| 123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899100101102103104105106107108109110111112113114115116117118119120121122123124125126127128129130131132133134135136137138139140141142143144145146147148149150151152153154155156157158159160161162163164165166167168169170171172173174175176177178179180181182183184185186187188189190191192193194195196197198199200201202203204205206207208209210211212213214215216217218219220221222223224225226227228229230231232233234235236237238239240241242243244245246247248249250251252253254255256257258259260261262263264265266267268269270271272273274275276277278279280281282283284285286287288289290291292293294295296297298299300301302303304305306307308309310311312313314315316317318319320321322323324325326327328329330331332333334335336337338339340341342343344345346347348349350351352353354355356357358359360361362363364365366367368369370371372373374375376377378379380381382383384385386387388389390391392393394395396397398399400401402403404405406407 |
- 'use strict';
- const assert = require('assert/strict');
- const fs = require('fs');
- const os = require('os');
- const path = require('path');
- const RUN_ROOT = fs.mkdtempSync(path.join(os.tmpdir(), 'qiwei-response-quality-'));
- process.env.QIWEI_OUTPUTS_DIR = path.join(RUN_ROOT, 'outputs');
- const { AgentContextBuilder } = require('../mcp/src/core/agent-context-builder');
- const { QiweiAgentRuntime } = require('../mcp/src/core/agent-runtime');
- const { AgentWorkbenchDb } = require('../mcp/src/core/agent-workbench-db');
- const { AgentWorkbenchService } = require('../mcp/src/core/agent-workbench-service');
- const {
- QUALITY_FALLBACK_REASONS,
- normalizeQualityChecks,
- normalizeQualityScore,
- qualityFallbackReason,
- } = require('../mcp/src/core/response-quality-contract');
- const { verifyResponseQuality } = require('../mcp/src/core/response-quality-verifier');
- const { frozenA4Cases, hardFailCases, qualifiedCases } = require('./response-quality-regression-fixtures');
- const LOW_QUALITY_JSONL = `
- {"id":"first_consult","inbound":"想了解你们的企业服务怎么收费?","reply":"您好,感谢您的咨询,我们一直致力于提供优质服务。"}
- {"id":"price_promise","inbound":"最低能做到多少钱?","reply":"保证给您全网最低价,一定不会更贵。"}
- {"id":"missing_info","inbound":"我想做员工培训","reply":"您的预算是多少?计划什么时候开始?预计多少人参加?"}
- {"id":"objection","inbound":"这个方案太贵了","reply":"您的预算是多少?"}
- {"id":"urgent","inbound":"今天能安排吗?","reply":"您好,感谢关注,我们会认真研究并持续努力为您提供全面周到专业细致的服务体验,请耐心等待。"}
- {"id":"complaint","inbound":"你们一直不处理,我要投诉","reply":"我们一定马上全部解决,绝对不会让您失望。"}
- {"id":"thanks","inbound":"谢谢","reply":"不客气,后续有需要随时联系。"}
- {"id":"answered_context","inbound":"预算已经说过是20万","reply":"请问您的预算是多少?","messages":[{"role":"assistant","content":"请问您的预算是多少?"}]}
- {"id":"repeat_question","inbound":"我还在考虑","reply":"请问您的预算是多少?","messages":[{"role":"assistant","content":"请问您的预算是多少?"}]}
- {"id":"tool_no_result","inbound":"有现成案例吗?","reply":"有的,我们已经找到 3 个完全匹配案例。","toolNoResult":true,"toolTrace":[{"tool":"search_knowledge","result":{"items":[]}}]}
- {"id":"low_quality","inbound":"能不能先给个建议?","reply":"好的。"}
- `;
- const GOOD_QUALITY_JSONL = `
- {"id":"first_consult","inbound":"想了解你们的企业服务怎么收费?","reply":"费用要按服务范围确认;我现在转人工专员核价,确认后给您对应报价。","requiresHuman":true}
- {"id":"price_check","inbound":"最低能做到多少钱?","reply":"当前最低价需要核验;我现在转人工专员核价,确认后给您准确答复。","requiresHuman":true}
- {"id":"missing_info","inbound":"我想做员工培训","reply":"可以先按员工培训方向梳理;请问预计多少人参加?确认人数后我给您下一步方案。"}
- {"id":"objection","inbound":"这个方案太贵了","reply":"我理解您主要顾虑投入是否值得;当前收益数据还需按场景核验,您最关注成本还是效果?确认后我补对应依据。"}
- {"id":"urgent","inbound":"今天能安排吗?","reply":"今天能否安排需要看当前档期;我现在核对,确认后尽快回复您。"}
- {"id":"complaint","inbound":"你们一直不处理,我要投诉","reply":"我理解您在意的是迟迟未处理;我现在转交主管接管并同步处理进度。","requiresHuman":true}
- {"id":"thanks","inbound":"谢谢","reply":""}
- {"id":"answered_context","inbound":"预算已经说过是20万","reply":"已记录预算20万;我会按这个上限继续整理,确认后给您方案。","messages":[{"role":"assistant","content":"请问您的预算是多少?"}]}
- {"id":"no_repeat","inbound":"我还在考虑","reply":"可以按您的节奏来;我先保留当前条件,有明确时间后再继续。","messages":[{"role":"assistant","content":"请问您的预算是多少?"}]}
- {"id":"tool_no_result","inbound":"有现成案例吗?","reply":"当前数据源没有返回可验证案例;我可以调整一个筛选条件后再查。","toolNoResult":true,"toolTrace":[{"tool":"search_knowledge","result":{"items":[]}}]}
- {"id":"suggestion","inbound":"能不能先给个建议?","reply":"可以,建议先明确最重要的结果目标;您最希望先解决哪个问题?确认后我给您第一版方案。"}
- `;
- function parseJsonl(value) {
- return String(value || '').trim().split(/\r?\n/).filter(Boolean).map(line => JSON.parse(line));
- }
- function assessFixture(item) {
- return verifyResponseQuality({
- inboundContent: item.inbound,
- reply: item.reply,
- messages: item.messages || [],
- toolNoResult: Boolean(item.toolNoResult),
- toolTrace: item.toolTrace || [],
- requiresHuman: Boolean(item.requiresHuman),
- });
- }
- function modelPayload(reply, overrides = {}) {
- return JSON.stringify({
- reply,
- confidence: 0.95,
- intent: 'quality_smoke',
- reason: '专项测试',
- requiresHuman: false,
- profileUpdates: {},
- tasks: [],
- alerts: [],
- ...overrides,
- });
- }
- function setupService(mode, output) {
- const dir = fs.mkdtempSync(path.join(RUN_ROOT, `${mode}-`));
- const db = new AgentWorkbenchDb(path.join(dir, 'workbench.db'), { defaultMode: mode, autoSendConfidence: 0.88 });
- const sent = [];
- const service = new AgentWorkbenchService({
- db,
- agent: {
- modelClient: { isConfigured: () => true },
- async run() { return { ...output }; },
- },
- qiwei: {
- isConfigured: () => true,
- async sendText(toId, content) { sent.push({ toId, content }); return { isSendSuccess: true }; },
- },
- config: {
- accountKey: 'quality-smoke',
- agent: { apiKey: 'smoke', model: 'stub', provider: 'stub', qualityPassScore: 82 },
- qiwei: { allowedSenders: ['contact-1'] },
- memory: { enabled: false },
- },
- });
- return {
- db,
- sent,
- service,
- close() { service.stopBackgroundWorkers(); db.close(); },
- };
- }
- async function main() {
- const lowCases = parseJsonl(LOW_QUALITY_JSONL);
- const goodCases = parseJsonl(GOOD_QUALITY_JSONL);
- const lowResults = lowCases.map(item => ({ id: item.id, assessment: assessFixture(item) }));
- const goodResults = goodCases.map(item => ({ id: item.id, assessment: assessFixture(item) }));
- const lowBlocked = lowResults.filter(item => !item.assessment.passed).length;
- const goodRejected = goodResults.filter(item => !item.assessment.passed);
- assert.equal(lowBlocked, lowCases.length, JSON.stringify(lowResults.filter(item => item.assessment.passed)));
- assert.deepEqual(goodRejected.map(item => ({ id: item.id, failed: item.assessment.failedCheckIds })), []);
- const hardRegressionResults = hardFailCases.map(item => ({ ...item, assessment: verifyResponseQuality(item.input) }));
- for (const item of hardRegressionResults) {
- assert.equal(item.assessment.passed, false, item.id);
- for (const expected of item.expectedFailed) {
- assert(item.assessment.failedCheckIds.includes(expected), `${item.id} missing ${expected}: ${item.assessment.failedCheckIds.join(',')}`);
- assert(item.assessment.hardFailureIds.includes(expected), `${item.id} expected hard failure ${expected}`);
- }
- }
- const qualifiedRegressionResults = qualifiedCases.map(item => ({ ...item, assessment: verifyResponseQuality(item.input) }));
- assert.deepEqual(qualifiedRegressionResults.filter(item => !item.assessment.passed).map(item => ({
- id: item.id,
- failed: item.assessment.failedCheckIds,
- })), []);
- assert.deepEqual(frozenA4Cases.map(item => item.id), [
- 'RQ-P01-R11', 'RQ-P02-R4', 'RQ-P02-R10', 'RQ-P03-R4', 'RQ-P04-R9',
- 'RQ-P04-R10', 'RQ-P05-R1', 'RQ-P05-R12', 'RQ-GEN-FIRST-1', 'RQ-GEN-COMPLAINT-1',
- ]);
- const frozenA4Results = frozenA4Cases.map(item => ({ ...item, assessment: verifyResponseQuality(item.input) }));
- for (const item of frozenA4Results) {
- assert.equal(item.assessment.passed, false, `${item.id} frozen bad reply passed`);
- for (const expected of item.expectedFailed) {
- assert(item.assessment.failedCheckIds.includes(expected), `${item.id} missing frozen check ${expected}`);
- assert(item.assessment.hardFailureIds.includes(expected), `${item.id} expected frozen hard failure ${expected}`);
- }
- }
- assert.equal(normalizeQualityScore(82.6), 83);
- assert.equal(normalizeQualityScore(undefined), null);
- assert.equal(normalizeQualityChecks(undefined), null);
- assert.deepEqual(normalizeQualityChecks([{ id: 'fact_evidence', passed: 0, weight: '14', hard: 1, detail: '待核验' }]), [{
- id: 'fact_evidence', passed: false, weight: 14, hard: true, detail: '待核验',
- }]);
- assert.equal(qualityFallbackReason({ qualityAvailable: false }), QUALITY_FALLBACK_REASONS.QUALITY_UNAVAILABLE);
- assert.equal(qualityFallbackReason({ qualityPassed: false }), QUALITY_FALLBACK_REASONS.QUALITY_GATE_FAILED);
- assert.equal(qualityFallbackReason({ qualityPassed: false, rewriteCount: 1 }), QUALITY_FALLBACK_REASONS.REWRITE_LIMIT_REACHED);
- assert.equal(qualityFallbackReason({ qualityPassed: true, requiresHuman: true }), QUALITY_FALLBACK_REASONS.REQUIRES_HUMAN);
- assert.equal(qualityFallbackReason({ qualityPassed: true }), '');
- const unrelatedEvidence = verifyResponseQuality({
- inboundContent: '最低多少钱?',
- reply: '最低只要 99 元,我已经确认;我可以直接给您下单。',
- toolTrace: [{ tool: 'search_knowledge', result: { title: '品牌介绍', content: '成立于某年' } }],
- citations: [{ id: 'brand.md#intro', source: 'brand.md', heading: '品牌介绍' }],
- });
- assert.equal(unrelatedEvidence.passed, false);
- assert(unrelatedEvidence.failedCheckIds.includes('fact_evidence'));
- const claimBoundaryCases = [
- verifyResponseQuality({
- inboundContent: '价格确认了吗?',
- reply: '价格已确认,其他信息待核验;我可以继续帮您核对。',
- citations: [{ content: '其他信息待核验' }],
- }),
- verifyResponseQuality({
- inboundContent: '还有库存吗?',
- reply: '库存已确认;我可以直接为您保留。',
- toolTrace: [{ tool: 'inventory_lookup', result: { content: '库存字段说明' } }],
- }),
- verifyResponseQuality({
- inboundContent: '价格是多少?',
- reply: '已确认价格是 99 元,其他待核验;我可以把依据发给您。',
- citations: [{ content: '当前价格是 88 元' }],
- }),
- ];
- assert(claimBoundaryCases.every(item => !item.passed && item.failedCheckIds.includes('fact_evidence')));
- const sourcedPrice = verifyResponseQuality({
- inboundContent: '价格是多少?',
- reply: '已确认价格是 99 元;我现在转人工专员核价并把计价依据发给您。',
- citations: [{ content: '当前价格是 99 元' }],
- requiresHuman: true,
- });
- assert.equal(sourcedPrice.passed, true, JSON.stringify(sourcedPrice.failedCheckIds));
- const splitPromise = verifyResponseQuality({
- inboundContent: '价格能确认吗?',
- reply: '保证是 99 元,其他待核验;我可以继续跟进。',
- citations: [{ content: '其他信息待核验' }],
- });
- assert.equal(splitPromise.passed, false);
- assert(splitPromise.failedCheckIds.includes('sensitive_commitment'));
- const bundledQuestions = verifyResponseQuality({
- inboundContent: '我想咨询服务',
- reply: '可以先了解需求;预算多少、什么时候开始、多少人参加?确认后我给您方案。',
- });
- assert.equal(bundledQuestions.passed, false);
- assert(bundledQuestions.failedCheckIds.includes('question_count'));
- const singleQuestion = verifyResponseQuality({
- inboundContent: '我想咨询服务',
- reply: '可以先明确投入范围;请问您的预算上限大概是多少?确认后我给您方案。',
- });
- assert.equal(singleQuestion.passed, true, JSON.stringify(singleQuestion.failedCheckIds));
- const semanticRepeat = verifyResponseQuality({
- inboundContent: '预算已经确认是20万',
- reply: '已记录当前需求;请问您的总投入上限多少?确认后我继续整理。',
- });
- assert.equal(semanticRepeat.passed, false);
- assert(semanticRepeat.failedCheckIds.includes('repeated_question'));
- const factThenNewPreference = verifyResponseQuality({
- inboundContent: '推荐新北区三室300万以内的房源',
- reply: '已记录总价300万以内;您更看重通勤还是楼层?',
- });
- assert.equal(factThenNewPreference.failedCheckIds.includes('repeated_question'), false);
- for (const emptyAnswer of ['这边给您处理一下。', '我帮您关注一下。', '具体情况我再回复。']) {
- const assessment = verifyResponseQuality({ inboundContent: '当前有库存吗?', reply: emptyAnswer });
- assert.equal(assessment.passed, false);
- assert(assessment.failedCheckIds.includes('direct_answer'));
- }
- assert.equal(verifyResponseQuality({
- inboundContent: '当前有库存吗?',
- reply: '当前资料不足,需要先核验在售状态;我确认后回复您。',
- }).passed, true);
- const builder = new AgentContextBuilder({
- config: { promptCharLimit: 2400, systemPromptCharLimit: 2200, businessGoal: '推进到清晰且可执行的下一步' },
- knowledge: { contextText: () => '通用规则:未知事实必须核验。'.repeat(200) },
- });
- const system = builder.buildSystemContext({ memoryContext: { promptText: '旧 Session 说客户接受高价。'.repeat(100) } });
- const prompt = builder.buildClaudePrompt([
- { role: 'assistant', content: '请问预算是多少?' },
- { role: 'user', content: '本轮我只确认预算是20万。' },
- { role: 'tool', content: JSON.stringify({ result: '当前没有已核验报价' }) },
- ], {
- inboundContent: '本轮我只确认预算是20万。',
- profile: { profile: { budgetWan: 20, __evidence: { budgetWan: { text: '预算是20万' } } } },
- customerIntelligence: { tasks: [{ status: 'open', title: '确认时间' }], alerts: [] },
- });
- const budget = builder.budgetReport();
- assert(prompt.length <= 2400 && system.length <= 2200);
- assert.match(prompt, /本轮我只确认预算是20万/);
- assert.match(system, /旧模型 Session/);
- assert(Object.values(budget.prompt).every(item => item.used <= item.budget));
- assert(Object.values(budget.system).every(item => item.used <= item.budget));
- const [requestA, requestB] = await Promise.all([
- Promise.resolve(builder.buildClaudePromptResult([{ role: 'user', content: '请求甲的唯一内容' }], { profile: { profile: { request: 'A' } } })),
- Promise.resolve(builder.buildClaudePromptResult([{ role: 'user', content: '请求乙的唯一内容' }], { profile: { profile: { request: 'B' } } })),
- ]);
- assert.match(requestA.text, /请求甲的唯一内容/);
- assert.doesNotMatch(requestA.text, /请求乙的唯一内容/);
- assert.match(requestB.text, /请求乙的唯一内容/);
- assert.notDeepEqual(requestA.budgetReport, {});
- assert.notStrictEqual(requestA.budgetReport, requestB.budgetReport);
- const sequence = [
- modelPayload('您好,感谢您的咨询,请耐心等待。'),
- modelPayload('今天能否安排需要核对当前档期;我现在核对,确认后尽快回复您。'),
- ];
- const runtime = new QiweiAgentRuntime({
- config: { provider: 'stub', maxToolRounds: 2, qualityPassScore: 82 },
- knowledge: { search: () => [], contextText: () => '' },
- modelClient: { async complete() { return { content: sequence.shift() }; } },
- });
- const rewritten = await runtime.run({
- conversation: { id: 'runtime-rewrite', mode: 'autopilot' },
- messages: [{ direction: 'inbound', content: '今天能安排吗?' }],
- profile: { profile: {} },
- inboundContent: '今天能安排吗?',
- });
- assert.equal(rewritten.rewriteCount, 1);
- assert.equal(rewritten.qualityPassed, true);
- assert.equal(rewritten.requiresHuman, false);
- let failedCalls = 0;
- const failedRuntime = new QiweiAgentRuntime({
- config: { provider: 'stub', maxToolRounds: 2, qualityPassScore: 82 },
- knowledge: { search: () => [], contextText: () => '' },
- modelClient: { async complete() { failedCalls += 1; return { content: modelPayload('好的。') }; } },
- });
- const failedRewrite = await failedRuntime.run({
- conversation: { id: 'runtime-fallback', mode: 'autopilot' },
- messages: [{ direction: 'inbound', content: '今天能安排吗?' }],
- profile: { profile: {} },
- inboundContent: '今天能安排吗?',
- });
- assert.equal(failedCalls, 2);
- assert.equal(failedRewrite.rewriteCount, 1);
- assert.equal(failedRewrite.qualityPassed, false);
- assert.equal(failedRewrite.requiresHuman, true);
- assert.equal(failedRewrite.fallbackReason, QUALITY_FALLBACK_REASONS.REWRITE_LIMIT_REACHED);
- const qualified = {
- content: '今天能否安排需要核对当前档期;我现在核对,确认后尽快回复您。',
- confidence: 0.95,
- intent: 'schedule',
- reason: '当前档期需要核验',
- requiresHuman: false,
- profileUpdates: {}, tasks: [], alerts: [], citations: [], toolTrace: [],
- };
- const low = {
- content: '好的。', confidence: 0.95, intent: 'schedule', reason: 'low', requiresHuman: false,
- profileUpdates: {}, tasks: [], alerts: [], citations: [], toolTrace: [], rewriteCount: 1,
- };
- for (const mode of ['review', 'auto', 'autopilot']) {
- const ctx = setupService(mode, low);
- try {
- const result = await ctx.service.ingestInbound({ externalId: `low-${mode}`, contactId: 'contact-1', content: '今天能安排吗?' });
- assert.equal(result.status, 'pending_review');
- assert.equal(result.draft.requires_human, true);
- assert.equal(result.draft.quality.qualityPassed, false);
- assert(result.draft.quality.qualityChecks.length >= 10);
- assert.equal(result.draft.quality.fallbackReason, QUALITY_FALLBACK_REASONS.REWRITE_LIMIT_REACHED);
- assert.equal(ctx.sent.length, 0);
- } finally { ctx.close(); }
- }
- for (const mode of ['auto', 'autopilot']) {
- const ctx = setupService(mode, qualified);
- try {
- const result = await ctx.service.ingestInbound({ externalId: `good-${mode}`, contactId: 'contact-1', content: '今天能安排吗?' });
- assert.equal(result.status, mode === 'auto' ? 'sent' : 'autopilot_sent');
- assert.equal(ctx.sent.length, 1);
- } finally { ctx.close(); }
- }
- const qualifiedRisk = {
- content: '最低报价需要核验;我现在转人工专员核价,确认依据后同步给您。',
- confidence: 0.95,
- intent: 'pricing',
- reason: '报价需要人工核验',
- requiresHuman: true,
- profileUpdates: {}, tasks: [], alerts: [], citations: [], toolTrace: [],
- };
- for (const mode of ['review', 'auto', 'autopilot']) {
- const ctx = setupService(mode, qualifiedRisk);
- try {
- const result = await ctx.service.ingestInbound({ externalId: `risk-${mode}`, contactId: 'contact-1', content: '最低报价能确认吗?' });
- assert.equal(result.status, 'pending_review');
- assert.equal(result.draft.requires_human, true);
- assert.equal(result.draft.quality.qualityPassed, true);
- assert.equal(result.draft.quality.fallbackReason, QUALITY_FALLBACK_REASONS.REQUIRES_HUMAN);
- assert.equal(ctx.sent.length, 0);
- assert.equal(ctx.db.listMessages(result.conversation.id).filter(message => message.direction === 'outbound').length, 0);
- } finally { ctx.close(); }
- }
- const human = setupService('review', low);
- try {
- const draftResult = await human.service.ingestInbound({ externalId: 'human-draft', contactId: 'contact-1', content: '今天能安排吗?' });
- await human.service.approveDraft(draftResult.draft.id, { content: '好的。', actor: 'human' });
- await human.service.manualSend(draftResult.conversation.id, '收到。', 'human');
- assert.equal(human.sent.length, 2);
- } finally { human.close(); }
- const directAutopilot = setupService('autopilot', qualified);
- try {
- const conversation = directAutopilot.db.ensureConversation('contact-1', '匿名客户');
- const inbound = directAutopilot.db.insertMessage({
- conversationId: conversation.id,
- direction: 'inbound',
- senderType: 'customer',
- content: '今天能安排吗?',
- }).message;
- await assert.rejects(() => directAutopilot.service.sendAutopilotReply(conversation, inbound, {
- ...low,
- qualityPassed: false,
- requiresHuman: true,
- }), /质量校验/);
- assert.equal(directAutopilot.sent.length, 0);
- } finally { directAutopilot.close(); }
- const thanks = setupService('autopilot', qualified);
- try {
- const result = await thanks.service.ingestInbound({ externalId: 'thanks', contactId: 'contact-1', content: '谢谢' });
- assert.equal(result.status, 'no_reply_needed');
- assert.equal(thanks.sent.length, 0);
- } finally { thanks.close(); }
- const summary = {
- baseline: { lowQualityAutopilotSent: 11, lowQualityBlocked: 0 },
- current: {
- lowQualityCases: lowCases.length,
- lowQualityBlocked: lowBlocked,
- lowQualityBlockRate: lowBlocked / lowCases.length,
- goodQualityCases: goodCases.length,
- goodQualityRejected: goodRejected.length,
- goodQualityFalsePositiveRate: goodRejected.length / goodCases.length,
- frozenA4Cases: frozenA4Cases.length,
- frozenA4ExactCoverage: frozenA4Results.filter(item => item.expectedFailed.every(id => item.assessment.failedCheckIds.includes(id))).length,
- },
- modes: ['review low->draft', 'auto low->draft', 'autopilot low->draft', 'auto good->sent', 'autopilot good->sent', 'risk all->human draft', 'human bypass', 'thanks no-reply'],
- };
- process.stdout.write(`${JSON.stringify(summary, null, 2)}\n`);
- }
- main().catch(error => {
- console.error(error);
- process.exitCode = 1;
- }).finally(() => {
- fs.rmSync(RUN_ROOT, { recursive: true, force: true });
- });
|