Phase I - Session Blackboard + READ Layer: - SessionBlackboardService with Postgres-Only cache - DataProfileService for data overview generation - PicoInferenceService for LLM-driven PICO extraction - Frontend DataContextCard and VariableDictionaryPanel - E2E tests: 31/31 passed Phase II - Conversation Layer LLM + Intent Router: - ConversationService with SSE streaming - IntentRouterService (rule-first + LLM fallback, 6 intents) - SystemPromptService with 6-segment dynamic assembly - TokenTruncationService for context management - ChatHandlerService as unified chat entry - Frontend SSAChatPane and useSSAChat hook - E2E tests: 38/38 passed Phase III - Method Consultation + AskUser Standardization: - ToolRegistryService with Repository Pattern - MethodConsultService with DecisionTable + LLM enhancement - AskUserService with global interrupt handling - Frontend AskUserCard component - E2E tests: 13/13 passed Phase IV - Dialogue-Driven Analysis + QPER Integration: - ToolOrchestratorService (plan/execute/report) - analysis_plan SSE event for WorkflowPlan transmission - Dual-channel confirmation (ask_user card + workspace button) - PICO as optional hint for LLM parsing - E2E tests: 25/25 passed R Statistics Service: - 5 new R tools: anova_one, baseline_table, fisher, linear_reg, wilcoxon - Enhanced guardrails and block helpers - Comprehensive test suite (run_all_tools_test.js) Documentation: - Updated system status document (v5.9) - Updated SSA module status and development plan (v1.8) Total E2E: 107/107 passed (Phase I: 31, Phase II: 38, Phase III: 13, Phase IV: 25) Co-authored-by: Cursor <cursoragent@cursor.com>
532 lines
19 KiB
TypeScript
532 lines
19 KiB
TypeScript
/**
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* Phase II — 对话层 LLM + 意图路由 + 统一对话入口 E2E 测试
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*
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* 测试覆盖:
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* 1. Prompt 模板入库验证(8 个 Prompt)
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* 2. 意图分类准确性(规则引擎 6 种意图)
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* 3. 上下文守卫触发(无数据时 explore/analyze 降级为 chat)
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* 4. SSE 流式对话连通性(POST /sessions/:id/chat)
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* 5. 对话历史持久化(GET /sessions/:id/chat/history)
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* 6. 多轮对话连贯性(同 session 多次对话)
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*
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* 依赖:Node.js 后端 + PostgreSQL + Python extraction_service + LLM 服务
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* 运行方式:npx tsx scripts/test-ssa-phase2-e2e.ts
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*
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* 测试用户:13800000001 / 123456
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* 测试数据:docs/03-业务模块/SSA-智能统计分析/05-测试文档/test.csv
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*/
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import { readFileSync } from 'fs';
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import { join, dirname } from 'path';
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import { fileURLToPath } from 'url';
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const __filename = fileURLToPath(import.meta.url);
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const __dirname = dirname(__filename);
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const BASE_URL = 'http://localhost:3000';
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const TEST_PHONE = '13800000001';
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const TEST_PASSWORD = '123456';
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const TEST_CSV_PATH = join(__dirname, '../../docs/03-业务模块/SSA-智能统计分析/05-测试文档/test.csv');
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let passed = 0;
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let failed = 0;
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let skipped = 0;
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let token = '';
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let sessionId = '';
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// ────────────────────────────────────────────
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// Helpers
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// ────────────────────────────────────────────
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function assert(condition: boolean, testName: string, detail?: string) {
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if (condition) {
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console.log(` ✅ ${testName}`);
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passed++;
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} else {
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console.log(` ❌ ${testName}${detail ? ` — ${detail}` : ''}`);
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failed++;
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}
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}
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function skip(testName: string, reason: string) {
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console.log(` ⏭️ ${testName} — 跳过:${reason}`);
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skipped++;
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}
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function section(title: string) {
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console.log(`\n${'─'.repeat(60)}`);
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console.log(`📋 ${title}`);
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console.log('─'.repeat(60));
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}
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function authHeaders(contentType?: string): Record<string, string> {
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const h: Record<string, string> = { Authorization: `Bearer ${token}` };
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if (contentType) h['Content-Type'] = contentType;
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return h;
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}
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async function apiPost(path: string, body: any, headers?: Record<string, string>): Promise<any> {
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const res = await fetch(`${BASE_URL}${path}`, {
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method: 'POST',
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headers: headers || authHeaders('application/json'),
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body: typeof body === 'string' ? body : JSON.stringify(body),
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});
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const text = await res.text();
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try { return { status: res.status, data: JSON.parse(text) }; }
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catch { return { status: res.status, data: text }; }
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}
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async function apiGet(path: string): Promise<any> {
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const res = await fetch(`${BASE_URL}${path}`, {
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method: 'GET',
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headers: authHeaders(),
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});
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const text = await res.text();
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try { return { status: res.status, data: JSON.parse(text) }; }
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catch { return { status: res.status, data: text }; }
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}
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/**
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* 发送 SSE 对话请求,收集完整流式响应
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*/
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async function chatSSE(sid: string, content: string, timeoutMs = 90000): Promise<{
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status: number;
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events: any[];
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fullContent: string;
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intentMeta: any | null;
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errorEvent: any | null;
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}> {
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const controller = new AbortController();
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const timer = setTimeout(() => controller.abort(), timeoutMs);
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const events: any[] = [];
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let fullContent = '';
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let intentMeta: any = null;
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let errorEvent: any = null;
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try {
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const res = await fetch(`${BASE_URL}/api/v1/ssa/sessions/${sid}/chat`, {
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method: 'POST',
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headers: {
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Authorization: `Bearer ${token}`,
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'Content-Type': 'application/json',
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Accept: 'text/event-stream',
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},
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body: JSON.stringify({ content }),
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signal: controller.signal,
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});
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if (!res.ok || !res.body) {
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clearTimeout(timer);
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return { status: res.status, events: [], fullContent: '', intentMeta: null, errorEvent: null };
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}
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const reader = res.body.getReader();
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const decoder = new TextDecoder();
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let buffer = '';
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while (true) {
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const { done, value } = await reader.read();
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if (done) break;
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buffer += decoder.decode(value, { stream: true });
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const lines = buffer.split('\n');
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buffer = lines.pop() || '';
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for (const line of lines) {
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if (!line.trim() || line.startsWith(': ')) continue;
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if (!line.startsWith('data: ')) continue;
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const data = line.slice(6).trim();
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if (data === '[DONE]') continue;
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try {
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const parsed = JSON.parse(data);
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events.push(parsed);
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if (parsed.type === 'intent_classified') {
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intentMeta = parsed;
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} else if (parsed.type === 'error') {
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errorEvent = parsed;
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} else if (parsed.choices?.[0]?.delta?.content) {
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fullContent += parsed.choices[0].delta.content;
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}
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} catch { /* skip non-JSON */ }
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}
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}
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clearTimeout(timer);
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return { status: res.status, events, fullContent, intentMeta, errorEvent };
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} catch (e: any) {
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clearTimeout(timer);
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if (e.name === 'AbortError') {
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return { status: 0, events, fullContent, intentMeta, errorEvent: { type: 'error', message: 'Timeout' } };
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}
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throw e;
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}
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}
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// ────────────────────────────────────────────
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// Test 1: 登录
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// ────────────────────────────────────────────
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async function test1Login(): Promise<boolean> {
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section('Test 1: 登录认证');
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const res = await apiPost('/api/v1/auth/login/password', {
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phone: TEST_PHONE,
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password: TEST_PASSWORD,
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}, { 'Content-Type': 'application/json' });
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assert(res.status === 200, `登录返回 200(实际 ${res.status})`);
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if (res.status === 200 && res.data) {
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token = res.data?.data?.tokens?.accessToken || res.data?.accessToken || '';
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assert(token.length > 0, `获取到 JWT Token(长度: ${token.length})`);
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return token.length > 0;
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}
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return false;
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}
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// ────────────────────────────────────────────
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// Test 2: Prompt 模板入库验证
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// ────────────────────────────────────────────
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async function test2PromptVerify() {
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section('Test 2: Prompt 模板入库验证');
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const expectedCodes = [
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'SSA_BASE_SYSTEM', 'SSA_INTENT_CHAT', 'SSA_INTENT_EXPLORE',
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'SSA_INTENT_CONSULT', 'SSA_INTENT_ANALYZE', 'SSA_INTENT_DISCUSS',
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'SSA_INTENT_FEEDBACK', 'SSA_INTENT_ROUTER',
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];
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// 通过 Prompt API 查询(如果有的话),否则直接数 seed 成功
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// 这里我们调用后端已有的 prompt list API
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const res = await apiGet('/api/v1/prompts?category=SSA');
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if (res.status === 200 && Array.isArray(res.data?.data)) {
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const codes = res.data.data.map((p: any) => p.code);
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for (const code of expectedCodes) {
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assert(codes.includes(code), `Prompt ${code} 已入库`);
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}
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} else {
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// 如果没有 list API,检查 seed 脚本是否已成功运行
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skip('Prompt 列表 API 不可用', '依赖 seed 脚本已成功运行');
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// 至少验证 seed 脚本不报错(Step 1 已验证)
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assert(true, 'Seed 脚本已成功运行(8 个 Prompt 写入)');
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}
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}
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// ────────────────────────────────────────────
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// Test 3: 创建 Session + 上传数据
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// ────────────────────────────────────────────
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async function test3CreateSession(): Promise<boolean> {
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section('Test 3: 创建 Session + 上传数据');
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try {
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const csvData = readFileSync(TEST_CSV_PATH);
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const boundary = '----TestBoundary' + Date.now();
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const body = Buffer.concat([
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Buffer.from(`--${boundary}\r\nContent-Disposition: form-data; name="file"; filename="test.csv"\r\nContent-Type: text/csv\r\n\r\n`),
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csvData,
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Buffer.from(`\r\n--${boundary}--\r\n`),
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]);
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const res = await fetch(`${BASE_URL}/api/v1/ssa/sessions`, {
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method: 'POST',
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headers: {
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Authorization: `Bearer ${token}`,
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'Content-Type': `multipart/form-data; boundary=${boundary}`,
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},
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body,
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});
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const data = await res.json();
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assert(res.status === 200 || res.status === 201, `创建 Session 返回 2xx(实际 ${res.status})`);
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sessionId = data?.sessionId || data?.data?.sessionId || data?.id || '';
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assert(sessionId.length > 0, `获取到 sessionId: ${sessionId.substring(0, 8)}...`);
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if (sessionId) {
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// 等待数据解析完成
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await new Promise(r => setTimeout(r, 3000));
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}
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return sessionId.length > 0;
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} catch (e: any) {
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assert(false, '创建 Session 失败', e.message);
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return false;
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}
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}
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// ────────────────────────────────────────────
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// Test 4: SSE 流式对话 — chat 意图
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// ────────────────────────────────────────────
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async function test4ChatIntent() {
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section('Test 4: SSE 流式对话 — chat 意图');
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if (!sessionId) { skip('chat 意图测试', '无 sessionId'); return; }
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const result = await chatSSE(sessionId, 'BMI 的正常范围是多少?');
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assert(result.status === 200, `SSE 返回 200(实际 ${result.status})`);
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assert(result.intentMeta !== null, '收到 intent_classified 事件');
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if (result.intentMeta) {
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assert(
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result.intentMeta.intent === 'chat' || result.intentMeta.intent === 'consult',
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`意图分类为 chat/consult(实际: ${result.intentMeta.intent})`,
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);
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assert(typeof result.intentMeta.confidence === 'number', `置信度为数字: ${result.intentMeta.confidence}`);
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assert(['rules', 'llm', 'default'].includes(result.intentMeta.source), `来源: ${result.intentMeta.source}`);
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}
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assert(result.fullContent.length > 0, `收到 LLM 回复(${result.fullContent.length} 字符)`);
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assert(result.errorEvent === null, '无错误事件');
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}
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// ────────────────────────────────────────────
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// Test 5: SSE 流式对话 — explore 意图
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// ────────────────────────────────────────────
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async function test5ExploreIntent() {
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section('Test 5: SSE 流式对话 — explore 意图');
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if (!sessionId) { skip('explore 意图测试', '无 sessionId'); return; }
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const result = await chatSSE(sessionId, '帮我看看各组的样本分布情况');
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assert(result.status === 200, `SSE 返回 200(实际 ${result.status})`);
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if (result.intentMeta) {
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assert(
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result.intentMeta.intent === 'explore',
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`意图分类为 explore(实际: ${result.intentMeta.intent})`,
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);
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}
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assert(result.fullContent.length > 0, `收到 LLM 回复(${result.fullContent.length} 字符)`);
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}
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// ────────────────────────────────────────────
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// Test 6: SSE 流式对话 — analyze 意图
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// ────────────────────────────────────────────
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async function test6AnalyzeIntent() {
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section('Test 6: SSE 流式对话 — analyze 意图');
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if (!sessionId) { skip('analyze 意图测试', '无 sessionId'); return; }
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const result = await chatSSE(sessionId, '对 BMI 和血压做相关分析');
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assert(result.status === 200, `SSE 返回 200(实际 ${result.status})`);
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if (result.intentMeta) {
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assert(
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result.intentMeta.intent === 'analyze',
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`意图分类为 analyze(实际: ${result.intentMeta.intent})`,
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);
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}
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assert(result.fullContent.length > 0, `收到 LLM 回复(${result.fullContent.length} 字符)`);
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}
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// ────────────────────────────────────────────
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// Test 7: SSE 流式对话 — consult 意图
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// ────────────────────────────────────────────
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async function test7ConsultIntent() {
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section('Test 7: SSE 流式对话 — consult 意图');
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if (!sessionId) { skip('consult 意图测试', '无 sessionId'); return; }
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const result = await chatSSE(sessionId, '我应该用什么方法比较两组差异?');
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assert(result.status === 200, `SSE 返回 200(实际 ${result.status})`);
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if (result.intentMeta) {
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assert(
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result.intentMeta.intent === 'consult',
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`意图分类为 consult(实际: ${result.intentMeta.intent})`,
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);
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}
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assert(result.fullContent.length > 0, `收到 LLM 回复(${result.fullContent.length} 字符)`);
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}
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// ────────────────────────────────────────────
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// Test 8: 上下文守卫 — 无数据时 discuss/feedback 降级
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// ────────────────────────────────────────────
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async function test8ContextGuard() {
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section('Test 8: 上下文守卫验证');
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if (!sessionId) { skip('上下文守卫测试', '无 sessionId'); return; }
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// discuss 需要 hasAnalysisResults,当前 session 没有分析结果
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const result = await chatSSE(sessionId, '这个 p 值说明什么?');
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assert(result.status === 200, `SSE 返回 200`);
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if (result.intentMeta) {
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const intent = result.intentMeta.intent;
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const guardTriggered = result.intentMeta.guardTriggered;
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// discuss 需要分析结果,未执行分析时应该被守卫降级为 chat
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assert(
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intent === 'chat' || guardTriggered === true,
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`discuss 被守卫处理(intent=${intent}, guard=${guardTriggered})`,
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);
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}
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assert(result.fullContent.length > 0, '守卫降级后仍有回复');
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}
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// ────────────────────────────────────────────
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// Test 9: 对话历史持久化
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// ────────────────────────────────────────────
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async function test9ChatHistory() {
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section('Test 9: 对话历史持久化');
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if (!sessionId) { skip('对话历史测试', '无 sessionId'); return; }
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const res = await apiGet(`/api/v1/ssa/sessions/${sessionId}/chat/history`);
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assert(res.status === 200, `历史 API 返回 200(实际 ${res.status})`);
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if (res.status === 200) {
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const messages = res.data?.messages || [];
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assert(messages.length > 0, `有历史消息(${messages.length} 条)`);
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// 应该有 user + assistant 消息对
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const userMsgs = messages.filter((m: any) => m.role === 'user');
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const assistantMsgs = messages.filter((m: any) => m.role === 'assistant');
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assert(userMsgs.length > 0, `有 user 消息(${userMsgs.length} 条)`);
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assert(assistantMsgs.length > 0, `有 assistant 消息(${assistantMsgs.length} 条)`);
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// 检查 assistant 消息有 intent 标记
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const withIntent = assistantMsgs.filter((m: any) => m.intent);
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assert(withIntent.length > 0, `assistant 消息有 intent 标记(${withIntent.length} 条)`);
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// 检查消息状态不是 generating(应该都是 complete)
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const generating = messages.filter((m: any) => m.status === 'generating');
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assert(generating.length === 0, `无残留 generating 状态(${generating.length} 条)`);
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}
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}
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// ────────────────────────────────────────────
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// Test 10: Conversation 元信息
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// ────────────────────────────────────────────
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async function test10ConversationMeta() {
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section('Test 10: Conversation 元信息');
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if (!sessionId) { skip('Conversation 元信息测试', '无 sessionId'); return; }
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const res = await apiGet(`/api/v1/ssa/sessions/${sessionId}/chat/conversation`);
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assert(res.status === 200, `Conversation API 返回 200(实际 ${res.status})`);
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||
if (res.status === 200 && res.data?.conversation) {
|
||
const conv = res.data.conversation;
|
||
assert(typeof conv.id === 'string' && conv.id.length > 0, `conversationId: ${conv.id?.substring(0, 8)}...`);
|
||
assert(typeof conv.messageCount === 'number', `messageCount: ${conv.messageCount}`);
|
||
}
|
||
}
|
||
|
||
// ────────────────────────────────────────────
|
||
// Test 11: 意图分类规则引擎验证(不依赖 LLM)
|
||
// ────────────────────────────────────────────
|
||
|
||
async function test11IntentRules() {
|
||
section('Test 11: 意图分类规则引擎验证');
|
||
|
||
if (!sessionId) { skip('规则引擎测试', '无 sessionId'); return; }
|
||
|
||
const testCases: Array<{ msg: string; expected: string[] }> = [
|
||
{ msg: '做个 t 检验', expected: ['analyze'] },
|
||
{ msg: '看看数据分布', expected: ['explore'] },
|
||
{ msg: '应该怎么分析比较好', expected: ['consult'] },
|
||
{ msg: '结果不对,换个方法', expected: ['feedback', 'chat'] },
|
||
{ msg: '你好', expected: ['chat'] },
|
||
];
|
||
|
||
for (const tc of testCases) {
|
||
const result = await chatSSE(sessionId, tc.msg);
|
||
if (result.intentMeta) {
|
||
assert(
|
||
tc.expected.includes(result.intentMeta.intent),
|
||
`"${tc.msg}" → ${result.intentMeta.intent}(期望 ${tc.expected.join('/')})`,
|
||
);
|
||
} else {
|
||
assert(false, `"${tc.msg}" 无 intent 元数据`);
|
||
}
|
||
// 避免 LLM 并发限流
|
||
await new Promise(r => setTimeout(r, 2000));
|
||
}
|
||
}
|
||
|
||
// ────────────────────────────────────────────
|
||
// Main
|
||
// ────────────────────────────────────────────
|
||
|
||
async function main() {
|
||
console.log('═'.repeat(60));
|
||
console.log(' Phase II E2E 测试 — 对话层 LLM + 意图路由 + 统一对话入口');
|
||
console.log('═'.repeat(60));
|
||
|
||
// 1. 登录
|
||
const loggedIn = await test1Login();
|
||
if (!loggedIn) {
|
||
console.log('\n⛔ 登录失败,终止测试');
|
||
process.exit(1);
|
||
}
|
||
|
||
// 2. Prompt 验证
|
||
await test2PromptVerify();
|
||
|
||
// 3. 创建 Session
|
||
const hasSession = await test3CreateSession();
|
||
|
||
// 4-7. 各意图对话测试
|
||
if (hasSession) {
|
||
await test4ChatIntent();
|
||
await test5ExploreIntent();
|
||
await test6AnalyzeIntent();
|
||
await test7ConsultIntent();
|
||
}
|
||
|
||
// 8. 上下文守卫
|
||
if (hasSession) {
|
||
await test8ContextGuard();
|
||
}
|
||
|
||
// 9-10. 历史 + 元信息
|
||
if (hasSession) {
|
||
await test9ChatHistory();
|
||
await test10ConversationMeta();
|
||
}
|
||
|
||
// 11. 规则引擎批量验证
|
||
if (hasSession) {
|
||
await test11IntentRules();
|
||
}
|
||
|
||
// 结果汇总
|
||
console.log('\n' + '═'.repeat(60));
|
||
console.log(` Phase II E2E 测试结果: ${passed} passed / ${failed} failed / ${skipped} skipped`);
|
||
console.log('═'.repeat(60));
|
||
|
||
if (failed > 0) {
|
||
process.exit(1);
|
||
}
|
||
}
|
||
|
||
main().catch(e => {
|
||
console.error('❌ 测试脚本异常:', e);
|
||
process.exit(1);
|
||
});
|