{"id":41521,"date":"2025-08-21T00:09:44","date_gmt":"2025-08-20T16:09:44","guid":{"rendered":"https:\/\/www.kdjingpai.com\/?p=41521"},"modified":"2025-08-21T00:09:44","modified_gmt":"2025-08-20T16:09:44","slug":"contesttrade","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/ja\/contesttrade\/","title":{"rendered":"ContestTrade\uff1a\u4e00\u4e2a\u4e3a\u4e8b\u4ef6\u9a71\u52a8\u578b\u6295\u8d44\u8bbe\u8ba1\u7684AI\u591a\u667a\u80fd\u4f53\u4ea4\u6613\u6846\u67b6"},"content":{"rendered":"<p>ContestTrade \u662f\u4e00\u4e2a\u521b\u65b0\u7684\u591a\u667a\u80fd\u4f53\uff08Multi-Agent\uff09\u4ea4\u6613\u6846\u67b6\uff0c\u5b83\u65e8\u5728\u6253\u9020\u4e00\u652fAI\u4ea4\u6613\u56e2\u961f\uff0c\u4e13\u95e8\u7528\u4e8e\u4e8b\u4ef6\u9a71\u52a8\u7684\u80a1\u7968\u9009\u62e9\u3002\u8fd9\u4e2a\u7cfb\u7edf\u7684\u5de5\u4f5c\u6a21\u5f0f\u6a21\u4eff\u4e86\u6295\u8d44\u516c\u53f8\u7684\u51b3\u7b56\u6d41\u7a0b\uff0c\u901a\u8fc7\u5185\u90e8\u7ade\u8d5b\u673a\u5236\u8ba9\u4e0d\u540c\u7684AI\u667a\u80fd\u4f53\u76f8\u4e92\u534f\u4f5c\u548c\u7ade\u4e89\u3002\u6574\u4e2a\u8fc7\u7a0b\u65e0\u9700\u4eba\u5de5\u5e72\u9884\uff0c\u7cfb\u7edf\u80fd\u591f\u81ea\u52a8\u626b\u63cf\u6574\u4e2aA\u80a1\u5e02\u573a\uff0c\u4ece\u6d77\u91cf\u7684\u65b0\u95fb\u3001\u516c\u544a\u548c\u8d44\u91d1\u6d41\u7b49\u6570\u636e\u4e2d\u53d1\u73b0\u7531\u7279\u5b9a\u4e8b\u4ef6\u9a71\u52a8\u7684\u6295\u8d44\u673a\u4f1a\u3002\u6700\u7ec8\uff0c\u901a\u8fc7\u5c42\u5c42\u7b5b\u9009\u548c\u4f18\u5316\uff0c\u7cfb\u7edf\u4f1a\u751f\u6210\u4e00\u4efd\u503c\u5f97\u4fe1\u8d56\u7684\u6295\u8d44\u7ec4\u5408\u5efa\u8bae\u3002\u5b83\u7684\u6838\u5fc3\u8bbe\u8ba1\u601d\u60f3\u662f\u5229\u7528\u591a\u4e2aAI\u7684\u201c\u96c6\u4f53\u667a\u6167\u201d\uff0c\u5728\u590d\u6742\u7684\u5e02\u573a\u73af\u5883\u4e2d\u63d0\u9ad8\u51b3\u7b56\u7684\u9002\u5e94\u6027\u548c\u53ef\u9760\u6027\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-41537\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/08\/92fa05aa6796555-scaled.jpg\" alt=\"\" width=\"2560\" height=\"1176\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/08\/92fa05aa6796555-scaled.jpg 2560w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/08\/92fa05aa6796555-1536x706.jpg 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/08\/92fa05aa6796555-2048x941.jpg 2048w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/08\/92fa05aa6796555-18x8.jpg 18w\" sizes=\"auto, (max-width: 2560px) 100vw, 2560px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li><strong>\u81ea\u52a8\u5316\u80a1\u7968\u7b5b\u9009<\/strong>\uff1a\u7cfb\u7edf\u80fd\u591f\u81ea\u52a8\u626b\u63cf\u5168\u5e02\u573a\uff0c\u751f\u6210\u53ef\u4ea4\u6613\u7684\u5019\u9009\u80a1\u7968\u5217\u8868\uff0c\u65e0\u9700\u7528\u6237\u624b\u52a8\u9010\u4e00\u7b5b\u9009\u3002<\/li>\n<li><strong>\u4e8b\u4ef6\u9a71\u52a8\u7b56\u7565<\/strong>\uff1a\u4e13\u6ce8\u4e8e\u7531\u65b0\u95fb\u3001\u516c\u53f8\u516c\u544a\u3001\u8d44\u91d1\u6d41\u52a8\u3001\u884c\u4e1a\u653f\u7b56\u7b49\u50ac\u5316\u4e8b\u4ef6\u89e6\u53d1\u7684\u6295\u8d44\u673a\u4f1a\uff0c\u6355\u6349\u5e02\u573a\u7684\u77ed\u671f\u52a8\u6001\u3002<\/li>\n<li><strong>\u4e2a\u6027\u5316\u667a\u80fd\u4f53\u914d\u7f6e<\/strong>\uff1a\u7528\u6237\u53ef\u4ee5\u901a\u8fc7\u4fee\u6539\u914d\u7f6e\u6587\u4ef6\uff0c\u81ea\u5b9a\u4e49\u7814\u7a76\u667a\u80fd\u4f53\uff08Research Agent\uff09\u7684\u201c\u4ea4\u6613\u4fe1\u5ff5\u201d\uff0c\u8ba9AI\u7684\u884c\u4e3a\u7b26\u5408\u81ea\u5df1\u72ec\u7279\u7684\u6295\u8d44\u98ce\u683c\u548c\u98ce\u9669\u504f\u597d\u3002<\/li>\n<li><strong>\u53cc\u9636\u6bb5\u51b3\u7b56\u6d41\u7a0b<\/strong>\uff1a\u901a\u8fc7\u201c\u6570\u636e\u5904\u7406\u201d\u548c\u201c\u7814\u7a76\u51b3\u7b56\u201d\u4e24\u4e2a\u9636\u6bb5\uff0c\u6a21\u62df\u4e13\u4e1a\u6295\u8d44\u56e2\u961f\u7684\u5de5\u4f5c\u6d41\u3002\u7b2c\u4e00\u9636\u6bb5\u5904\u7406\u539f\u59cb\u6570\u636e\u5e76\u63d0\u70bc\u6709\u6548\u56e0\u5b50\uff0c\u7b2c\u4e8c\u9636\u6bb5\u57fa\u4e8e\u8fd9\u4e9b\u56e0\u5b50\u8fdb\u884c\u6df1\u5ea6\u5206\u6790\u5e76\u5f62\u6210\u6700\u7ec8\u7684\u6295\u8d44\u7ec4\u5408\u3002<\/li>\n<li><strong>\u547d\u4ee4\u884c\u4ea4\u4e92\u754c\u9762<\/strong>\uff1a\u901a\u8fc7\u7b80\u5355\u7684\u547d\u4ee4\u884c\u542f\u52a8\u548c\u64cd\u4f5c\uff0c\u7528\u6237\u53ef\u4ee5\u8f7b\u677e\u8bbe\u5b9a\u5206\u6790\u65f6\u95f4\uff0c\u5e76\u67e5\u770b\u6700\u7ec8\u7684\u5206\u6790\u62a5\u544a\u548c\u4ea4\u6613\u4fe1\u53f7\u3002<\/li>\n<\/ul>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<p>ContestTrade \u63d0\u4f9b\u4e86\u4e00\u4e2a\u5b8c\u6574\u7684\u3001\u5f00\u7bb1\u5373\u7528\u7684AI\u4ea4\u6613\u7814\u7a76\u73af\u5883\u3002\u4e0b\u9762\u5c06\u8be6\u7ec6\u4ecb\u7ecd\u5982\u4f55\u5b89\u88c5\u3001\u914d\u7f6e\u5e76\u4f7f\u7528\u8fd9\u4e2a\u6846\u67b6\u3002<\/p>\n<h3>1. \u5b89\u88c5\u6d41\u7a0b<\/h3>\n<p>\u5b89\u88c5\u8fc7\u7a0b\u975e\u5e38\u7b80\u5355\uff0c\u53ea\u9700\u8981\u51e0\u4e2a\u57fa\u672c\u6b65\u9aa4\u3002\u4f60\u9700\u8981\u5148\u5b89\u88c5 Git \u548c Python \u73af\u5883\uff08\u63a8\u8350 Python 3.10 \u7248\u672c\uff09\u3002<\/p>\n<p><strong>\u7b2c\u4e00\u6b65\uff1a\u514b\u9686\u9879\u76ee\u4ee3\u7801<\/strong><br \/>\n\u9996\u5148\uff0c\u6253\u5f00\u4f60\u7684\u7ec8\u7aef\uff08\u547d\u4ee4\u884c\u5de5\u5177\uff09\uff0c\u4f7f\u7528<code>git<\/code>\u547d\u4ee4\u5c06\u9879\u76ee\u7684\u4ee3\u7801\u4ece GitHub \u514b\u9686\u5230\u4f60\u7684\u672c\u5730\u7535\u8111\u3002<\/p>\n<pre><code>git clone https:\/\/github.com\/FinStep-AI\/ContestTrade.git\r\n<\/code><\/pre>\n<p>\u7136\u540e\uff0c\u8fdb\u5165\u521a\u521a\u514b\u9686\u4e0b\u6765\u7684\u9879\u76ee\u76ee\u5f55\u3002<\/p>\n<pre><code>cd ContestTrade\r\n<\/code><\/pre>\n<p><strong>\u7b2c\u4e8c\u6b65\uff1a\u521b\u5efa\u5e76\u6fc0\u6d3b\u865a\u62df\u73af\u5883 (\u63a8\u8350)<\/strong><br \/>\n\u4e3a\u4e86\u907f\u514d\u4e0d\u540c Python \u9879\u76ee\u4e4b\u95f4\u7684\u4f9d\u8d56\u5e93\u51b2\u7a81\uff0c\u5f3a\u70c8\u5efa\u8bae\u521b\u5efa\u4e00\u4e2a\u72ec\u7acb\u7684\u865a\u62df\u73af\u5883\u3002\u8fd9\u91cc\u4ee5\u00a0<code>conda<\/code>\u00a0\u4e3a\u4f8b\u3002<\/p>\n<p>\u521b\u5efa\u4e00\u4e2a\u540d\u4e3a\u00a0<code>contesttrade<\/code>\u00a0\u7684\u65b0\u73af\u5883\uff0c\u5e76\u6307\u5b9a Python \u7248\u672c\u4e3a 3.10\u3002<\/p>\n<pre><code>conda create -n contesttrade python=3.10\r\n<\/code><\/pre>\n<p>\u521b\u5efa\u6210\u529f\u540e\uff0c\u6fc0\u6d3b\u8fd9\u4e2a\u865a\u62df\u73af\u5883\u3002<\/p>\n<pre><code>conda activate contesttrade\r\n<\/code><\/pre>\n<p>\u6fc0\u6d3b\u540e\uff0c\u4f60\u7ec8\u7aef\u7684\u547d\u4ee4\u63d0\u793a\u7b26\u524d\u9762\u4f1a\u663e\u793a\u00a0<code>(contesttrade)<\/code>\uff0c\u8868\u793a\u4f60\u5f53\u524d\u6b63\u5904\u4e8e\u8fd9\u4e2a\u72ec\u7acb\u7684\u73af\u5883\u4e2d\u3002<\/p>\n<p><strong>\u7b2c\u4e09\u6b65\uff1a\u5b89\u88c5\u9879\u76ee\u4f9d\u8d56<\/strong><br \/>\n\u9879\u76ee\u6240\u9700\u7684\u6240\u6709\u4f9d\u8d56\u5e93\u90fd\u8bb0\u5f55\u5728\u00a0<code>requirements.txt<\/code>\u00a0\u6587\u4ef6\u4e2d\u3002\u4f7f\u7528\u00a0<code>pip<\/code>\u00a0\u547d\u4ee4\u53ef\u4ee5\u4e00\u952e\u5b89\u88c5\u3002<\/p>\n<pre><code>pip install -r requirements.txt\r\n<\/code><\/pre>\n<p>\u8fd9\u4e2a\u547d\u4ee4\u4f1a\u81ea\u52a8\u4e0b\u8f7d\u5e76\u5b89\u88c5\u6846\u67b6\u8fd0\u884c\u6240\u9700\u7684\u6240\u6709\u7b2c\u4e09\u65b9\u5e93\u3002<\/p>\n<h3>2. \u914d\u7f6e\u8bf4\u660e<\/h3>\n<p>\u5728\u8fd0\u884c\u7a0b\u5e8f\u4e4b\u524d\uff0c\u4f60\u9700\u8981\u914d\u7f6e\u4e00\u4e9b\u5fc5\u8981\u7684 API \u5bc6\u94a5\uff0c\u4ee5\u4fbf\u6846\u67b6\u80fd\u591f\u83b7\u53d6\u6570\u636e\u548c\u4f7f\u7528\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u3002<\/p>\n<p>\u914d\u7f6e\u6587\u4ef6\u662f\u9879\u76ee\u6839\u76ee\u5f55\u4e0b\u7684\u00a0<code>config.yaml<\/code>\u3002\u8bf7\u7528\u6587\u672c\u7f16\u8f91\u5668\u6253\u5f00\u8fd9\u4e2a\u6587\u4ef6\uff0c\u5e76\u586b\u5165\u4f60\u7684\u4e2a\u4eba\u5bc6\u94a5\u3002<\/p>\n<p><strong>\u5fc5\u9700\u914d\u7f6e\u9879\uff1a<\/strong><\/p>\n<ul>\n<li><code>TUSHARE_KEY<\/code>: Tushare \u662f\u4e00\u4e2a\u63d0\u4f9b\u56fd\u5185\u8d22\u7ecf\u6570\u636e\u7684\u5e73\u53f0\u3002\u4f60\u9700\u8981\u6ce8\u518c\u4e00\u4e2a Tushare \u8d26\u6237\u5e76\u83b7\u53d6\u4f60\u7684\u4e13\u5c5e API \u5bc6\u94a5\u3002\u8fd9\u662f\u6846\u67b6\u83b7\u53d6\u80a1\u7968\u884c\u60c5\u3001\u8d22\u52a1\u7b49\u57fa\u7840\u6570\u636e\u7684\u6838\u5fc3\u63a5\u53e3\uff0c\u5fc5\u987b\u586b\u5199\u3002<\/li>\n<li><code>LLM<\/code>: \u8fd9\u662f\u7528\u4e8e\u6267\u884c\u901a\u7528\u4efb\u52a1\u7684\u5927\u8bed\u8a00\u6a21\u578b API \u914d\u7f6e\u3002\u4f60\u9700\u8981\u6839\u636e\u4f60\u9009\u62e9\u7684\u5927\u6a21\u578b\u670d\u52a1\u5546\uff08\u4f8b\u5982 OpenAI\u3001\u667a\u8c31AI\u3001Moonshot \u7b49\uff09\u586b\u5199\u5bf9\u5e94\u7684\u00a0<code>api_key<\/code>\u3001<code>base_url<\/code>\u00a0\u548c\u00a0<code>model_name<\/code>\u3002<\/li>\n<\/ul>\n<p><strong>\u53ef\u9009\u914d\u7f6e\u9879\uff1a<\/strong><\/p>\n<ul>\n<li><code>BOCHA_KEY<\/code>\u00a0\u548c\u00a0<code>SERP_KEY<\/code>: \u8fd9\u4e9b\u662f\u641c\u7d22\u5f15\u64ce\u7684 API \u5bc6\u94a5\uff0c\u7528\u4e8e\u8ba9 AI \u667a\u80fd\u4f53\u5728\u4e92\u8054\u7f51\u4e0a\u641c\u7d22\u4fe1\u606f\u3002\u4f60\u53ef\u4ee5\u6839\u636e\u9700\u8981\u9009\u62e9\u914d\u7f6e\uff0c\u81f3\u5c11\u914d\u7f6e\u4e00\u4e2a\u53ef\u4ee5\u5e2e\u52a9 AI \u83b7\u53d6\u66f4\u5e7f\u6cdb\u7684\u4fe1\u606f\u3002<\/li>\n<li><code>LLM_THINKING<\/code>: \u7528\u4e8e\u590d\u6742\u63a8\u7406\u4efb\u52a1\u7684\u5927\u8bed\u8a00\u6a21\u578b API\u3002\u4f60\u53ef\u4ee5\u4e3a\u9700\u8981\u6df1\u5ea6\u601d\u8003\u7684\u6b65\u9aa4\u914d\u7f6e\u4e00\u4e2a\u66f4\u5f3a\u5927\u7684\u6a21\u578b\u3002<\/li>\n<li><code>VLM<\/code>: \u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u7684 API\uff0c\u7528\u4e8e\u672a\u6765\u53ef\u80fd\u589e\u52a0\u7684\u56fe\u8868\u5206\u6790\u7b49\u529f\u80fd\u3002<\/li>\n<\/ul>\n<p>\u4e00\u4e2a\u914d\u7f6e\u793a\u4f8b\u53ef\u80fd\u5982\u4e0b\u6240\u793a\uff1a<\/p>\n<pre><code>TUSHARE_KEY: \"\u4f60\u7684tushare\u5bc6\u94a5\"\r\nBOCHA_KEY: \"\u4f60\u7684bocha\u5bc6\u94a5\"\r\nSERP_KEY: \"\"\r\nLLM:\r\napi_key: \"\u4f60\u7684llm_api_key\"\r\nbase_url: \"\u4f60\u7684llm_base_url\"\r\nmodel_name: \"gpt-4\"\r\nLLM_THINKING:\r\napi_key: \"\u4f60\u7684llm_api_key\"\r\nbase_url: \"\u4f60\u7684llm_base_url\"\r\nmodel_name: \"gpt-4-turbo\"\r\nVLM:\r\napi_key: \"\"\r\nbase_url: \"\"\r\nmodel_name: \"\"\r\n<\/code><\/pre>\n<h3>3. \u81ea\u5b9a\u4e49\u9009\u80a1\u504f\u597d<\/h3>\n<p>ContestTrade \u7684\u4e00\u4e2a\u6838\u5fc3\u7279\u8272\u662f\u5141\u8bb8\u7528\u6237\u5b9a\u4e49\u7814\u7a76\u667a\u80fd\u4f53\uff08Research Agent\uff09\u7684\u201c\u4ea4\u6613\u4fe1\u5ff5\u201d\uff08Trading Beliefs\uff09\u3002\u6bcf\u4e2a\u4fe1\u5ff5\u90fd\u4ee3\u8868\u4e00\u79cd\u4e0d\u540c\u7684\u6295\u8d44\u7b56\u7565\u6216\u5e02\u573a\u89c6\u89d2\u3002<\/p>\n<p>\u914d\u7f6e\u6587\u4ef6\u4f4d\u4e8e\u00a0<code>contest_trade\/config\/belief_list.json<\/code>\u3002\u5b83\u662f\u4e00\u4e2a JSON \u683c\u5f0f\u7684\u6587\u672c\u6587\u4ef6\uff0c\u5185\u5bb9\u4e3a\u4e00\u4e2a\u5b57\u7b26\u4e32\u6570\u7ec4\uff0c\u6bcf\u4e00\u6761\u5b57\u7b26\u4e32\u5c31\u662f\u4e00\u6761\u4ea4\u6613\u4fe1\u5ff5\u3002<\/p>\n<p><strong>\u5982\u4f55\u4fee\u6539\uff1a<\/strong><br \/>\n\u7528\u6587\u672c\u7f16\u8f91\u5668\u6253\u5f00\u00a0<code>belief_list.json<\/code>\u00a0\u6587\u4ef6\u3002\u4f60\u53ef\u4ee5\u4fee\u6539\u3001\u5220\u9664\u6216\u589e\u52a0\u91cc\u9762\u7684\u4fe1\u5ff5\u63cf\u8ff0\u3002\u6846\u67b6\u4f1a\u4e3a\u6587\u4ef6\u4e2d\u7684\u6bcf\u4e00\u6761\u4fe1\u5ff5\u542f\u52a8\u4e00\u4e2a\u5bf9\u5e94\u7684\u7814\u7a76\u667a\u80fd\u4f53\u3002<\/p>\n<p><strong>\u4fe1\u5ff5\u793a\u4f8b\uff1a<\/strong><\/p>\n<ul>\n<li><strong>\u6fc0\u8fdb\u7684\u77ed\u671f\u4e8b\u4ef6\u9a71\u52a8\u7b56\u7565<\/strong>\uff1a<\/li>\n<\/ul>\n<pre><code>[\r\n\"\u4e13\u6ce8\u4e8e\u77ed\u671f\u4e8b\u4ef6\u9a71\u52a8\u673a\u4f1a\uff1a\u4f18\u5148\u5173\u6ce8\u516c\u53f8\u516c\u544a\u3001\u5e76\u8d2d\u91cd\u7ec4\u3001\u8ba2\u5355\u66b4\u589e\u3001\u6280\u672f\u7a81\u7834\u7b49\u50ac\u5316\u4e8b\u4ef6\uff1b\u504f\u597d\u4e2d\u5c0f\u5e02\u503c\u3001\u9ad8\u6ce2\u52a8\u7684\u9898\u6750\u80a1\uff0c\u9002\u5408\u6fc0\u8fdb\u5957\u5229\u7b56\u7565\u3002\"\r\n]\r\n<\/code><\/pre>\n<ul>\n<li><strong>\u7a33\u5065\u7684\u786e\u5b9a\u6027\u4e8b\u4ef6\u7b56\u7565<\/strong>\uff1a<\/li>\n<\/ul>\n<pre><code>[\r\n\"\u4e13\u6ce8\u4e8e\u7a33\u5065\u7684\u786e\u5b9a\u6027\u4e8b\u4ef6\uff1a\u5173\u6ce8\u5206\u7ea2\u3001\u56de\u8d2d\u3001\u4e1a\u7ee9\u9884\u544a\u786e\u8ba4\u3001\u91cd\u5927\u5408\u540c\u843d\u5730\u548c\u653f\u7b56\u5229\u597d\u7b49\uff1b\u504f\u597d\u5927\u76d8\u84dd\u7b79\u3001\u4f4e\u6ce2\u52a8\u3001\u786e\u5b9a\u6027\u9ad8\u7684\u6807\u7684\uff0c\u9002\u5408\u7a33\u5065\u914d\u7f6e\u3002\"\r\n]\r\n<\/code><\/pre>\n<p>\u4f60\u53ef\u4ee5\u6839\u636e\u81ea\u5df1\u7684\u6295\u8d44\u7406\u89e3\uff0c\u8bbe\u8ba1\u4efb\u610f\u591a\u6761\u4fe1\u5ff5\u3002\u4f8b\u5982\uff0c\u4f60\u53ef\u4ee5\u589e\u52a0\u4e00\u6761\u5173\u6ce8\u201c\u5317\u5411\u8d44\u91d1\u5f02\u52a8\u4e0e\u9f99\u864e\u699c\u673a\u6784\u5e2d\u4f4d\u5171\u632f\u201d\u7684\u4fe1\u5ff5\uff0c\u7cfb\u7edf\u5c31\u4f1a\u4e13\u95e8\u4e3a\u6b64\u8bad\u7ec3\u4e00\u4e2a\u667a\u80fd\u4f53\u53bb\u5206\u6790\u8fd9\u7c7b\u673a\u4f1a\u3002<\/p>\n<h3>4. \u542f\u52a8\u4e0e\u4f7f\u7528<\/h3>\n<p>\u5b8c\u6210\u5b89\u88c5\u548c\u914d\u7f6e\u540e\uff0c\u4f60\u5c31\u53ef\u4ee5\u542f\u52a8\u7a0b\u5e8f\u4e86\u3002<\/p>\n<p>\u5728\u9879\u76ee\u7684\u6839\u76ee\u5f55\uff08<code>ContestTrade<\/code>\u00a0\u76ee\u5f55\uff09\u4e0b\uff0c\u6253\u5f00\u7ec8\u7aef\uff08\u786e\u4fdd\u865a\u62df\u73af\u5883\u5df2\u6fc0\u6d3b\uff09\uff0c\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\uff1a<\/p>\n<pre><code>python -m cli.main run\r\n<\/code><\/pre>\n<p>\u7a0b\u5e8f\u542f\u52a8\u540e\uff0c\u4f1a\u8fdb\u5165\u4e00\u4e2a\u4ea4\u4e92\u5f0f\u7684\u7ec8\u7aef\u754c\u9762\u3002\u5b83\u4f1a\u63d0\u793a\u4f60\u8f93\u5165\u4e00\u4e2a\u5206\u6790\u7684\u65e5\u671f\uff08\u683c\u5f0f\u4e3a\u00a0<code>YYYY-MM-DD<\/code>\uff09\u3002\u8f93\u5165\u4f60\u60f3\u8981\u5206\u6790\u7684\u65e5\u671f\u5e76\u6309\u56de\u8f66\uff0c\u7cfb\u7edf\u5c31\u4f1a\u5f00\u59cb\u5de5\u4f5c\u3002<\/p>\n<p>\u4e4b\u540e\uff0c\u4f60\u4f1a\u5728\u7ec8\u7aef\u770b\u5230\u5404\u4e2a\u667a\u80fd\u4f53\uff08\u6570\u636e\u5206\u6790\u667a\u80fd\u4f53\u3001\u7814\u7a76\u667a\u80fd\u4f53\uff09\u5f00\u59cb\u8fd0\u884c\u7684\u65e5\u5fd7\u3002\u6574\u4e2a\u8fc7\u7a0b\u662f\u5168\u81ea\u52a8\u7684\uff0c\u5b83\u4eec\u4f1a\u83b7\u53d6\u6570\u636e\u3001\u5206\u6790\u56e0\u5b50\u3001\u751f\u6210\u62a5\u544a\uff0c\u5e76\u6839\u636e\u4f60\u8bbe\u5b9a\u7684\u4fe1\u5ff5\u7b5b\u9009\u80a1\u7968\u3002<\/p>\n<p>\u6240\u6709\u4efb\u52a1\u5b8c\u6210\u540e\uff0c\u7a0b\u5e8f\u4f1a\u5728\u7ec8\u7aef\u8f93\u51fa\u4e00\u4efd\u7ed3\u679c\u6458\u8981\uff0c\u5176\u4e2d\u5305\u542b\u4e86\u5404\u4e2a\u7814\u7a76\u667a\u80fd\u4f53\u6839\u636e\u5176\u4fe1\u5ff5\u627e\u5230\u7684\u4ea4\u6613\u4fe1\u53f7\uff08\u5019\u9009\u80a1\u7968\u5217\u8868\uff09\u3002\u4f60\u53ef\u4ee5\u76f4\u63a5\u67e5\u770b\u8fd9\u4efd\u6458\u8981\uff0c\u4e5f\u53ef\u4ee5\u9009\u62e9\u67e5\u770b\u7531 AI \u751f\u6210\u7684\u66f4\u8be6\u7ec6\u7684\u5206\u6790\u62a5\u544a\u3002<\/p>\n<h2>\u5e94\u7528\u573a\u666f<\/h2>\n<ol>\n<li><strong>\u91cf\u5316\u4ea4\u6613\u7814\u7a76\u4eba\u5458<\/strong><br \/>\n\u7814\u7a76\u4eba\u5458\u53ef\u4ee5\u5229\u7528\u6b64\u6846\u67b6\u6765\u6d4b\u8bd5\u548c\u9a8c\u8bc1\u5173\u4e8e\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u5728\u91d1\u878d\u5e02\u573a\u4e2d\u5e94\u7528\u7684\u7406\u8bba\u3002\u4ed6\u4eec\u53ef\u4ee5\u81ea\u5b9a\u4e49\u667a\u80fd\u4f53\u7684\u884c\u4e3a\u548c\u4fe1\u5ff5\uff0c\u63a2\u7d22\u4e0d\u540cAI\u534f\u4f5c\u6a21\u5f0f\u5bf9\u6295\u8d44\u51b3\u7b56\u7684\u5f71\u54cd\uff0c\u5e76\u5c06\u5176\u4f5c\u4e3a\u4e00\u4e2a\u53ef\u6269\u5c55\u7684\u57fa\u7840\u8bbe\u65bd\u6765\u7814\u53d1\u66f4\u590d\u6742\u7684\u4ea4\u6613\u8303\u5f0f\u3002<\/li>\n<li><strong>\u91d1\u878d\u6216\u8ba1\u7b97\u673a\u4e13\u4e1a\u7684\u5b66\u751f<\/strong><br \/>\n\u5bf9\u4e8e\u6b63\u5728\u5b66\u4e60\u91cf\u5316\u4ea4\u6613\u3001\u4eba\u5de5\u667a\u80fd\u6216\u91d1\u878d\u79d1\u6280\u7684\u5b66\u751f\u6765\u8bf4\uff0cContestTrade \u662f\u4e00\u4e2a\u7406\u60f3\u7684\u5b66\u4e60\u5de5\u5177\u3002\u5b83\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5b8c\u6574\u7684\u3001\u771f\u5b9e\u4e16\u754c\u5e94\u7528\u7684\u8303\u4f8b\uff0c\u5c55\u793a\u4e86\u5982\u4f55\u5c06\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u548c\u591a\u667a\u80fd\u4f53\u6280\u672f\u5e94\u7528\u4e8e\u590d\u6742\u7684\u91d1\u878d\u51b3\u7b56\u573a\u666f\u4e2d\u3002\u5b66\u751f\u53ef\u4ee5\u901a\u8fc7\u4fee\u6539\u4ee3\u7801\u548c\u914d\u7f6e\uff0c\u4eb2\u624b\u5b9e\u8df5\u5e76\u52a0\u6df1\u7406\u89e3\u3002<\/li>\n<li><strong>\u4e2a\u4eba\u6295\u8d44\u8005\u548c\u6280\u672f\u7231\u597d\u8005<\/strong><br \/>\n\u5bf9\u6280\u672f\u9a71\u52a8\u7684\u6295\u8d44\u65b9\u6cd5\u611f\u5174\u8da3\u7684\u4e2a\u4eba\u6295\u8d44\u8005\uff0c\u53ef\u4ee5\u4f7f\u7528\u8fd9\u4e2a\u6846\u67b6\u6765\u8f85\u52a9\u81ea\u5df1\u7684\u51b3\u7b56\u3002\u901a\u8fc7\u5b9a\u4e49\u7b26\u5408\u81ea\u5df1\u6295\u8d44\u7406\u5ff5\u7684\u201c\u4ea4\u6613\u4fe1\u5ff5\u201d\uff0c\u4ed6\u4eec\u53ef\u4ee5\u5229\u7528AI\u81ea\u52a8\u626b\u63cf\u548c\u53d1\u73b0\u5e02\u573a\u4e2d\u6f5c\u5728\u7684\u4e8b\u4ef6\u9a71\u52a8\u673a\u4f1a\uff0c\u4ece\u800c\u8282\u7701\u5927\u91cf\u4eba\u5de5\u7b5b\u9009\u4fe1\u606f\u7684\u65f6\u95f4\u3002<\/li>\n<\/ol>\n<h2>QA<\/h2>\n<ol>\n<li><strong>\u8fd9\u4e2a\u6846\u67b6\u76ee\u524d\u652f\u6301\u54ea\u4e9b\u56fd\u5bb6\u7684\u80a1\u7968\u5e02\u573a\uff1f<\/strong><br \/>\n\u76ee\u524d\uff0cContestTrade \u6846\u67b6\u4ec5\u652f\u6301\u4e2d\u56fdA\u80a1\u5e02\u573a\u3002\u6839\u636e\u9879\u76ee\u7684\u8def\u7ebf\u56fe\uff0c\u672a\u6765\u8ba1\u5212\u4f1a\u6269\u5c55\u652f\u6301\u7f8e\u80a1\u548c\u6e2f\u80a1\u5e02\u573a\u3002<\/li>\n<li><strong>\u8fd0\u884c\u8fd9\u4e2a\u6846\u67b6\u9700\u8981\u4ed8\u8d39\u5417\uff1f<\/strong><br \/>\nContestTrade \u9879\u76ee\u672c\u8eab\u662f\u5f00\u6e90\u514d\u8d39\u7684\uff0c\u4f60\u53ef\u4ee5\u81ea\u7531\u4e0b\u8f7d\u548c\u4f7f\u7528\u3002\u4f46\u662f\uff0c\u8fd0\u884c\u6b64\u6846\u67b6\u9700\u8981\u8c03\u7528\u4e00\u4e9b\u7b2c\u4e09\u65b9\u670d\u52a1\uff0c\u8fd9\u4e9b\u670d\u52a1\u53ef\u80fd\u4f1a\u4ea7\u751f\u8d39\u7528\u3002\u4f8b\u5982\uff0cTushare \u6570\u636e\u63a5\u53e3\u3001\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684 API \u8c03\u7528\u4ee5\u53ca\u641c\u7d22\u5f15\u64ce\u7684 API 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