钉钉 AI 客服:自动化测试框架
自动化测试保证 AI 客服质量。
一、测试框架设计
┌─────────────────────────────────────────────┐
│ 测试用例管理 │
└─────────────────────────────────────────────┘
↓
┌─────────────────────────────────────────────┐
│ 测试执行引擎 │
└─────────────────────────────────────────────┘
↓
┌─────────────────────────────────────────────┐
│ 结果收集分析 │
└─────────────────────────────────────────────┘
二、测试用例
const testCases = [
{
id: 'TC001',
name: '订单查询',
input: '我的订单怎么样了',
expectedIntent: 'order_query',
expectedKeywords: ['订单', '状态']
},
{
id: 'TC002',
name: '退货流程',
input: '怎么退货',
expectedIntent: 'refund',
expectedKeywords: ['退货', '流程']
}
];
三、测试执行
async function runTest(testCase) {
const result = {
id: testCase.id,
name: testCase.name,
passed: false,
details: {}
};
// 执行对话
const response = await chat(testCase.input);
// 验证意图
result.details.intentMatch = response.intent === testCase.expectedIntent;
// 验证关键词
result.details.keywordMatch = testCase.expectedKeywords.every(
kw => response.message.includes(kw)
);
// 综合判断
result.passed = result.details.intentMatch && result.details.keywordMatch;
return result;
}
四、批量测试
async function runAllTests() {
const results = [];
for (const testCase of testCases) {
const result = await runTest(testCase);
results.push(result);
}
const summary = {
total: results.length,
passed: results.filter(r => r.passed).length,
failed: results.filter(r => !r.passed).length
};
console.log(`测试完成: ${summary.passed}/${summary.total} 通过`);
return { results, summary };
}
五、性能测试
async function performanceTest() {
const start = Date.now();
const promises = [];
for (let i = 0; i < 100; i++) {
promises.push(chat('你好'));
}
const results = await Promise.all(promises);
const duration = Date.now() - start;
return {
totalRequests: 100,
duration,
avgResponseTime: duration / 100
};
}
六、回归测试
// CI/CD 集成
async function regressionTest() {
const results = await runAllTests();
if (results.summary.failed > 0) {
// 发送告警
await sendAlert(`${results.summary.failed} 个测试失败`);
process.exit(1);
}
console.log('回归测试通过');
}
七、测试报告
function generateReport(results) {
return `
# 测试报告
## 概览
- 总数: ${results.summary.total}
- 通过: ${results.summary.passed}
- 失败: ${results.summary.failed}
## 失败用例
${results.results
.filter(r => !r.passed)
.map(r => `- ${r.name}: ${JSON.stringify(r.details)}`)
.join('\n')}
`;
}
项目地址:GitHub - dingtalk-connector-pro 有问题欢迎 Issue 或评论区交流