-node@v3
with:
node-version: '18'
cache: 'npm'
- name: Install dependencies
run: npm ci
- name: Run unit tests with a11y
run: npm test -- --coverage --watchAll=false
- name: Run a11y tests
run: npm run test:a11y
- name: Build and test production bundle
run: |
npm run build
npx serve -s build -p 3000 &
sleep 10
npx wait-on http://localhost:3000
npm run test:e2e:a11y
- name: Upload a11y report
uses: actions/upload-artifact@v3
with:
name: accessibility-report
path: |
a11y-results/
coverage/
retention-days: 30
lighthouse-ci:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v3
- name: Setup Node.js
uses: actions/setup-node@v3
with:
node-version: '18'
- name: Install Lighthouse CI
run: |
npm install -g @lhci/cli@0.12.x
npm install -g lighthouse
- name: Run Lighthouse CI
run: |
lhci autorun --upload.target=temporary-public-storage
env:
LHCI_GITHUB_APP_TOKEN: ${{ secrets.LHCI_GITHUB_APP_TOKEN }}自定义测试运行器
创建专门的无障碍测试运行器。
代码示例:
javascript
// a11y-test-runner.js
const fs = require('fs');
const path = require('path');
const { promisify } = require('util');
const { JSDOM } = require('jsdom');
const axe = require('axe-core');
const readFile = promisify(fs.readFile);
const writeFile = promisify(fs.writeFile);
class A11yTestRunner {
constructor(options = {}) {
this.options = {
outputDir: './a11y-results',
rules: ['wcag2a', 'wcag2aa'],
...options
};
this.results = [];
}
async testHTMLFile(filePath) {
const html = await readFile(filePath, 'utf8');
const dom = new JSDOM(html);
const results = await axe.run(dom.window.document, {
runOnly: {
type: 'tag',
values: this.options.rules
}
});
const result = {
file: filePath,
timestamp: new Date().toISOString(),
...results
};
this.results.push(result);
return result;
}
async testURL(url) {
// 使用puppeteer或playwright测试真实URL
const axios = require('axios');
const response = await axios.get(url);
return this.testHTMLString(response.data, url);
}
async testHTMLString(html, source = 'unknown') {
const dom = new JSDOM(html);
const results = await axe.run(dom.window.document, {
runOnly: {
type: 'tag',
values: this.options.rules
}
});
const result = {
source,
timestamp: new Date().toISOString(),
...results
};
this.results.push(result);
return result;
}
generateReport() {
const report = {
summary: this.getSummary(),
details: this.results,
timestamp: new Date().toISOString()
};
return report;
}
getSummary() {
let totalViolations = 0;
let totalPasses = 0;
const violationsByRule = {};
this.results.forEach(result => {
totalViolations += result.violations.length;
totalPasses += result.passes.length;
result.violations.forEach(violation => {
violationsByRule[violation.id] =
(violationsByRule[violation.id] || 0) + 1;
});
});
return {
totalTests: this.results.length,
totalViolations,
totalPasses,
violationsByRule,
complianceRate: ((totalPasses - totalViolations) / totalPasses * 100).toFixed(2)
};
}
async saveReport() {
const report = this.generateReport();
const filename = `a11y-report-${Date.now()}.json`;
const filepath = path.join(this.options.outputDir, filename);
await writeFile(filepath, JSON.stringify(report, null, 2));
console.log(`报告已保存: ${filepath}`);
return filepath;
}
}
// 使用示例
async function main() {
const runner = new A11yTestRunner();
// 测试本地HTML文件
await runner.testHTMLFile('./dist/index.html');
// 测试URL
await runner.testURL('http://localhost:3000');
// 生成报告
await runner.saveReport();
const summary = runner.getSummary();
console.log('测试完成:', summary);
// 如果存在严重违规,退出码为1
if (summary.totalViolations > 0) {
process.exit(1);
}
}
main().catch(console.error);可视化与报告
交互式报告仪表板
创建可视化的无障碍测试报告。
代码示例 (HTML 报告生成器):
javascript
// a11y-reporter.js
class A11yReporter {
static generateHTMLReport(data) {
return `
<!DOCTYPE html>
<html lang="zh">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>无障碍测试报告</title>
<style>
.report { font-family: Arial, sans-serif; max-width: 1200px; margin: 0 auto; }
.summary { background: #f5f5f5; padding: 20px; border-radius: 8px; margin-bottom: 20px; }
.metric { display: inline-block; margin-right: 30px; }
.metric-value { font-size: 24px; font-weight: bold; }
.violations { margin-top: 30px; }
.violation { border: 1px solid #ddd; margin-bottom: 15px; padding: 15px; border-radius: 4px; }
.violation.critical { border-left: 4px solid #e74c3c; }
.violation.serious { border-left: 4px solid #e67e22; }
.violation.moderate { border-left: 4px solid #f1c40f; }
.violation.minor { border-left: 4px solid #3498db; }
.violation-header { display: flex; justify-content: between; align-items: center; }
.impact { padding: 4px 8px; border-radius: 4px; color: white; font-size: 12px; }
.impact-critical { background: #e74c3c; }
.impact-serious { background: #e67e22; }
.impact-moderate { background: #f1c40f; color: #333; }
.impact-minor { background: #3498db; }
.element { background: #f8f9fa; padding: 8px; border-radius: 4px; font-family: monospace; margin: 10px 0; }
</style>
</head>
<body>
<div class="report">
<h1>无障碍测试报告</h1>
<div class="summary">
<h2>测试概览</h2>
<div class="metric">
<div class="metric-value">${data.summary.totalTests}</div>
<div>测试页面</div>
</div>
<div class="metric">
<div class="metric-value">${data.summary.totalViolations}</div>
<div>发现问题</div>
</div>
<div class="metric">
<div class="metric-value">${data.summary.complianceRate}%</div>
<div>合规率</div>
</div>
</div>
<div class="violations">
<h2>详细问题</h2>
${this.generateViolationsHTML(data.details)}
</div>
</div>
</body>
</html>
`;
}
static generateViolationsHTML(details) {
let html = '';
details.forEach(detail => {
detail.violations.forEach(violation => {
html += `
<div class="violation ${violation.impact}">
<div class="violation-header">
<h3>${violation.help}</h3>
<span class="impact impact-${violation.impact}">
${violation.impact.toUpperCase()}
</span>
</div>
<p>${violation.description}</p>
<p><strong>帮助文档:</strong> <a href="${violation.helpUrl}">${violation.helpUrl}</a></p>
<h4>影响元素:</h4>
${violation.nodes.map(node => `
<div class="element">${node.html}</div>
<p><strong>修复建议:</strong> ${node.failureSummary}</p>
`).join('')}
</div>
`;
});
});
return html;
}
}
// 使用示例
const reportData = require('./a11y-results/a11y-report-1234567890.json');
const htmlReport = A11yReporter.generateHTMLReport(reportData);
require('fs').writeFileSync('./a11y-report.html', htmlReport);
console.log('HTML报告已生成: a11y-report.html');趋势分析与监控
跟踪无障碍合规性的长期趋势。
代码示例 (趋势分析):
javascript
// a11y-trends.js
class A11yTrendAnalyzer {
constructor() {
this.history = [];
}
addDailyReport(report) {
this.history.push({
date: new Date().toISOString().split('T')[0],
...report.summary
});
// 保持最近90天的数据
if (this.history.length > 90) {
this.history.shift();
}
}
getComplianceTrend() {
return this.history.map(day => ({
date: day.date,
complianceRate: parseFloat(day.complianceRate),
violations: day.totalViolations
}));
}
generateTrendChart() {
const trendData = this.getComplianceTrend();
// 使用Chart.js或类似库生成图表
return {
type: 'line',
data: {
labels: trendData.map(d => d.date),
datasets: [
{
label: '合规率 (%)',
data: trendData.map(d => d.complianceRate),
borderColor: '#2ecc71',
backgroundColor: 'rgba(46, 204, 113, 0.1)',
fill: true
},
{
label: '问题数量',
data: trendData.map(d => d.violations),
borderColor: '#e74c3c',
backgroundColor: 'rgba(231, 76, 60, 0.1)',
fill: true,
yAxisID: 'y1'
}
]
},
options: {
scales: {
y: {
beginAtZero: true,
max: 100,
title: {
display: true,
text: '合规率 (%)'
}
},
y1: {
position: 'right',
beginAtZero: true,
title: {
display: true,
text: '问题数量'
}
}
}
}
};
}
predictFutureCompliance() {
if (this.history.length < 7) return null;
const recentData = this.history.slice(-7);
const rates = recentData.map(d => parseFloat(d.complianceRate));
// 简单线性回归预测
const n = rates.length;
const xSum = (n * (n - 1)) / 2;
const ySum = rates.reduce((sum, rate) => sum + rate, 0);
const xySum = rates.reduce((sum, rate, i) => sum + rate * i, 0);
const xSquaredSum = rates.reduce((sum, _, i) => sum + i * i, 0);
const slope = (n * xySum - xSum * ySum) / (n * xSquaredSum - xSum * xSum);
const intercept = (ySum - slope * xSum) / n;
return {
current: rates[rates.length - 1],
predicted: intercept + slope * (n + 1),
trend: slope > 0 ? 'improving' : slope < 0 ? 'declining' : 'stable'
};
}
}
// 使用示例
const analyzer = new A11yTrendAnalyzer();
// 添加每日报告
analyzer.addDailyReport({
summary: {
totalTests: 15,
totalViolations: 3,
totalPasses: 287,
complianceRate: '98.96'
}
});
console.log('合规趋势:', analyzer.getComplianceTrend());
console.log('预测:', analyzer.predictFutureCompliance());