{"id":3138,"date":"2025-12-09T07:40:00","date_gmt":"2025-12-08T23:40:00","guid":{"rendered":"https:\/\/www.laoyulaoyu.com\/?p=3138"},"modified":"2025-11-26T22:42:24","modified_gmt":"2025-11-26T14:42:24","slug":"%e6%88%91%e7%94%a8ai%e6%b5%81%e7%a8%8b%e5%9b%be%e6%a1%86%e6%9e%b6%ef%bc%8c%e9%80%a0%e4%ba%86%e4%b8%80%e4%b8%aa%e8%83%bd%e8%87%aa%e6%88%91%e6%80%9d%e8%80%83%e7%9a%84%e4%ba%a4%e6%98%93%e7%b3%bb%e7%bb%9f","status":"publish","type":"post","link":"https:\/\/laoyulaoyu.com\/index.php\/2025\/12\/09\/%e6%88%91%e7%94%a8ai%e6%b5%81%e7%a8%8b%e5%9b%be%e6%a1%86%e6%9e%b6%ef%bc%8c%e9%80%a0%e4%ba%86%e4%b8%80%e4%b8%aa%e8%83%bd%e8%87%aa%e6%88%91%e6%80%9d%e8%80%83%e7%9a%84%e4%ba%a4%e6%98%93%e7%b3%bb%e7%bb%9f\/","title":{"rendered":"\u6211\u7528AI\u6d41\u7a0b\u56fe\u6846\u67b6\uff0c\u9020\u4e86\u4e00\u4e2a\u80fd\u81ea\u6211\u601d\u8003\u7684\u4ea4\u6613\u7cfb\u7edf"},"content":{"rendered":"\n

\u4f5c\u8005\uff1a\u8001\u4f59\u635e\u9c7c<\/a><\/p>\n\n\n\n

\u539f\u521b\u4e0d\u6613\uff0c\u8f6c\u8f7d\u8bf7\u6807\u660e\u51fa\u5904\u53ca\u539f\u4f5c\u8005\u3002<\/mark><\/strong><\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n
\n
\u5199\u5728\u524d\u9762\u7684\u8bdd\uff1a<\/strong>\u4eca\u5929\u6211\u6765\u5206\u4eab\u4e00\u4e2a\u6211\u7528LangGraph\u548cChatGPT\u642d\u5efa\u7684\u5b9e\u6218\u9879\u76ee\uff1a\u4e00\u4e2a\u6709\u8bb0\u5fc6\u3001\u80fd\u81ea\u52a8\u5206\u6790\u80a1\u7968\u7684AI\u673a\u5668\u4eba\u3002\u5b83\u80fd\u81ea\u5df1\u601d\u8003\u3001\u81ea\u5df1\u884c\u52a8\u3001\u81ea\u5df1\u56de\u6d4b<\/mark>\uff0c\u5f7b\u5e95\u89e3\u653e\u4f60\u7684\u53cc\u624b\u3002\u6211\u4f1a\u7528\u5927\u767d\u8bdd\u8bb2\u900f\u6280\u672f\u539f\u7406\uff0c\u5e76\u7ed9\u51fa\u5b8c\u6574\u7684\u4ee3\u7801\u548c\u624b\u628a\u624b\u642d\u5efa\u6559\u7a0b\uff0c\u8ba9\u4f60\u4e5f\u80fd\u62e5\u6709\u81ea\u5df1\u7684\u667a\u80fd\u8d22\u5bcc\u52a9\u624b\u3002<\/pre>\n<\/blockquote>\n\n\n\n
\u4e00\u3001\u544a\u522b\u201c\u62cd\u8111\u888b\u201d\ud83d\udd25\u00a0<\/strong><\/h2>\n\n\n\n
\u6709\u6ca1\u6709\u89c9\u5f97\u7092\u80a1\u8d8a\u6765\u8d8a\u96be\uff1f\u4e0d\u662f\u4f60\u4e0d\u591f\u52aa\u529b\uff0c\u800c\u662f\u5e02\u573a\u53d8\u5316\u592a\u5feb\uff0c\u4fe1\u606f\u91cf\u592a\u5927\u3002\u6211\u4eec\u666e\u901a\u4eba\u7684\u5927\u8111\uff0c\u6839\u672c\u5904\u7406\u4e0d\u8fc7\u6765\u3002\u66f4\u522b\u8bf4\uff0c\u4f60\u767d\u5929\u8fd8\u8981\u4e0a\u73ed\uff0c\u665a\u4e0a\u8fd8\u8981\u7761\u89c9\uff0c\u6839\u672c\u505a\u4e0d\u523024\u5c0f\u65f6\u76ef\u76d8\uff0c\u5bf9\u5427\uff1f<\/p>\n\n\n\n
\u6240\u4ee5\uff0c\u6211\u4eec\u9700\u8981\u4e00\u4e2a\u6709\u8bb0\u5fc6\u3001\u80fd\u601d\u8003\u3001\u4e0d\u77e5\u75b2\u5026\u7684\u201c\u8d85\u8111\u201d\u52a9\u624b\u3002\u8fd9\u4e2a\u52a9\u624b\u4e0d\u4ec5\u8981\u80fd\u6267\u884c\u6307\u4ee4\uff0c\u66f4\u5173\u952e\u7684\u662f\uff0c\u5b83\u5f97\u50cf\u4e2a\u8001\u9053\u7684\u57fa\u91d1\u7ecf\u7406\u4e00\u6837\uff0c\u81ea\u5df1\u51b3\u5b9a\u4e0b\u4e00\u6b65\u8be5\u505a\u4ec0\u4e48\u3002<\/p>\n\n\n\n
\u4ee5\u524d\u7684\u91cf\u5316\u7a0b\u5e8f\u662f\u201c\u6b7b\u201d\u7684\uff0c\u4f60\u8ba9\u5b83\u7b97\u4ec0\u4e48\u5b83\u5c31\u7b97\u4ec0\u4e48\u3002\u4f46\u662f\uff0c\u4eca\u5929\u8001\u4f59\u8981\u5206\u4eab\u7684\u8fd9\u4e2a\u7cfb\u7edf\u662f\u201c\u6d3b\u201d\u7684\uff0c\u5b83\u80fd\u50cf\u642d\u79ef\u6728\u4e00\u6837\uff0c\u81ea\u5df1\u5b8c\u6210\u590d\u6742\u7684\u91d1\u878d\u5206\u6790\u6d41\u7a0b\u3002\u54b1\u4eec\u4eca\u5929\u7528\u7684\u6838\u5fc3\u6b66\u5668\uff0c\u5c31\u662fAI\u9886\u57df\u7684\u6d41\u7a0b\u56fe\u6846\u67b6\u2014\u2014LangGraph\u3002<\/p>\n\n\n\n
\u4e8c\u3001AI\u7684\u201c\u6d41\u7a0b\u56fe\u5927\u8111\u201d\ud83e\udde0\u00a0<\/strong><\/h2>\n\n\n\n
\u5927\u5bb6\u628a\u8fd9\u4e2aAI\u673a\u5668\u4eba\u60f3\u8c61\u6210\u4e00\u4e2a\u9ad8\u667a\u5546\u7684CEO\u3002\u4e00\u4e2aCEO\u600e\u4e48\u5de5\u4f5c\uff1f<\/p>\n\n\n\n
\u4ed6\u4e0d\u4f1a\u4e00\u53e3\u6c14\u628a\u6240\u6709\u4e8b\u60c5\u90fd\u505a\u4e86\uff0c\u800c\u662f\u5148\u201c\u601d\u8003\u201d\u2014\u2014\u5236\u5b9a\u8ba1\u5212\uff1b\u518d\u201c\u884c\u52a8\u201d\u2014\u2014\u8ba9\u4e0b\u5c5e\u53bb\u6267\u884c\uff1b\u6700\u540e\u6839\u636e\u4e0b\u5c5e\u7684\u6c47\u62a5\uff0c\u51b3\u5b9a\u662f\u7ee7\u7eed\u4e0b\u4e00\u6b65\uff0c\u8fd8\u662f\u7ed3\u675f\u5de5\u4f5c\u53bb\u559d\u8336\u3002<\/p>\n\n\n\n
\u8fd9\u4e2aAI\u4ea4\u6613\u7cfb\u7edf\u5c31\u662f\u57fa\u4e8e\u8fd9\u6837\u4e00\u4e2a\u201c\u601d\u8003-\u884c\u52a8-\u51b3\u7b56\u201d\u7684\u95ed\u73af\u642d\u5efa\u7684\uff0c\u6211\u4eec\u79f0\u4e4b\u4e3a\u201c\u72b6\u6001\u673a\u201d\u6216\u201c\u51b3\u7b56\u5faa\u73af\u201d\u3002<\/p>\n\n\n\n
\u72b6\u6001\u673a\u7684\u201c\u4e09\u5927\u4ef6\u201d\uff1a\u5185\u5b58\u3001\u601d\u8003\u3001\u884c\u52a8<\/strong><\/h3>\n\n\n\n
\u5728\u8fd9\u4e2a\u6d41\u7a0b\u4e2d\uff0c\u6709\u4e09\u4e2a\u6838\u5fc3\u7ec4\u4ef6\u5728\u6253\u914d\u5408\uff0c\u8fd9\u662fAI\u80fd\u591f\u4fdd\u6301\u201c\u6709\u72b6\u6001\u201d\u548c\u201c\u6709\u8bb0\u5fc6\u201d\u7684\u5173\u952e\uff1a<\/p>\n\n\n\n
\u7ec4\u4ef6\u540d\u79f0\uff08\u901a\u4fd7\u7248\uff09<\/th>\u6280\u672f\u672f\u8bed\uff08\u539f\u7248\uff09<\/th>\u4f5c\u7528\u63cf\u8ff0<\/th><\/tr><\/thead>
AI\u7684\u8bb0\u4e8b\u672c<\/strong><\/td>AgentState (\u72b6\u6001)<\/td>\u8bb0\u5f55AI\u7684\u76ee\u6807<\/strong>\u3001\u5386\u53f2\u6267\u884c\u6b65\u9aa4<\/strong>\u548c\u6700\u65b0\u7ed3\u679c<\/strong>\u3002\u8fd9\u662fAI\u7684\u201c\u957f\u671f\u8bb0\u5fc6\u201d\uff0c\u786e\u4fdd\u5b83\u4e0d\u4f1a\u5fd8\u8bb0\u81ea\u5df1\u505a\u5230\u54ea\u4e00\u6b65\u4e86\u3002<\/td><\/tr>
\u601d\u8003\u6a21\u5757<\/strong><\/td>Executor Node (\u6267\u884c\u5668)<\/td>\u8d1f\u8d23\u51b3\u7b56\u3002<\/strong>\u5b83\u9605\u8bfb\u201c\u8bb0\u4e8b\u672c\u201d\u4e2d\u7684\u5386\u53f2\u8bb0\u5f55\uff0c\u7136\u540e\u8c03\u7528\u5927\u6a21\u578b\uff08\u6bd4\u5982GPT-4o\uff09\u6765\u751f\u6210\u4e0b\u4e00\u6b65\u7684\u5177\u4f53\u6307\u4ee4\u3002<\/td><\/tr>
\u884c\u52a8\u6a21\u5757<\/strong><\/td>Tool Node (\u5de5\u5177)<\/td>\u8d1f\u8d23\u6267\u884c\u3002<\/strong>\u5b83\u63a5\u6536\u201c\u601d\u8003\u6a21\u5757\u201d\u7684\u6307\u4ee4\uff0c\u5e76\u8c03\u7528\u5c01\u88c5\u597d\u7684\u91d1\u878d\u5de5\u5177\uff08\u5982\u83b7\u53d6\u80a1\u7968\u6570\u636e\u3001\u8ba1\u7b97\u6307\u6807\uff09\u53bb\u6267\u884c\uff0c\u628a\u6267\u884c\u7ed3\u679c\u5199\u56de\u201c\u8bb0\u4e8b\u672c\u201d\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n
\u6240\u4ee5\uff0c\u6574\u4e2a\u8fc7\u7a0b\u5c31\u662f\u4e00\u4e2a\u95ed\u73af\uff1a\u601d\u8003\uff08\u4e0b\u4e00\u6b65\u505a\u4ec0\u4e48\uff09 \u2192 \u884c\u52a8\uff08\u53bb\u505a\u4e86\uff09 \u2192 \u51b3\u7b56\uff08\u662f\u7ee7\u7eed\u601d\u8003\uff0c\u8fd8\u662f\u7ed3\u675f\uff09<\/strong>\u3002\u53ea\u8981\u76ee\u6807\u6ca1\u8fbe\u6210\uff0c\u8fd9\u4e2a\u5faa\u73af\u5c31\u4e0d\u4f1a\u505c\u3002<\/p>\n\n\n\n
\"\"<\/figure>\n\n\n\n
\u56fe1\uff1a<\/strong>AI\u4ea4\u6613\u673a\u5668\u4eba\u7684\u201c\u601d\u8003-\u884c\u52a8\u201d\u6d41\u7a0b\u56fe\uff0c\u6e05\u6670\u7684\u5faa\u73af\u7ed3\u6784\u662f\u5b83\u81ea\u6211\u9a71\u52a8\u7684\u6838\u5fc3\u3002<\/p>\n\n\n\n
\u4e09\u3001\u673a\u5668\u4eba\u7684\u601d\u7ef4\u548c\u5de5\u5177\u7bb1\ud83d\udee0\ufe0f\u00a0<\/strong><\/h2>\n\n\n\n
\u6211\u4eec\u7528\u4ee3\u7801\u5b9e\u73b0AI\u7684\u601d\u7ef4\u548c\u5de5\u5177\u7bb1\u3002main.py<\/code>\u662f\u601d\u7ef4\uff0ctools.py<\/code>\u662f\u5de5\u5177\u7bb1\u3002<\/p>\n\n\n\n
3.1 \u601d\u8003\u6a21\u5757\uff1a\u50cfCEO\u4e00\u6837\u4e0b\u547d\u4ee4\uff08`main.py`\uff09<\/strong><\/h3>\n\n\n\n
\u5728 `main.py` \u4e2d\uff0c\u6211\u4eec\u7ed9AI\u8bbe\u5b9a\u4e86\u660e\u786e\u7684\u201c\u76ee\u6807\u201d\u548c\u201c\u53ef\u7528\u547d\u4ee4\u201d\uff0c\u8ba9\u5b83\u6839\u636e\u5386\u53f2\u6b65\u9aa4\u6765\u53d1\u53f7\u65bd\u4ee4\u3002\u8fd9\u4e2a\u6307\u4ee4\u662f\u7cbe\u786e\u7684\u6587\u672c\u547d\u4ee4\uff0c\u6bd4\u5982\uff1aFETCH \"TSLA\"<\/code> \u6216 INDICATOR \"TSLA\" \"SMA\"<\/code>\u3002<\/p>\n\n\n\n
\u5173\u952e\u70b9\uff1a\u4f18\u96c5\u5730\u6536\u5c3e\uff01<\/strong><\/p>\n\n\n\n
\u5728\u201c\u884c\u52a8\u6a21\u5757\u201d\u5b8c\u6210\u540e\uff0c\u7cfb\u7edf\u4f1a\u542f\u52a8\u4e00\u4e2a\u201c\u6761\u4ef6\u5224\u65ad\u201d\u51fd\u6570\u3002\u5982\u679c\u53d1\u73b0AI\u6267\u884c\u4e86\u6700\u540e\u4e00\u4e2a\u6b65\u9aa4\u2014\u2014\u56de\u6d4b\uff08BACKTEST\uff09\uff0c\u90a3\u4e48\u7cfb\u7edf\u5c31\u4f1a\u81ea\u52a8\u751f\u6210\u4e00\u4e2a `FINISH` \u547d\u4ee4\uff0c\u5f3a\u884c\u7ec8\u6b62\u5faa\u73af\u3002\u8fd9\u6837\uff0cAI\u4e0d\u4f1a\u9677\u5165\u65e0\u9650\u5faa\u73af\uff0c\u800c\u662f\u6709\u59cb\u6709\u7ec8\u3002<\/p>\n\n\n\n
3.2 \u884c\u52a8\u6a21\u5757\uff1a\u5f3a\u5927\u7684\u91d1\u878d\u5206\u6790\u5de5\u5177\u7bb1\uff08`tools.py`\uff09<\/strong><\/h3>\n\n\n\n
\u8fd9\u662fAI\u7684\u201c\u624b\u811a\u201d\uff0c\u5b83\u8d1f\u8d23\u8fde\u63a5\u771f\u5b9e\u4e16\u754c\u7684\u91d1\u878d\u6570\u636e\u3002\u8001\u4f59\u5728\u8fd9\u4e2a\u9879\u76ee\u4e2d\u96c6\u6210\u4e86\u4ee5\u4e0b\u4e09\u4e2a\u6838\u5fc3\u529f\u80fd\uff0c\u90fd\u4f7f\u7528\u4e86Python\u793e\u533a\u6700\u5f3a\u5927\u7684\u5e93\uff1a<\/p>\n\n\n\n
    \n
  1. \u6570\u636e\u83b7\u53d6 (`fetch_data`)\uff1a<\/strong>\u4f7f\u7528\u4e1a\u754c\u5e38\u7528\u7684 `yfinance` \u5e93\uff0c\u8f7b\u677e\u83b7\u53d6\u5168\u7403\u4e3b\u8981\u5e02\u573a\u7684\u5386\u53f2\u80a1\u7968\u4ef7\u683c\u6570\u636e\u3002<\/li>\n\n\n\n
  2. \u6307\u6807\u8ba1\u7b97 (`calculate_indicator`)\uff1a<\/strong>\u8ba1\u7b97\u5e38\u7528\u7684\u6280\u672f\u6307\u6807\uff0c\u6bd4\u5982\u79fb\u52a8\u5e73\u5747\u7ebf\uff08SMA\uff09\u3001\u76f8\u5bf9\u5f3a\u5f31\u6307\u6807\uff08RSI\uff09\u7b49\u3002<\/li>\n\n\n\n
  3. \u7b56\u7565\u56de\u6d4b (`backtest_strategy`)\uff1a<\/strong>\u8fd9\u662f\u6700\u6fc0\u52a8\u4eba\u5fc3\u7684\u90e8\u5206\u3002AI\u4e0d\u4ec5\u80fd\u8ba1\u7b97\u56de\u62a5\u7387\uff0c\u8fd8\u80fd\u81ea\u52a8\u751f\u6210\u53ef\u89c6\u5316\u56fe\u8868\uff01<\/li>\n<\/ol>\n\n\n\n
    \u5b83\u80fd\u753b\u51fa\uff1a<\/strong><\/p>\n\n\n\n