/** * 清理题库中不符合"简单、应用为主"的题目 * * 删除规则: * 1. 纯概念/定义/术语类题目(考"什么是XX"而不是"遇到XX该怎么做") * 2. 分类/层级背诵题(考"L1级别要求什么"等) * 3. 完全重复的题目 * 4. 大量高度雷同的场景题(保留2-3个最佳,删除其余) * * 运行: node server/scripts/cleanup-question-bank.cjs */ const D = require('better-sqlite3'); const path = require('path'); const db = new D(path.join(__dirname, '../data/metadata.db')); const BANK = '984632e0-b35d-486d-9a19-27a14845db37'; // Helper: find item ID by partial text match function findIds(textLike) { return db.prepare("SELECT id, question_text, questionType FROM question_bank_items WHERE bank_id=? AND question_text LIKE ? ORDER BY ROWID").all(BANK, textLike); } function del(id, reason) { const item = db.prepare("SELECT question_text, dimension, questionType FROM question_bank_items WHERE id=?").get(id); if (!item) { console.log(' ⚠️ 未找到:', id.substring(0,8)); return; } db.prepare("DELETE FROM question_bank_items WHERE id=?").run(id); console.log(` 🗑️ ${item.questionType} ${item.dimension} | ${reason} | ${item.question_text.replace(/\n/g,' ').substring(0,60)}`); } let total = 0; function d(id, reason) { del(id, reason); total++; } console.log('=== 清理题库 ===\n'); // ═══════════════ DEV_PATTERN ═══════════════ console.log('--- DEV_PATTERN: 概念/术语题 ---'); // 概念定义:SDD/Vibe Coding/Flow State/L1级别 d('0b00ac95-0000-0000-0000-000000000000', ''); // placeholder — use LIKE instead // Since UUIDs are random, use text search const devPatternConcepts = [ { like: '%瀑布开发和敏捷开发的核心区别%', reason: '概念对比:瀑布vs敏捷' }, { like: '%规范驱动开发%核心思想%', reason: '概念定义:SDD核心思想' }, { like: '%Vibe Coding(氛围编程)是一种什么样的编程方式%', reason: '概念定义:Vibe Coding是什么' }, { like: '%Flow State(心流状态)的核心特征%', reason: '概念定义:Flow State特征' }, { like: '%Vibe Coding中人和AI的分工应该是%', reason: '概念定义:Vibe Coding分工' }, { like: '%SDD中的"规范"应该是什么样的%', reason: 'ADV概念:SDD规范' }, { like: '%当你一直按Tab接受AI代码却不看%', reason: 'ADV术语:Vibe Coding挂机' }, { like: '%"概率性"的,这意味着什么%', reason: 'ADV理论:概率性' }, { like: '%L1级别的AI开发范式维度要求%', reason: '分类背诵:L1级别' }, { like: '%请简述规范驱动开发%典型流程%', reason: '概念阐述:SDD流程' }, { like: '%Vibe Coding有助于接近Flow State%三个核心条件%', reason: '概念阐述:Vibe Coding+Flow State' }, { like: '%从确定性到概率性%这一变化对开发流程%', reason: 'ADV理论:确定性到概率性' }, ]; for (const c of devPatternConcepts) { const items = findIds(c.like); for (const item of items) d(item.id, c.reason); } // DEV_PATTERN duplicates const devPatternDups = [ { like1: '%你和AI分工完成一个功能:你负责设计,AI负责编码%', like2: '%', reason: '重复:责任划分' }, ]; const dup1 = findIds('你和AI分工完成一个功能:你负责设计,AI负责编码'); // Keep first, delete rest for (let i = 1; i < dup1.length; i++) d(dup1[i].id, '重复:责任划分'); const dup2 = findIds('你和同事用AI一起开发一个功能。同事直接提交了AI生成的代码没有审查'); for (let i = 1; i < dup2.length; i++) d(dup2[i].id, '重复:同事提交没审查'); // ═══════════════ LLM ═══════════════ console.log('\n--- LLM: 概念/原理题 ---'); const llmConcepts = [ { like: 'AI的工作原理是根据上文猜下文%', reason: '原理:AI工作机制' }, { like: 'AI的"幻觉"是指AI会编造%', reason: '定义:幻觉术语' }, { like: 'AI训练数据的截止日期意味着%', reason: '原理:训练数据截止' }, { like: 'AI有时会编造看似合理但实际不存在的信息,这被称为"幻觉"%', reason: '定义:幻觉术语(重复)' }, { like: 'AI的知识训练数据只截止到%', reason: '原理:知识截止' }, { like: 'AI不知道自己的知识边界%', reason: '原理:AI知识边界' }, { like: '以下哪个是AI的固有问题%', reason: '列举:AI固有问题' }, { like: 'AI说了一段话,听起来很有道理,但你查了资料发现它说的内容不存在。这是什么现象%', reason: '定义:这是什么现象' }, { like: '%传统AI(判别式)和生成式AI的核心差异%', reason: 'ADV概念:判别式vs生成式' }, { like: 'AI的"上下文有限"是指什么问题%', reason: '定义:上下文有限' }, ]; for (const c of llmConcepts) { const items = findIds(c.like); for (const item of items) d(item.id, c.reason); } // LLM MC: 11 hallucination scenario duplicates — keep 2 (第一个+搜索引擎), delete rest const hallMC = db.prepare("SELECT id, question_text FROM question_bank_items WHERE bank_id=? AND dimension=? AND questionType=? AND question_text LIKE '%场景%' AND (question_text LIKE '%fetchUser%' OR question_text LIKE '%validateUser%' OR question_text LIKE '%sendWelcome%') ORDER BY ROWID").all(BANK, 'LLM', 'MULTIPLE_CHOICE'); console.log(`\n--- LLM MC: 幻觉场景重复 (${hallMC.length} total, keep 2) ---`); for (let i = 2; i < hallMC.length; i++) { d(hallMC[i].id, '重复:幻觉场景MC #' + (i+1)); } // LLM SA: 5页文档场景 duplicates — keep first (cleanest), delete rest const sa5 = db.prepare("SELECT id, question_text FROM question_bank_items WHERE bank_id=? AND dimension=? AND questionType=? AND question_text LIKE '%5页%' ORDER BY ROWID").all(BANK, 'LLM', 'SHORT_ANSWER'); console.log(`\n--- LLM SA: 5页文档场景重复 (${sa5.length} total, keep 1) ---`); for (let i = 1; i < sa5.length; i++) { d(sa5[i].id, '重复:5页文档SA #' + (i+1)); } // ═══════════════ PROMPT ═══════════════ console.log('\n--- PROMPT: 分类背诵题 ---'); const promptConcepts = [ { like: 'L1级别的技术能力维度要求是什么%', reason: '分类背诵:L1维度' }, ]; for (const c of promptConcepts) { const items = findIds(c.like); for (const item of items) d(item.id, c.reason); } // ═══════════════ WORK_CAPABILITY ═══════════════ console.log('\n--- WORK_CAPABILITY: 概念/分类题 ---'); const wcConcepts = [ { like: '%"负责任AI"的组织原则中,"问责制"对员工的要求是什么%', reason: '概念:负责任AI问责制' }, { like: '%智能体(Agent)与传统聊天AI最本质的区别是什么%', reason: 'ADV概念:Agent vs 聊天AI' }, { like: '%智能体安全控制原则中"最小权限"是指什么%', reason: 'ADV概念:最小权限' }, { like: '请简述AI的四个固有问题%', reason: '列举:AI四个固有问题' }, { like: '数据分为"绝密""机密""公开"三个级别%', reason: '分类:数据分级' }, { like: '%智能体安全的四条控制原则是什么%', reason: 'ADV列举:四条控制原则' }, ]; for (const c of wcConcepts) { const items = findIds(c.like); for (const item of items) d(item.id, c.reason); } // WORK_CAPABILITY duplicate const wcDups = findIds('你正在使用AI助手分析一份包含客户信息的Excel表格'); for (let i = 1; i < wcDups.length; i++) d(wcDups[i].id, '重复:客户Excel场景'); // ═══════════════ Summary ═══════════════ const remaining = db.prepare('SELECT COUNT(*) c FROM question_bank_items WHERE bank_id=?').get(BANK); console.log(`\n${'═'.repeat(50)}`); console.log(` 删除: ${total} 题`); console.log(` 剩余: ${remaining.c} 题(原 ${remaining.c + total} 题)`); console.log(`\n 各维度分布:`); const byDim = db.prepare('SELECT dimension, questionType, COUNT(*) c FROM question_bank_items WHERE bank_id=? GROUP BY dimension, questionType ORDER BY dimension, questionType').all(BANK); byDim.forEach(r => console.log(` ${r.dimension} ${r.questionType}: ${r.c}`)); db.close();