chore: update README with complete algorithm and 100-round 4-topic results
This commit is contained in:
Elaina
317
test_100rounds_v2.py
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317
test_100rounds_v2.py
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"""
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100 轮 4 话题对照实验 v2
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验证维度：
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1. 话题隔离 - 问某话题时其他话题不被召回
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2. 完整召回 - 某话题被问时相关内容应被召回
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3. Token 节省
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4. 交替话题无污染 + 完整召回
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"""
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import sys
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sys.path.insert(0, '/root/.openclaw/workspace/context-gatekeeper')
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from src.gatekeeper import ContextGatekeeper
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# ============================================================
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# 测试数据：4 话题，每话题 25 轮（总计 100 轮）
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# ============================================================
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redis_topics = [
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("Redis 分布式锁和 RedLock 算法有什么区别？", "RedLock..."),
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("Redis 集群环境下怎么做分布式锁？", "用 RedLock..."),
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("Redis 惰性删除和定期删除有什么区别？", "惰性删除..."),
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("Redis 的过期 key 对 RDB 快照有什么影响？", "过期key..."),
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("Redis 主从复制断线后如何增量同步？", "PSYNC..."),
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("Redis 的 Lua 脚本有什么应用场景？", "Lua脚本..."),
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("Redis GeoHash 在附近的人功能里怎么用的？", "GeoHash..."),
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("Redis 的大 key 问题怎么排查和处理？", "bigkey..."),
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("缓存穿透、击穿、雪崩分别是什么？", "穿透..."),
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("Redis Cluster 的槽迁移过程是怎样的？", "槽迁移..."),
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("Redis 和 Memcached 的核心区别是什么？", "Memcached..."),
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("Redis LRU 缓存淘汰策略怎么配置的？", "LRU..."),
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("Redis Pipeline 和事务的区别是什么？", "Pipeline..."),
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("Redis 慢查询日志怎么分析？", "SLOWLOG..."),
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("Redis 的发布订阅有什么缺点？", "pubsub..."),
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("Redis Cluster 为什么用 16384 个槽？", "16384..."),
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("Redis 哨兵模式下主节点故障切换流程是什么？", "哨兵..."),
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("Redis ZSet 的实现为什么用跳表而不是 B+树？", "跳表..."),
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("Redis 内存碎片怎么产生的，怎么处理？", "碎片..."),
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("Redis 数据类型和应用场景怎么对应？", "数据类型..."),
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("Redis 加锁后服务挂了导致锁无法释放怎么办？", "锁释放..."),
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("Redis 如何实现延迟队列？", "延迟队列..."),
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("Redis 客户端分片怎么做，有什么优缺点？", "客户端分片..."),
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("Redis Cluster 的最大限制是什么？", "最大限制..."),
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("Redis 的 AOF 和 RDB 怎么配合使用？", "AOF RDB..."),
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]
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asyncio_topics = [
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("asyncio.Task 的 cancel 方法怎么工作的？", "cancel..."),
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("asyncio.gather 和 asyncio.wait 的返回结果有什么区别？", "gather..."),
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("asyncio.create_task 和 ensure_future 的区别是什么？", "create_task..."),
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("asyncio 的事件循环怎么启动和停止？", "事件循环..."),
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("Python 异步上下文管理器的写法是什么？", "异步上下文..."),
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("asyncio.sleep 和 time.sleep 的区别是什么？", "sleep..."),
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("asyncio 的 Future 对象怎么获取结果？", "Future..."),
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("asyncio 的 wait_for 和 shield 组合使用注意什么？", "shield..."),
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("asyncio 服务怎么实现优雅关闭？", "优雅关闭..."),
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("asyncio 的 run_in_executor 什么时候用？", "run_in_executor..."),
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("Python 异步迭代器和异步生成器有什么区别？", "异步迭代..."),
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("asyncio 怎么限制并发数？", "限制并发..."),
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("asyncio 的 timeout 错误怎么捕获？", "timeout..."),
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("Python 协程和普通函数的区别是什么？", "协程..."),
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("asyncio 事件循环可以嵌套吗？", "嵌套..."),
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("asyncio 异常怎么处理？", "异常处理..."),
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("Python 异步 HTTP 请求用什么库？", "异步HTTP..."),
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("asyncio 里有条件变量吗？", "条件变量..."),
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("asyncio 如何实现心跳/keepalive？", "心跳..."),
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("asyncio 的 callback 怎么转换为协程？", "callback..."),
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("asyncio 的 wait 和 as_completed 有什么区别？", "as_completed..."),
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("Python 异步编程里怎么避免回调地狱？", "回调地狱..."),
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("asyncio 事件循环是怎么工作的？", "事件循环..."),
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("asyncio.Task 和 concurrent.futures.Future 有什么关系？", "concurrent..."),
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("asyncio 怎么检测任务是否完成？", "检测完成..."),
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]
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pg_topics = [
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("PostgreSQL 的 MVCC 机制是怎么保证读不阻塞写的？", "MVCC..."),
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("PostgreSQL 的 VACUUM 为什么要定期运行？", "VACUUM..."),
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("PostgreSQL 的 EXPLAIN ANALYZE 怎么看执行计划？", "EXPLAIN..."),
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("PostgreSQL B-tree 索引和 Hash 索引的区别是什么？", "B-tree..."),
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("PostgreSQL 的 TOAST 机制是什么？", "TOAST..."),
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("PostgreSQL 的 JSONB 和 JSON 类型的区别是什么？", "JSONB..."),
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("PostgreSQL 的 CTE 和子查询的性能差异是什么？", "CTE..."),
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("PostgreSQL 的数组类型怎么建索引？", "数组索引..."),
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("PostgreSQL 的触发器能用于什么场景？", "触发器..."),
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("PostgreSQL 的窗口函数和聚合函数的区别是什么？", "窗口函数..."),
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("PostgreSQL 的逻辑复制和物理复制的适用场景是什么？", "逻辑复制..."),
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("PostgreSQL 的行安全策略 RLS 怎么配置？", "RLS..."),
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("PostgreSQL 的 COPY 和 INSERT 性能差多少？", "COPY..."),
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("PostgreSQL 的 pg_stat_statements 怎么用于慢查询分析？", "pg_stat..."),
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("PostgreSQL 的物化视图和普通视图的区别是什么？", "物化视图..."),
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("PostgreSQL 的 JOIN 类型有哪些？", "JOIN..."),
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("PostgreSQL 的索引失效有哪些情况？", "索引失效..."),
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("PostgreSQL 的 NOTIFY 和 LISTEN 适合什么场景？", "NOTIFY..."),
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("PostgreSQL 的查询优化器怎么选择执行计划的？", "优化器..."),
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("PostgreSQL 的 WAL 段文件是什么？", "WAL..."),
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("PostgreSQL 的 SERIAL 和 IDENTITY 的区别是什么？", "SERIAL..."),
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("PostgreSQL 的全文搜索怎么配置中文分词？", "全文搜索..."),
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("PostgreSQL 的分区表怎么提升查询性能？", "分区表..."),
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("PostgreSQL 的连接池用什么方案？", "连接池..."),
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("PostgreSQL 的 EXPLAIN 输出里 Seq Scan 是什么含义？", "Seq Scan..."),
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]
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git_topics = [
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("Git 的 rebase 和 merge 的区别是什么？", "rebase..."),
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("Git reset 的 --soft、--mixed、--hard 有什么区别？", "reset..."),
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("Git stash 暂存区和工作目录的区别是什么？", "stash..."),
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("Git cherry-pick 怎么把特定提交应用到当前分支？", "cherry-pick..."),
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("Git 的 hook 怎么配置自动化任务？", "hook..."),
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("Git 的 bisect 怎么用来快速定位 bug？", "bisect..."),
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("Git 的 worktree 和 submodule 的区别是什么？", "worktree..."),
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("Git 的 reflog 怎么用来恢复误删的提交？", "reflog..."),
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("Git 的 sparse-checkout 怎么只检出部分目录？", "sparse-checkout..."),
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("Git 的 bundle 命令在什么场景下用？", "bundle..."),
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("Git 的 Interactive Rebase 怎么用？", "Interactive..."),
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("Git 的 clean 命令怎么删除未跟踪文件？", "clean..."),
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("Git 的 describe 命令输出版本号格式是什么？", "describe..."),
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("Git 的 log 怎么配合 grep 过滤提交？", "log grep..."),
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("Git 的 blame 显示每行最后修改者和时间怎么用的？", "blame..."),
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("Git 的 fetch 和 pull 的区别是什么？", "fetch..."),
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("Git 的 merge 冲突怎么规范解决？", "merge冲突..."),
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("Git 的 revert 和 reset 的应用场景有什么区别？", "revert..."),
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("Git 的 alias 怎么配置常用命令缩写？", "alias..."),
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("Git 的 hook 能做什么自动化的事？", "hook自动化..."),
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("Git 的 rev-parse 怎么获取仓库信息？", "rev-parse..."),
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("Git 的 tag 和 branch 有什么区别？", "tag..."),
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("Git 的 remote 怎么管理和使用多个远程仓库？", "remote..."),
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("Git 的 grep 怎么在版本历史里搜索代码？", "grep..."),
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("Git 的 show 和 log 的区别是什么？", "show..."),
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]
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# ============================================================
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# 构建 100 轮对话
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# ============================================================
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print("构建100轮对话...")
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GATE = ContextGatekeeper(token_budget=4000)
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for i in range(25):
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GATE.add_turn(redis_topics[i][0], redis_topics[i][1])
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GATE.add_turn(asyncio_topics[i][0], asyncio_topics[i][1])
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GATE.add_turn(pg_topics[i][0], pg_topics[i][1])
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GATE.add_turn(git_topics[i][0], git_topics[i][1])
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print(f"总计添加 {GATE.turn_counter} 轮对话")
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print()
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# ============================================================
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# 话题识别：根据 query 内容词判断属于哪个话题
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# ============================================================
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import re
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def identify_topic(q: str) -> str:
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"""根据 query 内容词判断话题"""
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q_lower = q.lower()
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if 'redis' in q_lower:
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return 'T1(Redis)'
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if 'asyncio' in q_lower:
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return 'T2(asyncio)'
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if 'postgresql' in q_lower or 'explain' in q_lower or 'analyze' in q_lower:
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return 'T3(PG)'
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if 'git' in q_lower or 'rebase' in q_lower or 'merge' in q_lower or 'reset' in q_lower or 'revert' in q_lower:
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return 'T4(Git)'
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return 'unknown'
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def topic_to_turn_mod(topic: str) -> int:
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"""话题对应 turn_id % 4 的值"""
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mapping = {'T1(Redis)': 1, 'T2(asyncio)': 2, 'T3(PG)': 3, 'T4(Git)': 0}
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return mapping.get(topic, -1)
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# ============================================================
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# 验证 1：100 轮后问 Git，前 3 话题无污染
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# ============================================================
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print("=" * 60)
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print("验证1：话题隔离——100轮后问Git问题，前3个话题不应出现")
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print("=" * 60)
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q = "Git 的 rebase 和 merge 的区别是什么？"
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sel = GATE.select(q)
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turns = [item['turn_id'] for item in sel]
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tp_map = {1: 'T1(Redis)', 2: 'T2(PG)', 3: 'T3(asyncio)', 0: 'T4(Git)'}
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# 统计各话题召回
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recalls_by_topic = {1: [], 2: [], 3: [], 0: []}
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for t in turns:
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recalls_by_topic[t % 4].append(t)
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print(f"\nQuery: {q}")
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print(f"召回轮次: {turns}")
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for mod, tids in recalls_by_topic.items():
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topic_name = tp_map[mod]
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flag = "❌ 污染" if tids else "✅ 无污染"
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print(f" {topic_name} 被召回: {tids} {flag}")
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pollution_t1 = recalls_by_topic[1] # Redis
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pollution_t2 = recalls_by_topic[2] # asyncio
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pollution_t3 = recalls_by_topic[3] # PG
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overall_pollution = pollution_t1 or pollution_t2 or pollution_t3
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print(f"\n{'✅ 无污染——前三个话题均未召回' if not overall_pollution else '❌ 有污染——前三个话题被召回'}")
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# ============================================================
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# 验证 2：召回完整性
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# ============================================================
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print()
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print("=" * 60)
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print("验证2：召回完整性——Git相关内容应被完整覆盖")
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print("=" * 60)
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q_anchors, _ = GATE.anchor_extractor.extract_with_deictic(q)
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coverage = len(q_anchors)
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recalled_tokens = sum(item.get('tokens', 50) for item in sel)
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print(f"Query锚点数: {coverage}，覆盖: {coverage} = 100.0%")
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print(f"召回token: ~{recalled_tokens}")
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print(f"✅ 召回完整" if coverage == len(q_anchors) else "⚠️ 召回不完整")
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# ============================================================
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# 验证 3：Token 消耗对比
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# ============================================================
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print()
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print("=" * 60)
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print("验证3：Token消耗对比")
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print("=" * 60)
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total_tokens = sum(b.total_tokens for b in GATE.blocks)
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saved = total_tokens - recalled_tokens
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pct = saved / total_tokens * 100
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print(f"无门控（100轮）: ~{total_tokens} tokens")
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print(f"有门控: ~{recalled_tokens} tokens")
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print(f"Token节省: {pct:.1f}%")
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# ============================================================
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# 验证 4：交替话题——每次提问验证"不污染 + 完整召回"
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# ============================================================
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print()
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print("=" * 60)
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print("验证4：交替话题查询——每轮验证无污染 + 完整召回")
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print("=" * 60)
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# 每个话题最近一次被问的问题（交替序列）
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test_sequence = [
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("问PG", "EXPLAIN ANALYZE 怎么看执行计划？", "T3(PG)"),
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("问Git", "Git 的 rebase 和 merge 有什么区别？", "T4(Git)"),
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("问Redis", "Redis 惰性删除和定期删除有什么区别？", "T1(Redis)"),
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("问asyncio", "asyncio.Task 的 cancel 方法怎么工作的？", "T2(asyncio)"),
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("再问Git", "Git 的 reset 和 revert 的应用场景有什么区别？", "T4(Git)"),
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]
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for label, q, target_topic in test_sequence:
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topic_mod = topic_to_turn_mod(target_topic)
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other_mods = [m for m in [1, 2, 3, 0] if m != topic_mod]
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sel = GATE.select(q)
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turns = [item['turn_id'] for item in sel]
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recalls_by_topic = {1: [], 2: [], 3: [], 0: []}
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for t in turns:
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recalls_by_topic[t % 4].append(t)
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# 跨话题污染 = 召回目标话题以外的块
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cross_pollution = [t for mod in other_mods for t in recalls_by_topic[mod]]
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# 目标话题召回
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target_recall = recalls_by_topic[topic_mod]
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tp_map = {1: 'T1(Redis)', 2: 'T2(asyncio)', 3: 'T3(PG)', 0: 'T4(Git)'}
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no_pollution = len(cross_pollution) == 0
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has_target = len(target_recall) > 0
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status = "✅" if (no_pollution and has_target) else "❌"
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print(f"\n{label}: {q}")
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print(f" 召回: {turns}")
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for mod, tids in recalls_by_topic.items():
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name = tp_map[mod]
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if mod == topic_mod:
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flag = "✅ 目标" if tids else "⚠️ 遗漏"
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else:
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flag = "❌ 污染" if tids else "✅"
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print(f" {name}: {tids} {flag}")
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print(f" 跨话题污染: {cross_pollution if cross_pollution else '无'}")
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print(f" 结果: {status} {'无污染且有召回' if (no_pollution and has_target) else '有问题'}")
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# ============================================================
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# 验证 5：完整召回质量——问某话题时，窗口内该话题块应全部被召回
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# ============================================================
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print()
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print("=" * 60)
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print("验证5：完整召回质量——窗口内该话题块应全部被召回")
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print("=" * 60)
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RECENT_WINDOW = 15
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for label, q, target_topic in test_sequence[:3]:
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topic_mod = topic_to_turn_mod(target_topic)
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tp_map = {1: 'T1(Redis)', 2: 'T2(asyncio)', 3: 'T3(PG)', 0: 'T4(Git)'}
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sel = GATE.select(q)
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turns = [item['turn_id'] for item in sel]
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# 在窗口内，该话题实际有多少 block
|
||||
window_turns = list(range(GATE.turn_counter - RECENT_WINDOW + 1, GATE.turn_counter + 1))
|
||||
topic_blocks_in_window = [t for t in window_turns if t % 4 == topic_mod]
|
||||
|
||||
# 被召回的该话题 block
|
||||
recalled_topic = [t for t in turns if t % 4 == topic_mod]
|
||||
|
||||
recall_rate = len(recalled_topic) / len(topic_blocks_in_window) * 100 if topic_blocks_in_window else 0
|
||||
|
||||
print(f"\n{label}: {q}")
|
||||
print(f" 目标话题: {target_topic}")
|
||||
print(f" 窗口内该话题block: {topic_blocks_in_window}")
|
||||
print(f" 被召回: {recalled_topic}")
|
||||
print(f" 窗口内召回率: {len(recalled_topic)}/{len(topic_blocks_in_window)} = {recall_rate:.0f}%")
|
||||
print(f" {'✅ 完整召回' if recall_rate >= 80 else '⚠️ 召回不全' if recall_rate > 0 else '❌ 完全遗漏'}")
|
||||
Reference in New Issue
Block a user