{"id":104048,"date":"2026-09-11T17:33:03","date_gmt":"2026-09-11T09:33:03","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/104048.html"},"modified":"2026-09-11T17:33:03","modified_gmt":"2026-09-11T09:33:03","slug":"039%e3%80%81agent%e7%9a%84%e8%ae%b0%e5%bf%86%e6%8c%81%e4%b9%85%e5%8c%96%ef%bc%9aredis%e4%b8%8esqlite","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/104048.html","title":{"rendered":"039\u3001Agent\u7684\u8bb0\u5fc6\u6301\u4e45\u5316\uff1aRedis\u4e0eSQLite"},"content":{"rendered":"

039\u3001Agent\u7684\u8bb0\u5fc6\u6301\u4e45\u5316：Redis\u4e0eSQLite<\/h2>\n

\u90a3\u5929\u4e0b\u5348\u6211\u5dee\u70b9\u628a\u670d\u52a1\u5668\u7838\u4e86\u3002<\/p>\n

\u5ba2\u6237\u90a3\u8fb9\u62a5\u4e86\u4e2a\u8be1\u5f02\u7684\u95ee\u9898：Agent\u8ddf\u7528\u6237\u804a\u4e86\u4e8c\u5341\u5206\u949f，\u4e00\u5207\u6b63\u5e38\u3002\u4f46\u53ea\u8981\u670d\u52a1\u4e00\u91cd\u542f，Agent\u5c31\u50cf\u5931\u5fc6\u4e86\u4e00\u6837，\u7528\u6237\u521a\u624d\u62a5\u7684\u5de5\u5355\u53f7\u3001\u8f66\u724c\u53f7\u3001\u751a\u81f3\u81ea\u5df1\u521a\u624d\u8bf4\u8fc7\u7684\u8bdd，\u5168\u90fd\u4e0d\u8bb0\u5f97\u4e86\u3002\u7528\u6237\u5f53\u573a\u70b8\u6bdb：\u201c\u8fd9\u7834AI\u662f\u91d1\u9c7c\u5417？\u201d<\/p>\n

\u6211\u4e0a\u53bb\u4e00\u770b\u4ee3\u7801，\u53d1\u73b0\u5bf9\u8bdd\u5386\u53f2\u5b58\u5728\u4e00\u4e2a\u5168\u5c40 Map<String, List<Message>> \u91cc\u3002\u8fdb\u7a0b\u6d3b\u7740\u7684\u65f6\u5019\u4e00\u5207\u7f8e\u597d，\u8fdb\u7a0b\u4e00\u6b7b，\u8bb0\u5fc6\u8ddf\u7740GC\u4e00\u8d77\u70df\u6d88\u4e91\u6563\u3002\u8fd9\u4e8b\u513f\u4e0d\u602aAgent，\u602a\u6211\u6ca1\u7ed9Agent\u88c5\u4e0a\u201c\u6c38\u4e45\u8bb0\u5fc6\u201d\u2014\u2014\u4e5f\u5c31\u662f\u6240\u8c13\u7684\u8bb0\u5fc6\u6301\u4e45\u5316\u3002<\/p>\n

\u4eca\u5929\u8fd9\u671f\u535a\u5ba2，\u5c31\u804a\u804a\u6211\u505aAgent\u8bb0\u5fc6\u6301\u4e45\u5316\u65f6\u8d9f\u8fc7\u7684\u4e24\u6761\u8def：Redis \u548c SQLite\u3002\u522b\u6307\u671b\u6211\u7ed9\u4f60\u5217\u4e2a\u8868\u5bf9\u6bd4\u5b8c\u4e8b，\u6211\u4f1a\u76f4\u63a5\u628a\u8c03\u8bd5\u73b0\u573a\u548c\u8e29\u5751\u8bb0\u5f55\u644a\u5f00\u7ed9\u4f60\u770b\u3002<\/p>\n

\u5148\u8bf4Agent\u7684\u8bb0\u5fc6\u5230\u5e95\u957f\u4ec0\u4e48\u6837\u3002\u4e00\u4e2a\u6b63\u7ecfAgent，\u5b83\u7684\u8bb0\u5fc6\u5206\u4e24\u5c42：\u77ed\u671f\u8bb0\u5fc6\u662f\u5f53\u524d\u4f1a\u8bdd\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3，\u6bd4\u5982\u6700\u8fd1\u51e0\u8f6e\u5bf9\u8bdd\u3001\u4e34\u65f6\u72b6\u6001；\u957f\u671f\u8bb0\u5fc6\u662f\u8de8\u4f1a\u8bdd\u7684\u6301\u4e45\u4fe1\u606f，\u6bd4\u5982\u7528\u6237\u504f\u597d\u3001\u5386\u53f2\u4e8b\u5b9e\u3001\u4e1a\u52a1\u6570\u636e\u3002\u8fd9\u4e24\u5c42\u9700\u6c42\u5b8c\u5168\u4e0d\u4e00\u6837，\u77ed\u671f\u8981\u9ad8\u541e\u5410\u4f4e\u5ef6\u8fdf，\u957f\u671f\u8981\u7a33\u5b9a\u53ef\u9760\u4e0d\u4e22\u5931\u3002\u4e8e\u662f\u5f88\u591a\u4eba\u72af\u4e86\u548c\u6211\u4e00\u6837\u7684\u9519：\u4ec0\u4e48\u90fd\u5f80\u5185\u5b58\u91cc\u585e，\u6216\u8005\u4ec0\u4e48\u90fd\u5f80\u6570\u636e\u5e93\u91cc\u5199\u3002<\/p>\n

\u6211\u540e\u6765\u628a\u77ed\u671f\u8bb0\u5fc6\u653e\u5728Redis\u91cc，\u628a\u957f\u671f\u8bb0\u5fc6\u4e22\u7ed9SQLite\u3002\u5148\u8bf4Redis\u3002<\/p>\n

\u7528Redis\u505aAgent\u7684\u77ed\u671f\u8bb0\u5fc6，\u6838\u5fc3\u4ef7\u503c\u5728\u4e00\u4e2a\u201c\u5feb\u201d\u5b57\u3002\u5bf9\u8bdd\u8fc7\u7a0b\u4e2d\u6bcf\u4e00\u8f6e\u6d88\u606f\u90fd\u8981\u8bfb\u5199，\u7528\u6237\u8fd8\u5728\u7b49\u54cd\u5e94，\u4f60\u641e\u4e2aSQL\u67e5\u8be2\u52a8\u8f84\u51e0\u5341\u6beb\u79d2，\u4f53\u9a8c\u76f4\u63a5\u5d29\u4e86\u3002Redis \u662f\u7eaf\u5185\u5b58\u64cd\u4f5c，\u5ef6\u8fdf\u901a\u5e38\u5728\u4e9a\u6beb\u79d2\u7ea7，\u521a\u597d\u6ee1\u8db3\u8fd9\u4e2a\u573a\u666f\u3002\u6211\u7528\u7684\u662f redis-py，\u5178\u578b\u7684\u7ed3\u6784\u662f\u8fd9\u6837：<\/p>\n

import<\/span> redis
\nimport<\/span> json<\/p>\n

r =<\/span> redis.<\/span>Redis(<\/span>host=<\/span>'localhost'<\/span>,<\/span> port=<\/span>6379<\/span>,<\/span> db=<\/span>0<\/span>)<\/span><\/p>\n

# \u628a\u4e00\u6574\u8f6e\u5bf9\u8bdd\u5b58\u6210\u4e00\u6761hash\u8bb0\u5f55，key\u662fsession_id<\/span>
\n# \u522b\u7528string\u786c\u62fc，\u540e\u9762\u53d6\u5b57\u6bb5\u4f1a\u54ed\u7684<\/span>
\nsession_key =<\/span> f"agent:session:<\/span>{<\/span>session_id}<\/span><\/span>"<\/span><\/span>
\nr.<\/span>hset(<\/span>session_key,<\/span> mapping=<\/span>{<\/span>
\n "round"<\/span>:<\/span> round_num,<\/span>
\n "role"<\/span>:<\/span> role,<\/span>
\n "content"<\/span>:<\/span> content,<\/span>
\n "time"<\/span>:<\/span> timestamp
\n}<\/span>)<\/span><\/p>\n

# \u540c\u65f6\u8bbe\u7f6e\u8fc7\u671f\u65f6\u95f4，\u6bd4\u598230\u5206\u949f\u65e0\u64cd\u4f5c\u5c31\u81ea\u52a8\u6e05\u7a7a<\/span>
\nr.<\/span>expire(<\/span>session_key,<\/span> 1800<\/span>)<\/span><\/p>\n

\u8fd9\u91cc\u6709\u4e2a\u5751，\u6211\u5dee\u70b9\u6ca1\u54ed\u51fa\u6765\u3002Redis\u7684key\u5982\u679c\u8bbe\u7f6e\u4e86TTL，\u8fc7\u671f\u4e4b\u540e\u6574\u4e2a\u4f1a\u8bdd\u5c31\u6ca1\u4e86\u3002\u6211\u5f53\u65f6\u7ed9\u6240\u6709\u4f1a\u8bddkey\u90fd\u914d\u4e8660\u5206\u949f\u8fc7\u671f，\u7ed3\u679c\u7528\u6237\u804a\u5230\u7b2c59\u5206\u949f\u65f6\u6253\u4e86\u4e2a\u957f\u7535\u8bdd，\u56de\u6765\u7ee7\u7eed\u804a，Agent\u76f4\u63a5\u5931\u5fc6\u3002\u66f4\u5c34\u5c2c\u7684\u662f，\u56e0\u4e3aRedis\u91cc\u7684\u5386\u53f2\u6ca1\u4e86，Agent\u8fd8\u8ddf\u7528\u6237\u8bf4\u201c\u6211\u4eec\u7b2c\u4e00\u6b21\u804a\u5929\u5427\u201d\u3002\u4f60\u8bf4\u6c14\u4e0d\u6c14\u3002\u89e3\u51b3\u65b9\u5f0f\u5f88\u7b80\u5355：\u6bcf\u6b21\u6709\u65b0\u6d88\u606f\u5199\u5165\u65f6\u90fd\u8981\u91cd\u65b0\u5237\u65b0\u8fc7\u671f\u65f6\u95f4，\u6216\u8005\u5e72\u8106\u5728\u4e1a\u52a1\u903b\u8f91\u91cc\u505a\u6210\u6ed1\u52a8\u7a97\u53e3\u2014\u2014\u6bcf\u6b21\u8bfb\u5199\u90fd\u91cd\u65b0 expire\u3002<\/p>\n

\u518d\u8bf4\u8bf4\u4e3a\u4ec0\u4e48\u522b\u628a\u6240\u6709\u5386\u53f2\u4e00\u80a1\u8111\u5168\u585e\u8fdbRedis\u3002\u5185\u5b58\u4e0d\u662f\u65e0\u9650\u7684，\u800c\u4e14Redis\u672c\u8eab\u662f\u7f13\u5b58\u5b9a\u4f4d，\u4f60\u628a\u6240\u6709\u7528\u6237\u51e0\u5341\u4e07\u6761\u804a\u5929\u8bb0\u5f55\u90fd\u585e\u8fdb\u53bb，\u7b49\u673a\u5668\u5185\u5b58\u62a5\u8b66，\u5c31\u7b49\u7740\u88ab\u8fd0\u7ef4\u8bf7\u559d\u8336\u5427\u3002\u6211\u7684\u5efa\u8bae\u662f：Redis\u91cc\u53ea\u4fdd\u5b58\u5f53\u524d\u4f1a\u8bdd\u7684\u8fd1\u671f\u4e0a\u4e0b\u6587，\u6bd4\u5982\u6700\u8fd110\u8f6e\u5bf9\u8bdd\u3002\u66f4\u65e9\u7684，\u6253\u5305\u4e22\u5230SQLite\u91cc\u53bb\u5b58\u6863\u3002\u8fd9\u4e2a\u201c\u5bfc\u51fa+\u538b\u7f29\u201d\u7684\u52a8\u4f5c，\u6211\u7528\u7684\u662f\u5f02\u6b65\u4efb\u52a1，\u4e0d\u5f71\u54cd\u4e3b\u6d41\u7a0b\u3002\u4ee3\u7801\u5927\u6982\u957f\u8fd9\u6837：<\/p>\n

# \u6ce8\u610f：\u8fd9\u91cc\u522b\u540c\u6b65\u505a，\u4f1a\u5361\u4f4f\u5bf9\u8bdd\u54cd\u5e94<\/span>
\ndef<\/span> archive_memory<\/span>(<\/span>session_id,<\/span> cutoff_time)<\/span>:<\/span>
\n # \u4eceRedis\u53d6\u51fa\u8fd9\u4e2asession\u4e0b\u65e9\u4e8ecutoff_time\u7684\u6240\u6709\u6d88\u606f<\/span>
\n # \u6279\u91cf\u5199\u5165SQLite\u5bf9\u5e94\u7684\u8868\u4e2d<\/span>
\n # \u7136\u540e\u4eceRedis\u91cc\u5220\u6389\u8fd9\u4e9b\u6d88\u606f（\u6216\u8005\u53ea\u4fdd\u7559\u6700\u8fd1N\u8f6e）<\/span>
\n pass<\/span><\/p>\n

\u63a5\u4e0b\u6765\u662fSQLite\u3002\u4e00\u5f00\u59cb\u6211\u6709\u70b9\u77a7\u4e0d\u4e0a\u8fd9\u73a9\u610f\u513f，\u89c9\u5f97\u5c31\u662f\u4e2a\u5c0f\u6587\u4ef6\u6570\u636e\u5e93，\u80fd\u884c\u5417？\u540e\u6765\u53d1\u73b0\u884c\u5f97\u5f88\u3002Agent\u7684\u957f\u671f\u8bb0\u5fc6\u6070\u6070\u4e0d\u9700\u8981\u6bcf\u79d2\u51e0\u5343\u6b21\u7684\u5199\u5165，\u5b83\u8981\u7684\u662f\u53ef\u9760\u548c\u7ed3\u6784\u5316\u3002SQLite \u5355\u6587\u4ef6\u3001\u96f6\u8fd0\u7ef4\u3001\u4e8b\u52a1\u652f\u6301\u597d，\u7279\u522b\u9002\u5408\u5728\u5355\u673a\u73af\u5883\u91cc\u5b58\u957f\u671f\u8bb0\u5fc6\u3002\u6211\u5efa\u4e86\u4e00\u5f20\u8868\u8bb0\u5f55\u7528\u6237\u957f\u671f\u4e8b\u5b9e，\u6bd4\u5982\u59d3\u540d\u3001\u8f66\u8f86\u4fe1\u606f\u3001\u670d\u52a1\u504f\u597d，\u8fd8\u6709\u4e00\u5f20\u8868\u5b58\u5386\u53f2\u4f1a\u8bdd\u7684\u5f52\u6863\u6d88\u606f\u3002\u6bcf\u6b21Agent\u542f\u52a8\u65f6，\u5148\u67e5SQLite\u628a\u8be5\u7528\u6237\u7684\u4e8b\u5b9e\u52a0\u8f7d\u5230\u81ea\u5df1\u7684\u957f\u671f\u77e5\u8bc6\u5e93\u91cc\u3002<\/p>\n

SQLite \u7684\u5199\u5165\u9501\u662f\u4e2a\u771f\u5751\u3002\u521a\u5f00\u59cb\u6211\u7528\u591a\u7ebf\u7a0b\u5199SQLite，\u7ed3\u679c\u4e00\u6709\u5e76\u53d1\u5199，\u76f4\u63a5\u62a5 database is locked\u3002\u540e\u6765\u624d\u660e\u767dSQLite\u540c\u4e00\u65f6\u523b\u53ea\u5141\u8bb8\u4e00\u4e2a\u5199\u4e8b\u52a1，\u5199\u591a\u8bfb\u5c11\u7684\u573a\u666f\u8fd8\u597d，\u5982\u679c\u4f60\u8fb9\u804a\u5929\u8fb9\u5199\u5386\u53f2，\u7528\u6237\u6b63\u5728\u75af\u72c2\u53d1\u6d88\u606f，\u591a\u4e2a\u7ebf\u7a0b\u540c\u65f6\u5199，\u5c31\u4f1a\u963b\u585e\u3002\u89e3\u51b3\u65b9\u6848\u6709\u4e24\u4e2a：\u4e00\u662f\u628a\u6240\u6709SQLite\u5199\u64cd\u4f5c\u4e22\u5230\u540c\u4e00\u4e2a\u5355\u7ebf\u7a0b\u961f\u5217\u91cc；\u4e8c\u662f\u5f00\u542f WAL \u6a21\u5f0f，\u5b83\u80fd\u8ba9\u8bfb\u548c\u5199\u5e76\u53d1\u6267\u884c\u3002\u6211\u5efa\u8bae\u4e24\u4e2a\u90fd\u4e0a：<\/p>\n

import<\/span> sqlite3<\/p>\n

conn =<\/span> sqlite3.<\/span>connect(<\/span>'agent_memory.db'<\/span>,<\/span> check_same_thread=<\/span>False<\/span>)<\/span>
\n# \u5f00\u542fWAL\u6a21\u5f0f，\u8fd9\u91cc\u4eb2\u81ea\u8bd5\u8fc7，\u5e76\u53d1\u8bfb\u5199\u9760\u8c31\u591a\u4e86<\/span>
\nconn.<\/span>execute(<\/span>"PRAGMA journal_mode=WAL;"<\/span>)<\/span>
\n# \u987a\u4fbf\u628abusy_timeout\u8bbe\u957f\u4e00\u70b9，\u522b\u4e00\u9501\u5c31\u62a5\u9519<\/span>
\nconn.<\/span>execute(<\/span>"PRAGMA busy_timeout=5000;"<\/span>)<\/span><\/p>\n

\u5199\u5165\u7684\u65f6\u5019\u4e00\u5b9a\u8981\u7528\u53c2\u6570\u5316\u67e5\u8be2，\u522b\u62fc\u5b57\u7b26\u4e32\u3002\u6709\u6b21\u6211\u628a\u7528\u6237\u8f93\u5165\u76f4\u63a5\u62fc\u8fdbSQL，\u7ed3\u679c\u7528\u6237\u53d1\u4e86\u53e5\u201care you sure\u201d，\u5355\u5f15\u53f7\u5dee\u70b9\u6ca1\u628a\u5e93\u7ed9\u70b8\u4e86\u3002\u8fd9\u4e2a\u6559\u8bad\u548cPython\u7684SQL\u6ce8\u5165\u8b66\u544a\u4e00\u6837\u6df1\u523b\u3002<\/p>\n

\u957f\u671f\u8bb0\u5fc6\u7684\u8868\u7ed3\u6784，\u6211\u5efa\u8bae\u522b\u641e\u592a\u6b7b\u677f\u3002\u56e0\u4e3aAgent\u7684\u8bb0\u5fc6\u7c7b\u578b\u4f1a\u53d8，\u4eca\u5929\u8bb0\u7684\u662f\u7528\u6237\u751f\u65e5，\u660e\u5929\u53ef\u80fd\u8bb0\u7684\u662f\u7528\u6237\u5173\u6ce8\u7684\u80a1\u7968\u4ee3\u7801\u3002\u8fd9\u65f6\u5019\u6700\u597d\u7528\u201c\u5b9e\u4f53-\u5c5e\u6027-\u503c\u201d\u7684\u65b9\u5f0f，\u6216\u8005\u5e72\u8106\u5b58JSON\u3002SQLite \u652f\u6301JSON\u5b57\u6bb5，\u914d\u5408Python\u7684\u5b57\u5178\u64cd\u4f5c，\u8212\u670d\u5f97\u5f88\u3002\u6bd4\u5982：<\/p>\n

# \u522b\u7528text\u5b57\u6bb5\u786c\u5b58，\u4f60\u8fdf\u65e9\u4f1a\u60f3\u67e5\u67d0\u4e2a\u5c5e\u6027\u7684<\/span>
\nconn.<\/span>execute(<\/span>"""
\n CREATE TABLE IF NOT EXISTS long_term_memory (
\n user_id TEXT,
\n memory_key TEXT,
\n memory_value TEXT,
\n updated_at TIMESTAMP,
\n PRIMARY KEY (user_id, memory_key)
\n )
\n"""<\/span>)<\/span><\/p>\n

# \u5b58\u7684\u65f6\u5019\u5e8f\u5217\u5316<\/span>
\nmemory_value =<\/span> json.<\/span>dumps(<\/span>{<\/span>"stock"<\/span>:<\/span> [<\/span>"AAPL"<\/span>,<\/span> "TSLA"<\/span>]<\/span>,<\/span> "preference"<\/span>:<\/span> "low_risk"<\/span>}<\/span>)<\/span>
\nconn.<\/span>execute(<\/span>
\n "INSERT OR REPLACE INTO long_term_memory (user_id, memory_key, memory_value, updated_at) VALUES (?, ?, ?, ?)"<\/span>,<\/span>
\n (<\/span>user_id,<\/span> "investment_preferences"<\/span>,<\/span> memory_value,<\/span> datetime.<\/span>now(<\/span>)<\/span>)<\/span>
\n)<\/span><\/p>\n

\u8bfb\u51fa\u6765\u7684\u65f6\u5019\u518d json.loads \u4e00\u4e0b，\u641e\u5b9a\u3002<\/p>\n

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\u8fd8\u6709\u4e00\u4e2a\u8840\u6cea\u6559\u8bad：\u8bb0\u5fc6\u6301\u4e45\u5316\u4e00\u5b9a\u8981\u52a0\u7248\u672c\u53f7\u6216\u8005\u65f6\u95f4\u6233\u3002Agent\u7684\u8bb0\u5fc6\u4e0d\u662f\u9759\u6001\u7684，\u7528\u6237\u4eca\u5929\u8bf4\u559c\u6b22\u8fd0\u52a8\u98ce，\u660e\u5929\u53ef\u80fd\u5c31\u6539\u6210\u5546\u52a1\u98ce\u4e86\u3002\u5982\u679c\u4f60\u53ea\u5b58\u4e00\u4e2a\u503c，\u6ca1\u6709\u65f6\u95f4\u7ef4\u5ea6，Agent\u5c31\u4f1a\u628a\u6628\u5929\u7684\u65e7\u4fe1\u606f\u548c\u4eca\u5929\u7684\u65b0\u4fe1\u606f\u6df7\u5728\u4e00\u8d77，\u4ea7\u751f\u201c\u8bb0\u5fc6\u6df7\u4e71\u201d\u3002\u6211\u540e\u6765\u5728SQLite\u8868\u91cc\u52a0\u4e86\u4e2a version \u5b57\u6bb5，\u6bcf\u6b21\u7528\u6237\u786e\u8ba4\u65b0\u4fe1\u606f\u90fd\u4f1a\u9012\u589e\u7248\u672c，\u8bfb\u53d6\u7684\u65f6\u5019\u53d6\u6700\u9ad8\u7248\u672c\u3002\u867d\u7136\u6709\u70b9\u4e11，\u4f46\u786e\u5b9e\u6709\u6548\u3002<\/p>\n

\u987a\u4fbf\u63d0\u4e00\u53e5，Redis\u7684\u6301\u4e45\u5316\u914d\u7f6e\u4e5f\u522b\u5ffd\u89c6\u3002\u867d\u7136Redis\u662f\u5185\u5b58\u6570\u636e\u5e93，\u4f46\u4f60\u81f3\u5c11\u53ef\u4ee5\u5f00\u542fAOF\u6216RDB\u6765\u505a\u843d\u76d8\u3002\u6211\u9047\u5230\u8fc7\u4e00\u53f0\u673a\u5668\u65ad\u7535\u91cd\u542f，Redis\u6240\u6709\u4f1a\u8bdd\u6570\u636e\u5168\u6ca1\u7684\u60c5\u51b5\u3002\u540e\u6765\u6211\u5f00\u4e86AOF，\u4f46\u4ee3\u4ef7\u662f\u5199\u5165\u6027\u80fd\u7565\u6709\u4e0b\u964d\u3002\u53d6\u4e2a\u5e73\u8861：\u5982\u679c\u4f60\u53ea\u662f\u628aRedis\u5f53\u77ed\u671f\u7f13\u5b58，\u4e22\u4e86\u4e5f\u4e0d\u81f4\u547d，\u90a3\u5c31\u522b\u5f00AOF，\u7701\u70b9\u4e8b；\u4f46\u5982\u679cRedis\u91cc\u5b58\u4e86\u7528\u6237\u5f53\u4e0b\u6ca1\u5f52\u6863\u7684\u91cd\u8981\u4e0a\u4e0b\u6587，\u90a3\u5c31\u5f00AOF，\u800c\u4e14\u6ce8\u610f\u8bbe\u7f6e appendfsync everysec，\u522b\u6bcf\u5199\u4e00\u6b21\u90fd\u540c\u6b65\u78c1\u76d8，\u6162\u3002<\/p>\n

\u90a3\u5230\u5e95\u8be5\u9009Redis\u8fd8\u662fSQLite？\u8bf4\u5b9e\u8bdd，\u4e0d\u51b2\u7a81\u3002\u6709\u4e00\u7c7bAgent\u53ea\u7528Redis\u505a\u77ed\u671f，\u957f\u671f\u76f4\u63a5\u6254\u7ed9\u540e\u7aefMySQL，SQLite\u53cd\u800c\u591a\u4f59\u3002\u4f46\u5982\u679c\u4f60\u505a\u7684\u662f\u672c\u5730\u8fd0\u884c\u3001\u5355\u673a\u90e8\u7f72\u3001\u8fb9\u7f18\u8bbe\u5907\u4e0a\u7684Agent，SQLite\u5c31\u662f\u6700\u4f73\u9009\u62e9，\u56e0\u4e3a\u5b83\u4e0d\u9700\u8981\u989d\u5916\u670d\u52a1，\u5b58\u5728\u672c\u5730\u6587\u4ef6\u91cc，\u968f\u62ff\u968f\u8d70\u3002\u53cd\u8fc7\u6765，\u5982\u679c\u4f60\u7684Agent\u662f\u4e91\u7aef\u591a\u5b9e\u4f8b\u90e8\u7f72，\u9700\u8981\u591a\u4e2a\u8fdb\u7a0b\u5171\u4eab\u540c\u4e00\u4e2a\u77ed\u671f\u8bb0\u5fc6，\u90a3SQLite\u7684\u6587\u4ef6\u9501\u5c31\u4e0d\u5408\u9002\u4e86，\u5fc5\u987b\u4e0aRedis\u8fd9\u79cd\u72ec\u7acb\u7684KV\u670d\u52a1\u3002<\/p>\n

\u6211\u89c1\u8fc7\u6709\u7684\u65b9\u6848\u628aSQLite\u653e\u5728\u7f51\u7edc\u76d8\u4e0a，\u7136\u540e\u591a\u5b9e\u4f8b\u5171\u7528\u3002\u522b\u8fd9\u4e48\u5e72，SQLite\u7684\u9501\u673a\u5236\u5728\u7f51\u7edc\u6587\u4ef6\u7cfb\u7edf\u4e0a\u4f1a\u51fa\u5404\u79cd\u602a\u5f02\u95ee\u9898，\u6bd4\u4f60\u60f3\u8c61\u4e2d\u96be\u7f20\u5f97\u591a\u3002<\/p>\n

\u518d\u804a\u804a\u5e8f\u5217\u5316\u7684\u4e8b\u3002Agent\u8bb0\u5fc6\u91cc\u4e0d\u5149\u6709\u6587\u672c，\u8fd8\u53ef\u80fd\u5305\u542b\u72b6\u6001\u673a\u3001\u5bf9\u8c61\u56fe\u3001\u751a\u81f3\u51fd\u6570\u8c03\u7528\u7684\u7f13\u5b58\u7ed3\u679c\u3002\u4f60\u5728\u5b58Redis\u6216\u8005SQLite\u4e4b\u524d，\u4e00\u5b9a\u8981\u8bbe\u8ba1\u597d\u5e8f\u5217\u5316\u683c\u5f0f\u3002\u6211\u73b0\u5728\u7edf\u4e00\u7528JSON，\u4f46\u8bb0\u4f4f，JSON\u53ea\u80fd\u4fdd\u5b58\u57fa\u672c\u6570\u636e\u7c7b\u578b\u3002\u5982\u679c\u4f60\u7684\u8bb0\u5fc6\u91cc\u6709 datetime\u3001Decimal\u3001bytes \u8fd9\u7c7b\u5bf9\u8c61，\u5f97\u5148\u8f6c\u6362\u6210\u5b57\u7b26\u4e32\u6216\u6574\u578b\u3002\u4e0d\u7136 json.dumps \u76f4\u63a5\u62a5 TypeError\u3002\u8fd9\u91cc\u6709\u4e2a\u5c0f\u6280\u5de7：\u81ea\u5b9a\u4e49\u4e00\u4e2aJSON\u7f16\u7801\u5668，\u628a\u5e38\u89c1\u7c7b\u578b\u90fd\u8f6c\u597d，\u514d\u5f97\u6bcf\u4e2a\u5730\u65b9\u90fd\u5199\u8f6c\u6362\u903b\u8f91\u3002<\/p>\n

import<\/span> json
\nfrom<\/span> datetime import<\/span> datetime<\/p>\n

class<\/span> MemoryEncoder<\/span>(<\/span>json.<\/span>JSONEncoder)<\/span>:<\/span>
\n def<\/span> default<\/span>(<\/span>self,<\/span> o)<\/span>:<\/span>
\n if<\/span> isinstance<\/span>(<\/span>o,<\/span> (<\/span>datetime,<\/span>)<\/span>)<\/span>:<\/span>
\n return<\/span> o.<\/span>isoformat(<\/span>)<\/span>
\n if<\/span> isinstance<\/span>(<\/span>o,<\/span> bytes<\/span>)<\/span>:<\/span>
\n return<\/span> o.<\/span>decode(<\/span>'utf-8'<\/span>,<\/span> errors=<\/span>'ignore'<\/span>)<\/span>
\n # \u8fd8\u6709\u522b\u7684\u7c7b\u578b，\u81ea\u5df1\u6269\u5c55<\/span>
\n return<\/span> str<\/span>(<\/span>o)<\/span><\/p>\n

\u7136\u540e json.dumps(memory_obj, cls=MemoryEncoder)，\u7701\u5fc3\u3002<\/p>\n

\u6700\u540e\u8bf4\u4e0b\u6d4b\u8bd5\u3002\u6211\u5efa\u8bae\u4f60\u5199\u4e00\u5957\u6a21\u62df\u201c\u91cd\u542f\u540e\u8bb0\u5fc6\u6062\u590d\u201d\u7684\u96c6\u6210\u6d4b\u8bd5\u3002\u522b\u7b49\u5230\u7ebf\u4e0a\u7528\u6237\u9a82\u5a18\u624d\u6765\u540e\u6094\u3002\u505a\u6cd5\u5f88\u7b80\u5355：\u542f\u52a8Agent，\u8ddf\u5b83\u804a\u51e0\u8f6e，\u5b58\u4e00\u4e9b\u5173\u952e\u4fe1\u606f，\u7136\u540e\u6a21\u62df\u8fdb\u7a0b\u5d29\u6e83\u5f3a\u5236\u9000\u51fa（\u522b\u5ba2\u6c14，\u76f4\u63a5kill -9），\u518d\u91cd\u542fAgent，\u770b\u5b83\u80fd\u4e0d\u80fd\u6b63\u786e\u56de\u5fc6\u51fa\u521a\u624d\u804a\u7684\u5185\u5bb9\u3002\u8fd9\u4e2a\u6d4b\u8bd5\u8dd1\u901a\u4e86，\u4f60\u7684\u6301\u4e45\u5316\u7b56\u7565\u624d\u7b97\u57fa\u672c\u5408\u683c\u3002<\/p>\n

\u6211\u81ea\u5df1\u7684\u7ecf\u9a8c\u662f：\u8bb0\u5fc6\u6301\u4e45\u5316\u4e0d\u8981\u8ffd\u6c42\u4e00\u6b65\u5230\u4f4d\u3002\u5148\u505a\u6700\u7b80\u5355\u7684\u65b9\u6848，\u8dd1\u8d77\u6765，\u518d\u6839\u636e\u771f\u5b9e\u4f7f\u7528\u573a\u666f\u6162\u6162\u4f18\u5316\u3002\u5982\u679c\u4f60\u521a\u5f00\u59cb\u5c31\u628aRedis\u548cSQLite\u73a9\u51fa\u82b1\u6765，\u53cd\u800c\u5bb9\u6613\u88ab\u590d\u6742\u903b\u8f91\u5e26\u504f\u3002\u6bd5\u7adfAgent\u7684\u6838\u5fc3\u662f\u667a\u80fd，\u8bb0\u5fc6\u53ea\u662f\u5b83\u7684\u5730\u57fa\u3002\u5730\u57fa\u584c\u4e86，\u697c\u518d\u6f02\u4eae\u4e5f\u6ca1\u7528\u3002<\/p>\n

\u4e0b\u6b21\u4f60\u7684Agent\u518d\u201c\u5931\u5fc6\u201d，\u5148\u67e5\u4e00\u4e0b\u5b83\u5230\u5e95\u6709\u6ca1\u6709\u957f\u671f\u8bb0\u5fc6\u7684\u843d\u5e93，\u522b\u53ea\u602a\u6a21\u578b\u4e0d\u884c\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

039\u3001Agent\u7684\u8bb0\u5fc6\u6301\u4e45\u5316：Redis\u4e0eSQLite
\n\u90a3\u5929\u4e0b\u5348\u6211\u5dee\u70b9\u628a\u670d\u52a1\u5668\u7838\u4e86\u3002
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