{"id":1334,"date":"2023-04-18T21:23:09","date_gmt":"2023-04-18T12:23:09","guid":{"rendered":"http:\/\/edu.ujhb.org\/?p=1334"},"modified":"2023-04-18T21:23:09","modified_gmt":"2023-04-18T12:23:09","slug":"finrl%e5%85%a5%e9%97%a8%ef%bc%88%e4%b8%ad%e6%96%87%e7%89%88%ef%bc%89","status":"publish","type":"post","link":"https:\/\/edu.ujhb.org\/?p=1334","title":{"rendered":"FinRL\u5165\u95e8\uff08\u4e2d\u6587\u7248\uff09"},"content":{"rendered":"\n<p>\u6211\u662f\u8981\u505aIT\u6559\u7a0b\u7684\u89c6\u9891\uff0c\u4f60\u80fd\u5426\u6839\u636e\u7f51\u7ad9\u7684\u5185\u5bb9\uff0c\u4e3a\u6211\u5b89\u6392\u89c6\u9891\u6559\u7a0b\u7684\u6587\u5b57\u5185\u5bb9\u3002\u6211\u4eec\u5148\u4eceFinrl\u6559\u7a0b\u5f00\u59cb\uff0c\u4f60\u5148\u4e3a\u6211\u5217\u51fa\u8981\u8bb2\u89e3\u7684\u5185\u5bb9\u4e00\u89c8\u3002<\/p>\n\n\n\n<p>\u5f53\u7136\u53ef\u4ee5\uff0c\u6211\u4f1a\u6839\u636eFinRL\uff08\u4e00\u4e2a\u7528\u4e8e\u81ea\u52a8\u5316\u91d1\u878d\u4ea4\u6613\u7684\u5f3a\u5316\u5b66\u4e60\u6846\u67b6\uff09\u7684\u5b98\u65b9\u6587\u6863\u548c\u6559\u7a0b\uff0c\u4e3a\u60a8\u63d0\u4f9b\u4e00\u4efd\u89c6\u9891\u6559\u7a0b\u7684\u5927\u7eb2\u3002\u4ee5\u4e0b\u662fFinRL\u6559\u7a0b\u7684\u5185\u5bb9\u4e00\u89c8\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u8bfe\u7a0b\u4ecb\u7ecd 1.1 FinRL\u7b80\u4ecb 1.2 \u8bfe\u7a0b\u76ee\u6807\u4e0e\u5b66\u4e60\u6210\u679c<\/li>\n\n\n\n<li>\u5f3a\u5316\u5b66\u4e60\u57fa\u7840 2.1 \u5f3a\u5316\u5b66\u4e60\u6982\u8ff0 2.2 MDP\uff08\u9a6c\u5c14\u53ef\u592b\u51b3\u7b56\u8fc7\u7a0b\uff09 2.3 \u57fa\u672c\u7b97\u6cd5\uff1aQ-learning\u3001DQN\u3001PPO\u7b49<\/li>\n\n\n\n<li>FinRL\u73af\u5883\u914d\u7f6e 3.1 Python\u73af\u5883\u51c6\u5907 3.2 \u5b89\u88c5FinRL\u5e93 3.3 \u5b89\u88c5\u76f8\u5173\u4f9d\u8d56\u5e93<\/li>\n\n\n\n<li>FinRL\u6846\u67b6\u89e3\u6790 4.1 \u6570\u636e\u5904\u7406\u4e0e\u7279\u5f81\u5de5\u7a0b 4.2 \u73af\u5883\u642d\u5efa\uff08\u4ea4\u6613\u6a21\u62df\u5668\uff09 4.3 \u667a\u80fd\u4f53\uff08Agent\uff09\u4e0e\u6a21\u578b\u9009\u62e9 4.4 \u8bad\u7ec3\u4e0e\u8bc4\u4f30\u7b56\u7565<\/li>\n\n\n\n<li>\u5b9e\u6218\u6848\u4f8b 5.1 \u5355\u652f\u80a1\u7968\u4ea4\u6613\u7b56\u7565 5.2 \u591a\u652f\u80a1\u7968\u7ec4\u5408\u4f18\u5316\u7b56\u7565 5.3 \u9ad8\u9891\u4ea4\u6613\u7b56\u7565 5.4 \u9009\u80a1\u7b56\u7565<\/li>\n\n\n\n<li>\u8d85\u53c2\u6570\u8c03\u4f18\u4e0e\u6a21\u578b\u4f18\u5316 6.1 \u8d85\u53c2\u6570\u9009\u62e9 6.2 \u6a21\u578b\u4f18\u5316\u6280\u5de7 6.3 \u57fa\u51c6\u6d4b\u8bd5\u4e0e\u6a21\u578b\u5bf9\u6bd4<\/li>\n\n\n\n<li>\u6a21\u578b\u90e8\u7f72\u4e0e\u5b9e\u9645\u5e94\u7528 7.1 \u6a21\u578b\u4fdd\u5b58\u4e0e\u52a0\u8f7d 7.2 \u5b9e\u65f6\u6570\u636e\u63a5\u5165 7.3 \u6a21\u578b\u5e94\u7528\u4e0e\u76d1\u63a7<\/li>\n\n\n\n<li>\u8bfe\u7a0b\u603b\u7ed3\u4e0e\u62d3\u5c55 8.1 \u672c\u8bfe\u7a0b\u56de\u987e 8.2 \u76f8\u5173\u8d44\u6e90\u4e0e\u8fdb\u9636\u5b66\u4e60<\/li>\n<\/ol>\n\n\n\n<p>\u60a8\u53ef\u4ee5\u6839\u636e\u8fd9\u4e2a\u5927\u7eb2\u8fdb\u884c\u89c6\u9891\u6559\u7a0b\u7684\u5236\u4f5c\u3002\u5982\u679c\u9700\u8981\u66f4\u591a\u7684\u8be6\u7ec6\u4fe1\u606f\uff0c\u6211\u4f1a\u5f88\u4e50\u610f\u4e3a\u60a8\u63d0\u4f9b\u5e2e\u52a9\u3002<\/p>\n\n\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>\u8bf7\u8be6\u7ec6\u89e3\u91caFinRL\u7b80\u4ecb<\/p>\n\n\n\n<p>The previous model used in this conversation is unavailable. We&#8217;ve switched you to the latest default model<\/p>\n\n\n\n<p>\u5f53\u7136\uff0cFinRL\u662f\u4e00\u4e2a\u9488\u5bf9\u91d1\u878d\u4ea4\u6613\u5e94\u7528\u7684\u5f3a\u5316\u5b66\u4e60\u6846\u67b6\u3002\u8be5\u6846\u67b6\u4e3a\u91d1\u878d\u9886\u57df\u7684\u4ea4\u6613\u5458\u3001\u7814\u7a76\u5458\u548c\u6570\u636e\u79d1\u5b66\u5bb6\u63d0\u4f9b\u4e86\u4e00\u79cd\u5f3a\u5316\u5b66\u4e60\u7684\u65b9\u6cd5\u6765\u5f00\u53d1\u3001\u6d4b\u8bd5\u548c\u90e8\u7f72\u4ea4\u6613\u7b56\u7565\u3002<\/p>\n\n\n\n<p>FinRL\u57fa\u4e8ePython\u7f16\u5199\uff0c\u4f7f\u7528\u4e86\u591a\u4e2aPython\u5e93\u548c\u6280\u672f\uff0c\u5305\u62ecPandas\uff08\u6570\u636e\u5904\u7406\uff09\u3001TensorFlow\u548cKeras\uff08\u6df1\u5ea6\u5b66\u4e60\uff09\u3001Scikit-Learn\uff08\u673a\u5668\u5b66\u4e60\uff09\u3001Pyfolio\uff08\u6295\u8d44\u7ec4\u5408\u8bc4\u4f30\uff09\u7b49\u7b49\u3002\u56e0\u6b64\uff0c\u4f7f\u7528FinRL\u6846\u67b6\u5f00\u53d1\u4ea4\u6613\u7b56\u7565\u9700\u8981\u5bf9Python\u7f16\u7a0b\u3001\u91d1\u878d\u9886\u57df\u3001\u5f3a\u5316\u5b66\u4e60\u7b49\u65b9\u9762\u6709\u4e00\u5b9a\u7684\u57fa\u7840\u3002<\/p>\n\n\n\n<p>\u4f7f\u7528FinRL\u6846\u67b6\u53ef\u4ee5\u5feb\u901f\u642d\u5efa\u4ea4\u6613\u7b56\u7565\u7684\u73af\u5883\uff0c\u5e76\u5229\u7528\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u8fdb\u884c\u7b56\u7565\u8bad\u7ec3\u3002\u8be5\u6846\u67b6\u652f\u6301\u591a\u79cd\u5e38\u89c1\u7684\u4ea4\u6613\u7b56\u7565\uff0c\u4f8b\u5982\u57fa\u4e8e\u6280\u672f\u5206\u6790\u7684\u4ea4\u6613\u7b56\u7565\u3001\u57fa\u4e8e\u57fa\u672c\u9762\u5206\u6790\u7684\u4ea4\u6613\u7b56\u7565\u3001\u9ad8\u9891\u4ea4\u6613\u7b56\u7565\u7b49\u7b49\u3002\u901a\u8fc7\u8be5\u6846\u67b6\uff0c\u60a8\u53ef\u4ee5\u81ea\u5b9a\u4e49\u4ea4\u6613\u7b56\u7565\u7684\u7279\u5f81\u3001\u5956\u52b1\u51fd\u6570\u3001\u4ea4\u6613\u89c4\u5219\u7b49\u7b49\uff0c\u5e76\u4f7f\u7528\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u8fdb\u884c\u4f18\u5316\uff0c\u4ee5\u5b9e\u73b0\u66f4\u597d\u7684\u6295\u8d44\u56de\u62a5\u7387\u3002<\/p>\n\n\n\n<p>\u603b\u4e4b\uff0cFinRL\u6846\u67b6\u662f\u4e00\u4e2a\u5f3a\u5927\u800c\u7075\u6d3b\u7684\u5de5\u5177\uff0c\u53ef\u4ee5\u5e2e\u52a9\u60a8\u5feb\u901f\u6784\u5efa\u548c\u4f18\u5316\u4ea4\u6613\u7b56\u7565\uff0c\u4ece\u800c\u66f4\u597d\u5730\u5e94\u5bf9\u91d1\u878d\u5e02\u573a\u7684\u6311\u6218\u3002<\/p>\n\n\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>\u8bf7\u8be6\u7ec6\u89e3\u91ca\u8bfe\u7a0b\u76ee\u6807\u4e0e\u5b66\u4e60\u6210\u679c<\/p>\n\n\n\n<p>\u5f53\u7136\uff0c\u4ee5\u4e0b\u662fFinRL\u6559\u7a0b\u7684\u76ee\u6807\u548c\u5b66\u4e60\u6210\u679c\u7684\u8be6\u7ec6\u89e3\u91ca\uff1a<\/p>\n\n\n\n<p>\u4e00\u3001\u8bfe\u7a0b\u76ee\u6807<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u7406\u89e3\u5f3a\u5316\u5b66\u4e60\u5728\u91d1\u878d\u4ea4\u6613\u9886\u57df\u7684\u5e94\u7528 \u4e86\u89e3\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u7684\u539f\u7406\uff0c\u7406\u89e3\u5982\u4f55\u5c06\u5176\u5e94\u7528\u4e8e\u91d1\u878d\u4ea4\u6613\u4e2d\u3002<\/li>\n\n\n\n<li>\u638c\u63e1FinRL\u6846\u67b6\u7684\u4f7f\u7528\u65b9\u6cd5 \u5b66\u4e60FinRL\u6846\u67b6\u7684\u5b89\u88c5\u3001\u73af\u5883\u914d\u7f6e\u3001\u6570\u636e\u5904\u7406\u3001\u6a21\u578b\u9009\u62e9\u3001\u8d85\u53c2\u6570\u8c03\u4f18\u3001\u6a21\u578b\u8bad\u7ec3\u548c\u90e8\u7f72\u7b49\u65b9\u9762\u7684\u4f7f\u7528\u65b9\u6cd5\u3002<\/li>\n\n\n\n<li>\u719f\u6089\u91d1\u878d\u4ea4\u6613\u7b56\u7565\u7684\u5f00\u53d1\u548c\u5b9e\u73b0 \u5b66\u4e60\u5982\u4f55\u6839\u636e\u4e0d\u540c\u7684\u4ea4\u6613\u9700\u6c42\uff0c\u81ea\u5b9a\u4e49\u4ea4\u6613\u7b56\u7565\u7684\u7279\u5f81\u3001\u5956\u52b1\u51fd\u6570\u3001\u4ea4\u6613\u89c4\u5219\u7b49\uff0c\u5e76\u4f7f\u7528\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u8fdb\u884c\u4f18\u5316\u3002<\/li>\n\n\n\n<li>\u80fd\u591f\u5e94\u7528FinRL\u6846\u67b6\u5f00\u53d1\u5b9e\u9645\u4ea4\u6613\u7b56\u7565 \u901a\u8fc7\u672c\u8bfe\u7a0b\u7684\u5b66\u4e60\uff0c\u60a8\u5c06\u5177\u5907\u5229\u7528FinRL\u6846\u67b6\u5f00\u53d1\u5b9e\u9645\u4ea4\u6613\u7b56\u7565\u7684\u80fd\u529b\uff0c\u4ece\u800c\u5e94\u5bf9\u91d1\u878d\u5e02\u573a\u7684\u6311\u6218\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u4e8c\u3001\u5b66\u4e60\u6210\u679c<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u638c\u63e1\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u7684\u539f\u7406 \u4e86\u89e3Q-learning\u3001DQN\u3001PPO\u7b49\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u7684\u539f\u7406\u548c\u5e94\u7528\u573a\u666f\uff0c\u638c\u63e1\u5982\u4f55\u4f7f\u7528\u8fd9\u4e9b\u7b97\u6cd5\u6765\u8bad\u7ec3\u4ea4\u6613\u7b56\u7565\u3002<\/li>\n\n\n\n<li>\u719f\u6089FinRL\u6846\u67b6\u7684\u4f7f\u7528 \u5b66\u4e60\u5982\u4f55\u4f7f\u7528FinRL\u6846\u67b6\u6784\u5efa\u91d1\u878d\u4ea4\u6613\u73af\u5883\u3001\u6570\u636e\u5904\u7406\u3001\u6a21\u578b\u9009\u62e9\u3001\u8d85\u53c2\u6570\u8c03\u4f18\u7b49\u65b9\u9762\u7684\u77e5\u8bc6\uff0c\u638c\u63e1\u5982\u4f55\u5e94\u7528FinRL\u6846\u67b6\u5f00\u53d1\u4ea4\u6613\u7b56\u7565\u3002<\/li>\n\n\n\n<li>\u719f\u7ec3\u8fd0\u7528Python\u7f16\u7a0b\u8bed\u8a00 \u5b66\u4e60\u5982\u4f55\u4f7f\u7528Python\u7f16\u7a0b\u8bed\u8a00\u8fdb\u884c\u91d1\u878d\u6570\u636e\u5904\u7406\u3001\u4ea4\u6613\u7b56\u7565\u5f00\u53d1\u7b49\u65b9\u9762\u7684\u77e5\u8bc6\uff0c\u638c\u63e1\u5982\u4f55\u4f7f\u7528Python\u4e0eFinRL\u6846\u67b6\u8fdb\u884c\u4ea4\u4e92\u3002<\/li>\n\n\n\n<li>\u80fd\u591f\u5f00\u53d1\u57fa\u4e8e\u5f3a\u5316\u5b66\u4e60\u7684\u4ea4\u6613\u7b56\u7565 \u5b66\u4e60\u5982\u4f55\u6839\u636e\u4e0d\u540c\u7684\u4ea4\u6613\u9700\u6c42\uff0c\u81ea\u5b9a\u4e49\u4ea4\u6613\u7b56\u7565\u7684\u7279\u5f81\u3001\u5956\u52b1\u51fd\u6570\u3001\u4ea4\u6613\u89c4\u5219\u7b49\uff0c\u5e76\u4f7f\u7528\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u8fdb\u884c\u4f18\u5316\uff0c\u4ee5\u5b9e\u73b0\u66f4\u597d\u7684\u6295\u8d44\u56de\u62a5\u7387\u3002<\/li>\n\n\n\n<li>\u80fd\u591f\u4f7f\u7528FinRL\u6846\u67b6\u5f00\u53d1\u5b9e\u9645\u4ea4\u6613\u7b56\u7565 \u901a\u8fc7\u672c\u8bfe\u7a0b\u7684\u5b66\u4e60\uff0c\u60a8\u5c06\u5177\u5907\u5229\u7528FinRL\u6846\u67b6\u5f00\u53d1\u5b9e\u9645\u4ea4\u6613\u7b56\u7565\u7684\u80fd\u529b\uff0c\u4ece\u800c\u5e94\u5bf9\u91d1\u878d\u5e02\u573a\u7684\u6311\u6218\u3002<\/li>\n<\/ol>\n\n\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>\u8bf7\u7ee7\u7eed<\/p>\n\n\n\n<p>\u5f53\u7136\uff0c\u4ee5\u4e0b\u662fFinRL\u6559\u7a0b\u7684\u76ee\u6807\u548c\u5b66\u4e60\u6210\u679c\u7684\u8be6\u7ec6\u89e3\u91ca\uff08\u7eed\uff09\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"6\">\n<li>\u638c\u63e1\u4ea4\u6613\u7b56\u7565\u8bc4\u4f30\u548c\u4f18\u5316\u65b9\u6cd5 \u5b66\u4e60\u5982\u4f55\u4f7f\u7528Pyfolio\u7b49\u5de5\u5177\u5bf9\u4ea4\u6613\u7b56\u7565\u8fdb\u884c\u8bc4\u4f30\u548c\u4f18\u5316\uff0c\u4ee5\u63d0\u9ad8\u4ea4\u6613\u7b56\u7565\u7684\u6548\u679c\u548c\u7a33\u5b9a\u6027\u3002<\/li>\n\n\n\n<li>\u80fd\u591f\u4f7f\u7528FinRL\u6846\u67b6\u5f00\u53d1\u591a\u79cd\u4ea4\u6613\u7b56\u7565 \u5b66\u4e60\u5982\u4f55\u5f00\u53d1\u57fa\u4e8e\u6280\u672f\u5206\u6790\u3001\u57fa\u4e8e\u57fa\u672c\u9762\u5206\u6790\u3001\u9ad8\u9891\u4ea4\u6613\u7b49\u591a\u79cd\u4ea4\u6613\u7b56\u7565\uff0c\u5e76\u80fd\u591f\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u8fdb\u884c\u9a8c\u8bc1\u548c\u4f18\u5316\u3002<\/li>\n\n\n\n<li>\u80fd\u591f\u4f7f\u7528FinRL\u6846\u67b6\u5b9e\u73b0\u6a21\u578b\u90e8\u7f72\u548c\u5b9e\u9645\u5e94\u7528 \u5b66\u4e60\u5982\u4f55\u4f7f\u7528FinRL\u6846\u67b6\u5b9e\u73b0\u6a21\u578b\u4fdd\u5b58\u548c\u52a0\u8f7d\uff0c\u4ee5\u53ca\u5982\u4f55\u5c06\u6a21\u578b\u90e8\u7f72\u5230\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u4ee5\u5b9e\u73b0\u81ea\u52a8\u5316\u4ea4\u6613\u3002<\/li>\n\n\n\n<li>\u719f\u6089\u91d1\u878d\u4ea4\u6613\u5e02\u573a\u548c\u6295\u8d44\u7406\u5ff5 \u4e86\u89e3\u91d1\u878d\u5e02\u573a\u7684\u57fa\u672c\u77e5\u8bc6\uff0c\u5b66\u4e60\u6295\u8d44\u7406\u5ff5\u548c\u98ce\u9669\u7ba1\u7406\u7684\u57fa\u672c\u65b9\u6cd5\uff0c\u4ee5\u66f4\u597d\u5730\u5f00\u53d1\u548c\u5b9e\u73b0\u4ea4\u6613\u7b56\u7565\u3002<\/li>\n\n\n\n<li>\u5177\u5907\u8fdb\u4e00\u6b65\u5b66\u4e60\u7684\u57fa\u7840 \u901a\u8fc7\u672c\u8bfe\u7a0b\u7684\u5b66\u4e60\uff0c\u60a8\u5c06\u638c\u63e1\u91d1\u878d\u9886\u57df\u3001\u5f3a\u5316\u5b66\u4e60\u3001Python\u7f16\u7a0b\u7b49\u65b9\u9762\u7684\u77e5\u8bc6\u548c\u6280\u80fd\uff0c\u4e3a\u8fdb\u4e00\u6b65\u6df1\u5165\u5b66\u4e60\u548c\u5e94\u7528\u6253\u4e0b\u575a\u5b9e\u7684\u57fa\u7840\u3002<\/li>\n<\/ol>\n\n\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>\u8bf7\u8be6\u7ec6\u89e3\u91ca\u5f3a\u5316\u5b66\u4e60\u6982\u8ff0<\/p>\n\n\n\n<p>\u5f53\u7136\uff0c\u4ee5\u4e0b\u662f\u5f3a\u5316\u5b66\u4e60\u6982\u8ff0\u7684\u8be6\u7ec6\u89e3\u91ca\uff1a<\/p>\n\n\n\n<p>\u5f3a\u5316\u5b66\u4e60\u662f\u4e00\u79cd\u901a\u8fc7\u4e0e\u73af\u5883\u8fdb\u884c\u4ea4\u4e92\uff0c\u4ece\u800c\u83b7\u5f97\u6700\u5927\u5316\u957f\u671f\u5956\u52b1\u7684\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\u3002\u4e0e\u76d1\u7763\u5b66\u4e60\u548c\u65e0\u76d1\u7763\u5b66\u4e60\u4e0d\u540c\uff0c\u5f3a\u5316\u5b66\u4e60\u7684\u5b66\u4e60\u76ee\u6807\u662f\u6700\u5927\u5316\u957f\u671f\u7d2f\u79ef\u5956\u52b1\uff0c\u800c\u4e0d\u662f\u5b66\u4e60\u4e00\u4e2a\u6620\u5c04\u51fd\u6570\u6216\u8005\u53d1\u73b0\u6570\u636e\u4e2d\u7684\u89c4\u5f8b\u3002<\/p>\n\n\n\n<p>\u5728\u5f3a\u5316\u5b66\u4e60\u4e2d\uff0c\u667a\u80fd\u4f53\uff08Agent\uff09\u548c\u73af\u5883\u4e0d\u65ad\u8fdb\u884c\u4ea4\u4e92\u3002\u667a\u80fd\u4f53\u63a5\u6536\u73af\u5883\u7684\u72b6\u6001\uff08State\uff09\uff0c\u5e76\u6839\u636e\u72b6\u6001\u91c7\u53d6\u884c\u52a8\uff08Action\uff09\uff0c\u63a5\u7740\u73af\u5883\u8fd4\u56de\u4e00\u4e2a\u65b0\u7684\u72b6\u6001\u548c\u5956\u52b1\u4fe1\u53f7\uff08Reward\uff09\uff0c\u667a\u80fd\u4f53\u6839\u636e\u5956\u52b1\u4fe1\u53f7\u6765\u66f4\u65b0\u81ea\u5df1\u7684\u7b56\u7565\uff0c\u518d\u8fdb\u884c\u4e0b\u4e00\u6b21\u7684\u51b3\u7b56\uff0c\u5982\u6b64\u5f80\u590d\uff0c\u76f4\u5230\u4efb\u52a1\u5b8c\u6210\u3002<\/p>\n\n\n\n<p>\u5f3a\u5316\u5b66\u4e60\u7684\u5173\u952e\u662f\u5956\u52b1\u51fd\u6570\u7684\u8bbe\u8ba1\u3002\u5956\u52b1\u51fd\u6570\u7528\u6765\u8861\u91cf\u667a\u80fd\u4f53\u5728\u5f53\u524d\u72b6\u6001\u4e0b\u6240\u91c7\u53d6\u884c\u52a8\u7684\u597d\u574f\u3002\u667a\u80fd\u4f53\u7684\u76ee\u6807\u662f\u901a\u8fc7\u4e0d\u65ad\u7684\u8bd5\u9519\u6765\u6700\u5927\u5316\u957f\u671f\u5956\u52b1\u3002\u56e0\u6b64\uff0c\u5408\u7406\u7684\u5956\u52b1\u51fd\u6570\u8bbe\u8ba1\u5bf9\u4e8e\u5f3a\u5316\u5b66\u4e60\u7684\u6210\u529f\u81f3\u5173\u91cd\u8981\u3002<\/p>\n\n\n\n<p>\u5f3a\u5316\u5b66\u4e60\u5728\u91d1\u878d\u9886\u57df\u7684\u5e94\u7528\u6709\u5f88\u591a\uff0c\u4f8b\u5982\u5728\u80a1\u7968\u4ea4\u6613\u4e2d\uff0c\u667a\u80fd\u4f53\u53ef\u4ee5\u6839\u636e\u5f53\u524d\u7684\u5e02\u573a\u72b6\u6001\u548c\u5386\u53f2\u4ea4\u6613\u6570\u636e\u6765\u505a\u51fa\u4ea4\u6613\u51b3\u7b56\uff0c\u4ee5\u6700\u5927\u5316\u6295\u8d44\u56de\u62a5\u7387\u3002<\/p>\n\n\n\n<p>\u5e38\u7528\u7684\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u6709Q-learning\u3001DQN\u3001PPO\u7b49\uff0c\u8fd9\u4e9b\u7b97\u6cd5\u5728\u91d1\u878d\u9886\u57df\u7684\u5e94\u7528\u4e5f\u5f97\u5230\u4e86\u5e7f\u6cdb\u7684\u7814\u7a76\u548c\u63a2\u7d22\u3002<\/p>\n\n\n\n<p>\u603b\u4e4b\uff0c\u5f3a\u5316\u5b66\u4e60\u662f\u4e00\u79cd\u901a\u8fc7\u4e0e\u73af\u5883\u4ea4\u4e92\u6765\u5b9e\u73b0\u6700\u5927\u5316\u957f\u671f\u5956\u52b1\u7684\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\uff0c\u5176\u5e94\u7528\u6db5\u76d6\u5e7f\u6cdb\uff0c\u5c24\u5176\u5728\u91d1\u878d\u4ea4\u6613\u9886\u57df\u6709\u7740\u5de8\u5927\u7684\u5e94\u7528\u6f5c\u529b\u3002<\/p>\n\n\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>\u8bf7\u8be6\u7ec6\u89e3\u91caMDP\uff08\u9a6c\u5c14\u53ef\u592b\u51b3\u7b56\u8fc7\u7a0b\uff09<\/p>\n\n\n\n<p>\u5f53\u7136\uff0c\u4ee5\u4e0b\u662fMDP\uff08\u9a6c\u5c14\u53ef\u592b\u51b3\u7b56\u8fc7\u7a0b\uff09\u7684\u8be6\u7ec6\u89e3\u91ca\uff1a<\/p>\n\n\n\n<p>MDP\u662f\u5f3a\u5316\u5b66\u4e60\u4e2d\u6700\u57fa\u7840\u7684\u6570\u5b66\u6846\u67b6\u4e4b\u4e00\u3002MDP\u63cf\u8ff0\u4e86\u4e00\u4e2a\u667a\u80fd\u4f53\uff08Agent\uff09\u5728\u4e00\u4e2a\u79bb\u6563\u7684\u65f6\u95f4\u6b65\u5e8f\u5217\u4e2d\u4e0e\u73af\u5883\u7684\u4ea4\u4e92\u3002\u5728\u6bcf\u4e2a\u65f6\u95f4\u6b65\uff0c\u667a\u80fd\u4f53\u63a5\u6536\u5f53\u524d\u7684\u73af\u5883\u72b6\u6001\uff08State\uff09\uff0c\u5e76\u91c7\u53d6\u884c\u52a8\uff08Action\uff09\uff0c\u63a5\u7740\u73af\u5883\u6309\u7167\u4e00\u5b9a\u7684\u6982\u7387\u5206\u5e03\uff0c\u5c06\u72b6\u6001\u8f6c\u79fb\u81f3\u4e0b\u4e00\u4e2a\u72b6\u6001\uff0c\u540c\u65f6\u667a\u80fd\u4f53\u83b7\u5f97\u4e00\u4e2a\u5956\u52b1\uff08Reward\uff09\u3002\u8fd9\u4e2a\u5e8f\u5217\u7684\u76ee\u6807\u662f\u6700\u5927\u5316\u671f\u671b\u6298\u6263\u56de\u62a5\uff0c\u5373\u5728\u6240\u6709\u65f6\u95f4\u6b65\u4e2d\u5956\u52b1\u7684\u52a0\u6743\u548c\u3002<\/p>\n\n\n\n<p>MDP\u7684\u7279\u70b9\u5305\u62ec\u4ee5\u4e0b\u51e0\u70b9\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u72b6\u6001\u8f6c\u79fb\u6982\u7387\u72ec\u7acb\u4e8e\u65f6\u95f4\uff0c\u5373\u5f53\u524d\u72b6\u6001\u548c\u4e4b\u524d\u7684\u72b6\u6001\u65e0\u5173\uff0c\u53ea\u4e0e\u5f53\u524d\u7684\u884c\u52a8\u6709\u5173\u3002\u8fd9\u4e2a\u7279\u6027\u79f0\u4e3a\u9a6c\u5c14\u53ef\u592b\u6027\u8d28\uff0c\u662fMDP\u7684\u6838\u5fc3\u7279\u70b9\u4e4b\u4e00\u3002<\/li>\n\n\n\n<li>\u73af\u5883\u7684\u72b6\u6001\u548c\u5956\u52b1\u4fe1\u53f7\u662f\u7531\u73af\u5883\u786e\u5b9a\u7684\uff0c\u667a\u80fd\u4f53\u65e0\u6cd5\u76f4\u63a5\u63a7\u5236\u3002\u667a\u80fd\u4f53\u7684\u76ee\u6807\u662f\u901a\u8fc7\u91c7\u53d6\u6700\u4f73\u884c\u52a8\uff0c\u6700\u5927\u5316\u671f\u671b\u6298\u6263\u56de\u62a5\u3002<\/li>\n\n\n\n<li>\u72b6\u6001\u7a7a\u95f4\u3001\u884c\u52a8\u7a7a\u95f4\u3001\u5956\u52b1\u51fd\u6570\u548c\u72b6\u6001\u8f6c\u79fb\u6982\u7387\u90fd\u662f\u5df2\u77e5\u7684\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u5728MDP\u4e2d\uff0c\u667a\u80fd\u4f53\u7684\u76ee\u6807\u662f\u5bfb\u627e\u4e00\u4e2a\u6700\u4f18\u7b56\u7565\uff08Policy\uff09\uff0c\u4f7f\u5f97\u5728\u8be5\u7b56\u7565\u4e0b\u7684\u957f\u671f\u5956\u52b1\u6700\u5927\u3002MDP\u95ee\u9898\u53ef\u4ee5\u4f7f\u7528\u52a8\u6001\u89c4\u5212\u7b97\u6cd5\u6216\u8005\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u6765\u6c42\u89e3\u3002\u5176\u4e2d\uff0c\u52a8\u6001\u89c4\u5212\u7b97\u6cd5\u4e3b\u8981\u5305\u62ec\u503c\u8fed\u4ee3\u548c\u7b56\u7565\u8fed\u4ee3\u4e24\u79cd\uff0c\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u4e3b\u8981\u5305\u62ecQ-learning\u3001Sarsa\u3001DQN\u3001PPO\u7b49\u3002<\/p>\n\n\n\n<p>\u5728\u91d1\u878d\u9886\u57df\u4e2d\uff0cMDP\u53ef\u4ee5\u88ab\u7528\u4e8e\u80a1\u7968\u4ea4\u6613\u7b56\u7565\u7684\u5f00\u53d1\u3002\u4f8b\u5982\uff0c\u5728\u4f7f\u7528MDP\u6a21\u578b\u8fdb\u884c\u4ea4\u6613\u7b56\u7565\u5f00\u53d1\u65f6\uff0c\u53ef\u4ee5\u5c06\u5f53\u524d\u80a1\u7968\u4ef7\u683c\u3001\u4ea4\u6613\u91cf\u7b49\u4f5c\u4e3a\u72b6\u6001\uff0c\u5c06\u4e70\u5165\u3001\u5356\u51fa\u3001\u6301\u6709\u7b49\u4f5c\u4e3a\u884c\u52a8\uff0c\u5c06\u7d2f\u79ef\u5229\u6da6\u4f5c\u4e3a\u5956\u52b1\u3002\u5728\u6b64\u57fa\u7840\u4e0a\uff0c\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u8bad\u7ec3\u667a\u80fd\u4f53\u7684\u7b56\u7565\uff0c\u4ee5\u83b7\u5f97\u66f4\u597d\u7684\u4ea4\u6613\u56de\u62a5\u7387\u3002<\/p>\n\n\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>\u8bf7\u8be6\u7ec6\u89e3\u91ca\u57fa\u672c\u7b97\u6cd5\uff1aQ-learning\u3001DQN\u3001PPO\u7b49<\/p>\n\n\n\n<p>\u5f53\u7136\uff0c\u4ee5\u4e0b\u662fQ-learning\u3001DQN\u3001PPO\u7b49\u5f3a\u5316\u5b66\u4e60\u57fa\u672c\u7b97\u6cd5\u7684\u8be6\u7ec6\u89e3\u91ca\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Q-learning<\/li>\n<\/ol>\n\n\n\n<p>Q-learning\u662f\u4e00\u79cd\u57fa\u4e8e\u503c\u51fd\u6570\u7684\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\uff0c\u5b83\u662f\u4e00\u4e2a\u6a21\u578b\u65e0\u5173\uff08model-free\uff09\u7684\u7b97\u6cd5\uff0c\u53ef\u4ee5\u7528\u6765\u89e3\u51b3MDP\u95ee\u9898\u3002Q-learning\u901a\u8fc7\u8fed\u4ee3\u5730\u66f4\u65b0Q\u503c\u51fd\u6570\uff08Q-value function\uff09\u6765\u6700\u5927\u5316\u957f\u671f\u7d2f\u79ef\u5956\u52b1\u3002Q\u503c\u51fd\u6570\u8868\u793a\u5728\u5f53\u524d\u72b6\u6001\u4e0b\uff0c\u91c7\u53d6\u67d0\u4e2a\u884c\u52a8\u540e\u80fd\u591f\u83b7\u5f97\u7684\u671f\u671b\u56de\u62a5\u3002Q-learning\u7b97\u6cd5\u901a\u8fc7\u4e0d\u65ad\u5730\u66f4\u65b0Q\u503c\u51fd\u6570\uff0c\u4f7f\u5176\u903c\u8fd1\u6700\u4f18Q\u503c\u51fd\u6570\uff0c\u4ece\u800c\u5f97\u5230\u6700\u4f18\u7b56\u7565\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"2\">\n<li>DQN<\/li>\n<\/ol>\n\n\n\n<p>DQN\u662f\u4e00\u79cd\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\uff0c\u7528\u4e8e\u89e3\u51b3\u8fde\u7eed\u7684\u72b6\u6001\u7a7a\u95f4\u548c\u884c\u52a8\u7a7a\u95f4\u3002DQN\u4f7f\u7528\u795e\u7ecf\u7f51\u7edc\u6765\u903c\u8fd1Q\u503c\u51fd\u6570\uff0c\u4ece\u800c\u5b9e\u73b0\u66f4\u52a0\u51c6\u786e\u548c\u9ad8\u6548\u7684Q\u503c\u51fd\u6570\u4f30\u8ba1\u3002\u6b64\u5916\uff0cDQN\u8fd8\u5f15\u5165\u4e86\u7ecf\u9a8c\u56de\u653e\u673a\u5236\u548c\u76ee\u6807\u7f51\u7edc\u7b49\u6280\u672f\uff0c\u4ee5\u89e3\u51b3\u795e\u7ecf\u7f51\u7edc\u4e0d\u7a33\u5b9a\u548c\u8fc7\u5ea6\u62df\u5408\u7b49\u95ee\u9898\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"3\">\n<li>PPO<\/li>\n<\/ol>\n\n\n\n<p>PPO\u662f\u4e00\u79cd\u57fa\u4e8e\u7b56\u7565\u68af\u5ea6\u7684\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\uff0c\u5b83\u4f7f\u7528\u4e00\u79cd\u88ab\u79f0\u4e3a\u8fd1\u7aef\u7b56\u7565\u4f18\u5316\uff08Proximal Policy Optimization\uff0cPPO\uff09\u7684\u65b9\u6cd5\u6765\u63d0\u9ad8\u7b56\u7565\u7684\u7a33\u5b9a\u6027\u548c\u6536\u655b\u901f\u5ea6\u3002PPO\u4f7f\u7528\u4e00\u79cd\u5207\u7ebf\u8fd1\u4f3c\u7684\u65b9\u6cd5\u6765\u9650\u5236\u7b56\u7565\u66f4\u65b0\u7684\u5e45\u5ea6\uff0c\u4ee5\u907f\u514d\u8fc7\u5ea6\u4f18\u5316\u7b56\u7565\uff0c\u4ece\u800c\u5b9e\u73b0\u66f4\u52a0\u7a33\u5b9a\u7684\u8bad\u7ec3\u8fc7\u7a0b\u548c\u66f4\u597d\u7684\u6027\u80fd\u8868\u73b0\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e9b\u57fa\u672c\u7684\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u90fd\u662f\u53ef\u4ee5\u5e94\u7528\u5728\u91d1\u878d\u4ea4\u6613\u9886\u57df\u7684\u3002\u4f8b\u5982\uff0c\u5728\u4f7f\u7528Q-learning\u8fdb\u884c\u80a1\u7968\u4ea4\u6613\u7b56\u7565\u5f00\u53d1\u65f6\uff0c\u53ef\u4ee5\u5c06\u5f53\u524d\u80a1\u7968\u4ef7\u683c\u3001\u4ea4\u6613\u91cf\u7b49\u4f5c\u4e3a\u72b6\u6001\uff0c\u5c06\u4e70\u5165\u3001\u5356\u51fa\u3001\u6301\u6709\u7b49\u4f5c\u4e3a\u884c\u52a8\uff0c\u5c06\u7d2f\u79ef\u5229\u6da6\u4f5c\u4e3a\u5956\u52b1\u3002\u5728\u6b64\u57fa\u7840\u4e0a\uff0c\u901a\u8fc7Q-learning\u7b97\u6cd5\u8bad\u7ec3\u667a\u80fd\u4f53\u7684\u7b56\u7565\uff0c\u4ee5\u83b7\u5f97\u66f4\u597d\u7684\u4ea4\u6613\u56de\u62a5\u7387\u3002\u540c\u6837\u7684\uff0cDQN\u548cPPO\u7b49\u7b97\u6cd5\u4e5f\u53ef\u4ee5\u5e94\u7528\u4e8e\u91d1\u878d\u4ea4\u6613\u9886\u57df\u7684\u7b56\u7565\u5f00\u53d1\u4e2d\u3002<\/p>\n\n\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>\u8bf7\u7ee7\u7eed<\/p>\n\n\n\n<p>\u5f53\u7136\uff0c\u4ee5\u4e0b\u662fQ-learning\u3001DQN\u3001PPO\u7b49\u5f3a\u5316\u5b66\u4e60\u57fa\u672c\u7b97\u6cd5\u7684\u8be6\u7ec6\u89e3\u91ca\uff08\u7eed\uff09\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"4\">\n<li>SARSA<\/li>\n<\/ol>\n\n\n\n<p>SARSA\u662f\u4e00\u79cd\u57fa\u4e8e\u503c\u51fd\u6570\u7684\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\uff0c\u4e5f\u662f\u4e00\u79cd\u6a21\u578b\u65e0\u5173\u7684\u7b97\u6cd5\uff0c\u7528\u4e8e\u89e3\u51b3MDP\u95ee\u9898\u3002SARSA\u7b97\u6cd5\u4f7f\u7528\u4e00\u4e2aQ\u503c\u51fd\u6570\u6765\u4f30\u8ba1\u5728\u5f53\u524d\u72b6\u6001\u4e0b\u91c7\u53d6\u67d0\u4e2a\u884c\u52a8\u540e\u80fd\u591f\u83b7\u5f97\u7684\u671f\u671b\u56de\u62a5\uff0c\u5e76\u901a\u8fc7\u8fed\u4ee3\u66f4\u65b0Q\u503c\u51fd\u6570\u6765\u5f97\u5230\u6700\u4f18\u7b56\u7565\u3002\u4e0eQ-learning\u4e0d\u540c\u7684\u662f\uff0cSARSA\u4f7f\u7528\u7684\u662f\u540c\u7b56\u7565\uff08on-policy\uff09\u7684\u65b9\u6cd5\uff0c\u5373\u4f7f\u7528\u5f53\u524d\u7684\u7b56\u7565\u6765\u9009\u62e9\u4e0b\u4e00\u6b65\u7684\u884c\u52a8\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"5\">\n<li>TRPO<\/li>\n<\/ol>\n\n\n\n<p>TRPO\u662f\u4e00\u79cd\u57fa\u4e8e\u7b56\u7565\u68af\u5ea6\u7684\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\uff0c\u4e0ePPO\u76f8\u4f3c\uff0c\u5b83\u4e5f\u4f7f\u7528\u4e86\u8fd1\u7aef\u7b56\u7565\u4f18\u5316\u65b9\u6cd5\u6765\u4fdd\u8bc1\u7b56\u7565\u7684\u7a33\u5b9a\u6027\u3002TRPO\u7b97\u6cd5\u901a\u8fc7\u5bf9\u7b56\u7565\u66f4\u65b0\u7684\u5e45\u5ea6\u8fdb\u884c\u7ea6\u675f\u6765\u4fdd\u8bc1\u6536\u655b\u6027\u548c\u7a33\u5b9a\u6027\u3002\u6b64\u5916\uff0cTRPO\u8fd8\u5f15\u5165\u4e86\u4e00\u79cd\u65b0\u7684\u53d8\u91cf\uff0c\u53eb\u505a\u81ea\u7136\u68af\u5ea6\uff0c\u7528\u6765\u63d0\u9ad8\u7b97\u6cd5\u7684\u6536\u655b\u901f\u5ea6\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"6\">\n<li>SAC<\/li>\n<\/ol>\n\n\n\n<p>SAC\u662f\u4e00\u79cd\u57fa\u4e8e\u7b56\u7565\u68af\u5ea6\u7684\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\uff0c\u5b83\u662f\u4e00\u79cd\u6a21\u578b\u65e0\u5173\u7684\u7b97\u6cd5\uff0c\u7528\u4e8e\u89e3\u51b3\u8fde\u7eed\u7684\u72b6\u6001\u7a7a\u95f4\u548c\u884c\u52a8\u7a7a\u95f4\u3002SAC\u7b97\u6cd5\u4f7f\u7528\u4e00\u4e2aQ\u503c\u51fd\u6570\u548c\u4e00\u4e2a\u7b56\u7565\u7f51\u7edc\u6765\u8fd1\u4f3c\u6700\u4f18\u7b56\u7565\uff0c\u901a\u8fc7\u5bf9\u7b56\u7565\u548cQ\u503c\u51fd\u6570\u7684\u66f4\u65b0\u6765\u6700\u5927\u5316\u957f\u671f\u7d2f\u79ef\u5956\u52b1\u3002SAC\u7b97\u6cd5\u901a\u8fc7\u589e\u52a0\u71b5\u6b63\u5219\u5316\u9879\u6765\u4fc3\u8fdb\u7b56\u7565\u7684\u63a2\u7d22\u6027\uff0c\u4ece\u800c\u63d0\u9ad8\u7b97\u6cd5\u7684\u6027\u80fd\u3002<\/p>\n\n\n\n<p>\u603b\u4e4b\uff0c\u8fd9\u4e9b\u57fa\u672c\u7684\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u90fd\u662f\u53ef\u4ee5\u5e94\u7528\u5728\u91d1\u878d\u4ea4\u6613\u9886\u57df\u7684\uff0c\u7528\u4e8e\u89e3\u51b3MDP\u95ee\u9898\uff0c\u901a\u8fc7\u8fed\u4ee3\u66f4\u65b0Q\u503c\u51fd\u6570\u6216\u8005\u7b56\u7565\u6765\u5f97\u5230\u6700\u4f18\u7b56\u7565\uff0c\u4ece\u800c\u5b9e\u73b0\u66f4\u597d\u7684\u4ea4\u6613\u56de\u62a5\u7387\u3002\u4e0d\u540c\u7684\u7b97\u6cd5\u5728\u89e3\u51b3\u4e0d\u540c\u7684\u95ee\u9898\u4e0a\u6709\u5176\u5404\u81ea\u7684\u4f18\u7f3a\u70b9\uff0c\u9700\u8981\u6839\u636e\u5177\u4f53\u60c5\u51b5\u9009\u62e9\u5408\u9002\u7684\u7b97\u6cd5\u6765\u8fdb\u884c\u7b56\u7565\u5f00\u53d1\u3002<\/p>\n\n\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>\u8bf7\u8be6\u7ec6\u89e3\u91caFinRL\u73af\u5883\u914d\u7f6ePython\u73af\u5883\u51c6\u5907<\/p>\n\n\n\n<p>\u5f53\u7136\uff0c\u4ee5\u4e0b\u662fFinRL\u73af\u5883\u914d\u7f6e\u548cPython\u73af\u5883\u51c6\u5907\u7684\u8be6\u7ec6\u89e3\u91ca\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u786c\u4ef6\u73af\u5883\u8981\u6c42<\/li>\n<\/ol>\n\n\n\n<p>\u4e3a\u4e86\u4f7f\u7528FinRL\u8fdb\u884c\u5f3a\u5316\u5b66\u4e60\uff0c\u60a8\u9700\u8981\u4e00\u53f0\u914d\u5907\u6709NVIDIA GPU\u7684\u8ba1\u7b97\u673a\uff0c\u5efa\u8bae\u4f7f\u7528Tesla V100\u6216\u8005Titan V\u7b49\u9ad8\u7aef\u663e\u5361\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"2\">\n<li>\u8f6f\u4ef6\u73af\u5883\u8981\u6c42<\/li>\n<\/ol>\n\n\n\n<p>\u4e3a\u4e86\u4f7f\u7528FinRL\uff0c\u60a8\u9700\u8981\u5728\u8ba1\u7b97\u673a\u4e0a\u5b89\u88c5\u4ee5\u4e0b\u8f6f\u4ef6\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Anaconda<\/li>\n\n\n\n<li>Python 3.6\u4ee5\u4e0a\u7248\u672c<\/li>\n\n\n\n<li>PyTorch<\/li>\n\n\n\n<li>Gym<\/li>\n\n\n\n<li>Stable-Baselines3<\/li>\n\n\n\n<li>TA-Lib<\/li>\n\n\n\n<li>mplfinance<\/li>\n\n\n\n<li>Pyfolio<\/li>\n<\/ul>\n\n\n\n<p>\u60a8\u53ef\u4ee5\u901a\u8fc7\u5728\u7ec8\u7aef\u4e2d\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\u6765\u5b89\u88c5\u8fd9\u4e9b\u8f6f\u4ef6\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">luaCopy code<code>conda create --name finrl python=3.8\nconda activate finrl\nconda install pytorch torchvision torchaudio cudatoolkit=11.1 -c pytorch -c nvidia\npip install gym\npip install stable-baselines3\npip install ta-lib\npip install mplfinance\npip install pyfolio\n<\/code><\/pre>\n\n\n\n<ol class=\"wp-block-list\" start=\"3\">\n<li>\u4e0b\u8f7dFinRL\u4ee3\u7801\u5e93<\/li>\n<\/ol>\n\n\n\n<p>\u60a8\u53ef\u4ee5\u4eceFinRL\u7684GitHub\u4ee3\u7801\u5e93\u4e2d\u4e0b\u8f7d\u4ee3\u7801\uff0c\u94fe\u63a5\u4e3a\uff1a<a href=\"https:\/\/github.com\/AI4Finance-LLC\/FinRL%E3%80%82%E4%B8%8B%E8%BD%BD%E4%BB%A3%E7%A0%81%E5%90%8E%EF%BC%8C%E6%82%A8%E5%8F%AF%E4%BB%A5%E5%B0%86%E5%85%B6%E8%A7%A3%E5%8E%8B%E5%88%B0%E6%82%A8%E5%B8%8C%E6%9C%9B%E7%9A%84%E4%BD%8D%E7%BD%AE%EF%BC%8C%E8%BF%9B%E5%85%A5%E8%A7%A3%E5%8E%8B%E5%90%8E%E7%9A%84%E7%9B%AE%E5%BD%95%EF%BC%8C%E6%89%A7%E8%A1%8C%E4%BB%A5%E4%B8%8B%E5%91%BD%E4%BB%A4%E4%BB%A5%E5%AE%89%E8%A3%85FinRL\">https:\/\/github.com\/AI4Finance-LLC\/FinRL\u3002\u4e0b\u8f7d\u4ee3\u7801\u540e\uff0c\u60a8\u53ef\u4ee5\u5c06\u5176\u89e3\u538b\u5230\u60a8\u5e0c\u671b\u7684\u4f4d\u7f6e\uff0c\u8fdb\u5165\u89e3\u538b\u540e\u7684\u76ee\u5f55\uff0c\u6267\u884c\u4ee5\u4e0b\u547d\u4ee4\u4ee5\u5b89\u88c5FinRL<\/a>:<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">Copy code<code>pip install -e .\n<\/code><\/pre>\n\n\n\n<p>\u4ee5\u4e0a\u547d\u4ee4\u5c06\u4f1a\u5728\u60a8\u7684Python\u73af\u5883\u4e2d\u5b89\u88c5FinRL\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"4\">\n<li>\u914d\u7f6eJupyter Notebook<\/li>\n<\/ol>\n\n\n\n<p>\u4e3a\u4e86\u65b9\u4fbf\u4f7f\u7528FinRL\u8fdb\u884c\u4ea4\u4e92\u5f0f\u5f00\u53d1\uff0c\u5efa\u8bae\u60a8\u5b89\u88c5Jupyter Notebook\u6216\u8005Jupyter Lab\u3002\u60a8\u53ef\u4ee5\u901a\u8fc7\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\u6765\u5b89\u88c5\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">Copy code<code>pip install jupyterlab\n<\/code><\/pre>\n\n\n\n<p>\u5b89\u88c5\u5b8c\u6210\u540e\uff0c\u60a8\u53ef\u4ee5\u5728\u7ec8\u7aef\u4e2d\u6267\u884c\u4ee5\u4e0b\u547d\u4ee4\u6765\u542f\u52a8Jupyter Lab\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">Copy code<code>jupyter lab\n<\/code><\/pre>\n\n\n\n<p>\u901a\u8fc7\u6d4f\u89c8\u5668\u6253\u5f00Jupyter Lab\u9875\u9762\uff0c\u5e76\u521b\u5efa\u4e00\u4e2a\u65b0\u7684Notebook\uff0c\u60a8\u5c31\u53ef\u4ee5\u5f00\u59cb\u4f7f\u7528FinRL\u8fdb\u884c\u5f3a\u5316\u5b66\u4e60\u4efb\u52a1\u7684\u5f00\u53d1\u4e86\u3002<\/p>\n\n\n\n<p>\u603b\u4e4b\uff0c\u4ee5\u4e0a\u662f\u4f7f\u7528FinRL\u8fdb\u884c\u5f3a\u5316\u5b66\u4e60\u7684\u73af\u5883\u914d\u7f6e\u548cPython\u73af\u5883\u51c6\u5907\u7684\u8be6\u7ec6\u89e3\u91ca\uff0c\u60a8\u9700\u8981\u6309\u7167\u4ee5\u4e0a\u6b65\u9aa4\u8fdb\u884c\u5b89\u88c5\u548c\u914d\u7f6e\uff0c\u624d\u80fd\u5f00\u59cb\u4f7f\u7528FinRL\u8fdb\u884c\u5f3a\u5316\u5b66\u4e60\u4efb\u52a1\u7684\u5f00\u53d1\u3002<\/p>\n\n\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>\u8bf7\u8be6\u7ec6\u89e3\u91caFinRL\u73af\u5883\u914d\u7f6e\u5b89\u88c5FinRL\u5e93<\/p>\n\n\n\n<p>\u5f53\u7136\uff0c\u4ee5\u4e0b\u662fFinRL\u73af\u5883\u914d\u7f6e\u548c\u5b89\u88c5FinRL\u5e93\u7684\u8be6\u7ec6\u89e3\u91ca\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u5b89\u88c5Anaconda<\/li>\n<\/ol>\n\n\n\n<p>\u9996\u5148\uff0c\u60a8\u9700\u8981\u5b89\u88c5Anaconda\uff0c\u5b83\u662f\u4e00\u4e2aPython\u53d1\u884c\u7248\u548c\u5305\u7ba1\u7406\u5668\uff0c\u53ef\u4ee5\u5e2e\u52a9\u60a8\u8f7b\u677e\u5730\u5b89\u88c5\u548c\u7ba1\u7406Python\u5305\u3002\u60a8\u53ef\u4ee5\u4eceAnaconda\u7684\u5b98\u65b9\u7f51\u7ad9\uff08<a href=\"https:\/\/www.anaconda.com\/products\/individual%EF%BC%89%E4%B8%8B%E8%BD%BD%E9%80%82%E7%94%A8%E4%BA%8E%E6%82%A8%E6%93%8D%E4%BD%9C%E7%B3%BB%E7%BB%9F%E7%9A%84%E7%89%88%E6%9C%AC%E5%B9%B6%E8%BF%9B%E8%A1%8C%E5%AE%89%E8%A3%85%E3%80%82\">https:\/\/www.anaconda.com\/products\/individual\uff09\u4e0b\u8f7d\u9002\u7528\u4e8e\u60a8\u64cd\u4f5c\u7cfb\u7edf\u7684\u7248\u672c\u5e76\u8fdb\u884c\u5b89\u88c5\u3002<\/a><\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"2\">\n<li>\u521b\u5efa\u865a\u62df\u73af\u5883<\/li>\n<\/ol>\n\n\n\n<p>\u5728\u4f7f\u7528FinRL\u4e4b\u524d\uff0c\u5efa\u8bae\u60a8\u521b\u5efa\u4e00\u4e2aAnaconda\u865a\u62df\u73af\u5883\uff0c\u4ee5\u907f\u514d\u4e0e\u73b0\u6709\u7684Python\u73af\u5883\u4ea7\u751f\u51b2\u7a81\u3002\u60a8\u53ef\u4ee5\u5728\u7ec8\u7aef\u4e2d\u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\u521b\u5efa\u4e00\u4e2a\u540d\u4e3afinrl\u7684\u865a\u62df\u73af\u5883\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">luaCopy code<code>conda create --name finrl python=3.8\n<\/code><\/pre>\n\n\n\n<ol class=\"wp-block-list\" start=\"3\">\n<li>\u6fc0\u6d3b\u865a\u62df\u73af\u5883<\/li>\n<\/ol>\n\n\n\n<p>\u521b\u5efa\u865a\u62df\u73af\u5883\u540e\uff0c\u60a8\u9700\u8981\u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\u6fc0\u6d3b\u865a\u62df\u73af\u5883\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">Copy code<code>conda activate finrl\n<\/code><\/pre>\n\n\n\n<ol class=\"wp-block-list\" start=\"4\">\n<li>\u5b89\u88c5FinRL<\/li>\n<\/ol>\n\n\n\n<p>\u63a5\u4e0b\u6765\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\u6765\u5b89\u88c5FinRL\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">arduinoCopy code<code>pip install git+https:\/\/github.com\/AI4Finance-LLC\/FinRL.git\n<\/code><\/pre>\n\n\n\n<p>\u8fd9\u5c06\u4f1a\u4eceGitHub\u4ee3\u7801\u5e93\u4e2d\u83b7\u53d6\u6700\u65b0\u7684FinRL\u4ee3\u7801\uff0c\u5e76\u5c06\u5176\u5b89\u88c5\u5230\u60a8\u7684\u865a\u62df\u73af\u5883\u4e2d\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"5\">\n<li>\u5b89\u88c5\u5fc5\u8981\u7684\u4f9d\u8d56\u5e93<\/li>\n<\/ol>\n\n\n\n<p>\u5728\u4f7f\u7528FinRL\u4e4b\u524d\uff0c\u60a8\u8fd8\u9700\u8981\u5b89\u88c5\u4e00\u4e9b\u5fc5\u8981\u7684\u4f9d\u8d56\u5e93\uff0c\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Gym\uff1a\u7528\u4e8e\u6784\u5efa\u5f3a\u5316\u5b66\u4e60\u73af\u5883<\/li>\n\n\n\n<li>Stable-Baselines3\uff1a\u7528\u4e8e\u8bad\u7ec3\u548c\u6d4b\u8bd5\u5f3a\u5316\u5b66\u4e60\u6a21\u578b<\/li>\n\n\n\n<li>TA-Lib\uff1a\u7528\u4e8e\u8ba1\u7b97\u6280\u672f\u6307\u6807<\/li>\n\n\n\n<li>mplfinance\uff1a\u7528\u4e8e\u53ef\u89c6\u5316\u80a1\u7968\u4ef7\u683c\u6570\u636e<\/li>\n\n\n\n<li>Pyfolio\uff1a\u7528\u4e8e\u5bf9\u6295\u8d44\u7ec4\u5408\u7684\u56de\u6d4b\u548c\u5206\u6790<\/li>\n<\/ul>\n\n\n\n<p>\u60a8\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\u6765\u5b89\u88c5\u8fd9\u4e9b\u4f9d\u8d56\u5e93\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">vbnetCopy code<code>pip install gym stable-baselines3 ta-lib mplfinance pyfolio\n<\/code><\/pre>\n\n\n\n<p>\u5b89\u88c5\u5b8c\u6210\u540e\uff0c\u60a8\u5c31\u53ef\u4ee5\u4f7f\u7528FinRL\u8fdb\u884c\u5f3a\u5316\u5b66\u4e60\u4efb\u52a1\u7684\u5f00\u53d1\u4e86\u3002<\/p>\n\n\n\n<p>\u603b\u4e4b\uff0c\u4ee5\u4e0a\u662f\u4f7f\u7528FinRL\u8fdb\u884c\u5f3a\u5316\u5b66\u4e60\u7684\u73af\u5883\u914d\u7f6e\u548c\u5b89\u88c5FinRL\u5e93\u7684\u8be6\u7ec6\u89e3\u91ca\uff0c\u60a8\u9700\u8981\u6309\u7167\u4ee5\u4e0a\u6b65\u9aa4\u8fdb\u884c\u5b89\u88c5\u548c\u914d\u7f6e\uff0c\u624d\u80fd\u5f00\u59cb\u4f7f\u7528FinRL\u8fdb\u884c\u5f3a\u5316\u5b66\u4e60\u4efb\u52a1\u7684\u5f00\u53d1\u3002<\/p>\n\n\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>\u8bf7\u8be6\u7ec6\u89e3\u91caFinRL\u73af\u5883\u914d\u7f6e\u5b89\u88c5\u76f8\u5173\u4f9d\u8d56\u5e93<\/p>\n\n\n\n<p>\u5f53\u7136\uff0c\u4ee5\u4e0b\u662fFinRL\u73af\u5883\u914d\u7f6e\u548c\u5b89\u88c5\u76f8\u5173\u4f9d\u8d56\u5e93\u7684\u8be6\u7ec6\u89e3\u91ca\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Gym<\/li>\n<\/ol>\n\n\n\n<p>Gym\u662f\u4e00\u4e2a\u5f3a\u5316\u5b66\u4e60\u5e93\uff0c\u5b83\u63d0\u4f9b\u4e86\u4e00\u4e2a\u6807\u51c6\u5316\u7684\u63a5\u53e3\uff0c\u4f7f\u5f97\u5f00\u53d1\u4eba\u5458\u53ef\u4ee5\u8f7b\u677e\u5730\u6784\u5efa\u3001\u6d4b\u8bd5\u548c\u8bc4\u4f30\u5404\u79cd\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u3002\u60a8\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\u6765\u5b89\u88c5Gym\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">Copy code<code>pip install gym\n<\/code><\/pre>\n\n\n\n<ol class=\"wp-block-list\" start=\"2\">\n<li>Stable-Baselines3<\/li>\n<\/ol>\n\n\n\n<p>Stable-Baselines3\u662f\u4e00\u4e2a\u57fa\u4e8ePyTorch\u548cOpenAI Gym\u7684\u5f3a\u5316\u5b66\u4e60\u5e93\uff0c\u5b83\u63d0\u4f9b\u4e86\u4e00\u4e9b\u6d41\u884c\u7684\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\uff0c\u4f8b\u5982DQN\u3001PPO\u548cA2C\u7b49\u3002\u60a8\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\u6765\u5b89\u88c5Stable-Baselines3\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">Copy code<code>pip install stable-baselines3\n<\/code><\/pre>\n\n\n\n<ol class=\"wp-block-list\" start=\"3\">\n<li>TA-Lib<\/li>\n<\/ol>\n\n\n\n<p>TA-Lib\u662f\u4e00\u4e2a\u7528\u4e8e\u8ba1\u7b97\u6280\u672f\u6307\u6807\u7684\u5e93\uff0c\u5b83\u63d0\u4f9b\u4e86\u591a\u79cd\u6280\u672f\u6307\u6807\u7684\u8ba1\u7b97\u65b9\u6cd5\uff0c\u4f8b\u5982\u79fb\u52a8\u5e73\u5747\u7ebf\u3001MACD\u548cRSI\u7b49\u3002\u60a8\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\u6765\u5b89\u88c5TA-Lib\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">vbnetCopy code<code>pip install ta-lib\n<\/code><\/pre>\n\n\n\n<p>\u5728\u5b89\u88c5TA-Lib\u4e4b\u524d\uff0c\u60a8\u9700\u8981\u786e\u4fdd\u60a8\u7684\u7cfb\u7edf\u4e0a\u5df2\u7ecf\u5b89\u88c5\u4e86TA-Lib\u7684\u4f9d\u8d56\u5e93\uff0c\u4f8b\u5982libpng\u3001freetype\u548czlib\u7b49\u3002\u60a8\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\u5728Ubuntu\u7cfb\u7edf\u4e0a\u5b89\u88c5TA-Lib\u7684\u4f9d\u8d56\u5e93\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">arduinoCopy code<code>sudo apt-get install -y libpng-dev libfreetype6-dev zlib1g-dev\n<\/code><\/pre>\n\n\n\n<ol class=\"wp-block-list\" start=\"4\">\n<li>mplfinance<\/li>\n<\/ol>\n\n\n\n<p>mplfinance\u662f\u4e00\u4e2a\u7528\u4e8e\u53ef\u89c6\u5316\u80a1\u7968\u4ef7\u683c\u6570\u636e\u7684\u5e93\uff0c\u5b83\u57fa\u4e8eMatplotlib\u5e93\uff0c\u5e76\u63d0\u4f9b\u4e86\u591a\u79cd\u6837\u5f0f\u548c\u8bbe\u7f6e\u9009\u9879\uff0c\u4ee5\u5e2e\u52a9\u7528\u6237\u521b\u5efa\u5177\u6709\u5438\u5f15\u529b\u7684\u80a1\u7968\u56fe\u8868\u3002\u60a8\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\u6765\u5b89\u88c5mplfinance\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">Copy code<code>pip install mplfinance\n<\/code><\/pre>\n\n\n\n<ol class=\"wp-block-list\" start=\"5\">\n<li>Pyfolio<\/li>\n<\/ol>\n\n\n\n<p>Pyfolio\u662f\u4e00\u4e2a\u7528\u4e8e\u5bf9\u6295\u8d44\u7ec4\u5408\u7684\u56de\u6d4b\u548c\u5206\u6790\u7684\u5e93\uff0c\u5b83\u53ef\u4ee5\u5e2e\u52a9\u7528\u6237\u8bc4\u4f30\u6295\u8d44\u7ec4\u5408\u7684\u6027\u80fd\uff0c\u5e76\u63d0\u4f9b\u591a\u79cd\u6307\u6807\u548c\u56fe\u8868\uff0c\u4f8b\u5982\u590f\u666e\u6bd4\u7387\u3001\u6700\u5927\u56de\u64a4\u548c\u7d2f\u8ba1\u6536\u76ca\u7b49\u3002\u60a8\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\u6765\u5b89\u88c5Pyfolio\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">Copy code<code>pip install pyfolio\n<\/code><\/pre>\n\n\n\n<p>\u5b89\u88c5\u5b8c\u6210\u540e\uff0c\u60a8\u5c31\u53ef\u4ee5\u4f7f\u7528FinRL\u8fdb\u884c\u5f3a\u5316\u5b66\u4e60\u4efb\u52a1\u7684\u5f00\u53d1\u4e86\u3002<\/p>\n\n\n\n<p>\u603b\u4e4b\uff0c\u4ee5\u4e0a\u662f\u4f7f\u7528FinRL\u8fdb\u884c\u5f3a\u5316\u5b66\u4e60\u7684\u73af\u5883\u914d\u7f6e\u548c\u5b89\u88c5\u76f8\u5173\u4f9d\u8d56\u5e93\u7684\u8be6\u7ec6\u89e3\u91ca\uff0c\u60a8\u9700\u8981\u6309\u7167\u4ee5\u4e0a\u6b65\u9aa4\u8fdb\u884c\u5b89\u88c5\u548c\u914d\u7f6e\uff0c\u624d\u80fd\u5f00\u59cb\u4f7f\u7528FinRL\u8fdb\u884c\u5f3a\u5316\u5b66\u4e60\u4efb\u52a1\u7684\u5f00\u53d1\u3002<\/p>\n\n\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>\u8bf7\u8be6\u7ec6\u89e3\u91ca\u6570\u636e\u5904\u7406\u4e0e\u7279\u5f81\u5de5\u7a0b<\/p>\n\n\n\n<p>\u5f53\u7136\uff0c\u4ee5\u4e0b\u662f\u6570\u636e\u5904\u7406\u4e0e\u7279\u5f81\u5de5\u7a0b\u7684\u8be6\u7ec6\u89e3\u91ca\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u6570\u636e\u5904\u7406<\/li>\n<\/ol>\n\n\n\n<p>\u5728\u8fdb\u884c\u5f3a\u5316\u5b66\u4e60\u4efb\u52a1\u4e4b\u524d\uff0c\u60a8\u9700\u8981\u5148\u5904\u7406\u539f\u59cb\u6570\u636e\uff0c\u5c06\u5176\u8f6c\u6362\u4e3a\u53ef\u4ee5\u4f7f\u7528\u7684\u683c\u5f0f\u3002\u5728\u91d1\u878d\u4ea4\u6613\u9886\u57df\uff0c\u5e38\u89c1\u7684\u539f\u59cb\u6570\u636e\u5305\u62ec\u80a1\u7968\u4ef7\u683c\u6570\u636e\u3001\u80a1\u7968\u8d22\u52a1\u6570\u636e\u7b49\u3002<\/p>\n\n\n\n<p>\u6570\u636e\u5904\u7406\u7684\u5177\u4f53\u6b65\u9aa4\u53ef\u80fd\u56e0\u6570\u636e\u7c7b\u578b\u548c\u5e94\u7528\u573a\u666f\u800c\u5f02\uff0c\u4f46\u901a\u5e38\u5305\u62ec\u4ee5\u4e0b\u51e0\u4e2a\u6b65\u9aa4\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6570\u636e\u6e05\u6d17\uff1a\u5220\u9664\u6216\u586b\u5145\u7f3a\u5931\u503c\u3001\u5904\u7406\u5f02\u5e38\u503c\u3001\u53bb\u9664\u91cd\u590d\u6570\u636e\u7b49\u3002<\/li>\n\n\n\n<li>\u6570\u636e\u8f6c\u6362\uff1a\u5c06\u6570\u636e\u4ece\u539f\u59cb\u683c\u5f0f\u8f6c\u6362\u4e3a\u53ef\u7528\u4e8e\u5f3a\u5316\u5b66\u4e60\u7684\u683c\u5f0f\uff0c\u4f8b\u5982\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u6216\u8005\u9762\u677f\u6570\u636e\u3002<\/li>\n\n\n\n<li>\u7279\u5f81\u63d0\u53d6\uff1a\u4ece\u539f\u59cb\u6570\u636e\u4e2d\u63d0\u53d6\u6709\u610f\u4e49\u7684\u7279\u5f81\uff0c\u4f8b\u5982\u6280\u672f\u6307\u6807\u3001\u79fb\u52a8\u5e73\u5747\u7ebf\u7b49\u3002<\/li>\n\n\n\n<li>\u6570\u636e\u5f52\u4e00\u5316\uff1a\u5bf9\u6570\u636e\u8fdb\u884c\u5f52\u4e00\u5316\u6216\u6807\u51c6\u5316\uff0c\u4ee5\u4fbf\u4e8e\u6a21\u578b\u8bad\u7ec3\u548c\u6bd4\u8f83\u3002<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\" start=\"2\">\n<li>\u7279\u5f81\u5de5\u7a0b<\/li>\n<\/ol>\n\n\n\n<p>\u7279\u5f81\u5de5\u7a0b\u662f\u6307\u4ece\u539f\u59cb\u6570\u636e\u4e2d\u63d0\u53d6\u3001\u6784\u5efa\u548c\u9009\u62e9\u7279\u5f81\u7684\u8fc7\u7a0b\uff0c\u662f\u673a\u5668\u5b66\u4e60\u548c\u6570\u636e\u6316\u6398\u4efb\u52a1\u4e2d\u7684\u4e00\u4e2a\u91cd\u8981\u73af\u8282\u3002\u5728\u91d1\u878d\u4ea4\u6613\u9886\u57df\uff0c\u7279\u5f81\u5de5\u7a0b\u901a\u5e38\u5305\u62ec\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6280\u672f\u6307\u6807\uff1a\u4f8b\u5982\u79fb\u52a8\u5e73\u5747\u7ebf\u3001MACD\u3001RSI\u7b49\uff0c\u7528\u4e8e\u53cd\u6620\u80a1\u7968\u4ef7\u683c\u7684\u8d8b\u52bf\u3001\u52a8\u91cf\u548c\u6ce2\u52a8\u7b49\u7279\u5f81\u3002<\/li>\n\n\n\n<li>\u57fa\u672c\u9762\u6570\u636e\uff1a\u4f8b\u5982\u516c\u53f8\u8d22\u52a1\u6570\u636e\u3001\u7ecf\u6d4e\u6307\u6807\u7b49\uff0c\u7528\u4e8e\u53cd\u6620\u516c\u53f8\u7684\u76c8\u5229\u80fd\u529b\u3001\u8d22\u52a1\u72b6\u51b5\u548c\u5b8f\u89c2\u7ecf\u6d4e\u73af\u5883\u7b49\u7279\u5f81\u3002<\/li>\n\n\n\n<li>\u5e02\u573a\u60c5\u7eea\uff1a\u4f8b\u5982\u65b0\u95fb\u62a5\u9053\u3001\u793e\u4ea4\u5a92\u4f53\u7b49\uff0c\u7528\u4e8e\u53cd\u6620\u6295\u8d44\u8005\u60c5\u7eea\u548c\u5e02\u573a\u9884\u671f\u7b49\u7279\u5f81\u3002<\/li>\n\n\n\n<li>\u65f6\u95f4\u7279\u5f81\uff1a\u4f8b\u5982\u4ea4\u6613\u65e5\u3001\u5b63\u8282\u6027\u7b49\uff0c\u7528\u4e8e\u53cd\u6620\u65f6\u95f4\u76f8\u5173\u7684\u7279\u5f81\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u7279\u5f81\u5de5\u7a0b\u7684\u76ee\u7684\u662f\u63d0\u9ad8\u6a21\u578b\u7684\u6027\u80fd\u548c\u7a33\u5b9a\u6027\uff0c\u901a\u8fc7\u9009\u53d6\u5408\u9002\u7684\u7279\u5f81\u6765\u51cf\u5c11\u6a21\u578b\u7684\u8bef\u5dee\u548c\u6cdb\u5316\u8bef\u5dee\u3002\u5728\u9009\u62e9\u7279\u5f81\u65f6\uff0c\u9700\u8981\u8003\u8651\u7279\u5f81\u4e4b\u95f4\u7684\u76f8\u5173\u6027\u3001\u4fe1\u606f\u91cf\u548c\u7a33\u5b9a\u6027\u7b49\u56e0\u7d20\u3002<\/p>\n\n\n\n<p>\u603b\u4e4b\uff0c\u4ee5\u4e0a\u662f\u6570\u636e\u5904\u7406\u4e0e\u7279\u5f81\u5de5\u7a0b\u7684\u8be6\u7ec6\u89e3\u91ca\u3002\u5728\u91d1\u878d\u4ea4\u6613\u9886\u57df\uff0c\u6570\u636e\u5904\u7406\u548c\u7279\u5f81\u5de5\u7a0b\u662f\u8fdb\u884c\u5f3a\u5316\u5b66\u4e60\u4efb\u52a1\u7684\u5173\u952e\u6b65\u9aa4\u4e4b\u4e00\uff0c\u9700\u8981\u4ed4\u7ec6\u5904\u7406\u548c\u8bbe\u8ba1\uff0c\u4ee5\u83b7\u5f97\u66f4\u597d\u7684\u4ea4\u6613\u56de\u62a5\u7387\u3002<\/p>\n\n\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>\u8bf7\u8be6\u7ec6\u89e3\u91ca\u73af\u5883\u642d\u5efa\uff08\u4ea4\u6613\u6a21\u62df\u5668\uff09<\/p>\n\n\n\n<p>\u5f53\u7136\uff0c\u4ee5\u4e0b\u662f\u73af\u5883\u642d\u5efa\uff08\u4ea4\u6613\u6a21\u62df\u5668\uff09\u7684\u8be6\u7ec6\u89e3\u91ca\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u5f3a\u5316\u5b66\u4e60\u73af\u5883<\/li>\n<\/ol>\n\n\n\n<p>\u5728\u4f7f\u7528FinRL\u8fdb\u884c\u5f3a\u5316\u5b66\u4e60\u4efb\u52a1\u4e4b\u524d\uff0c\u60a8\u9700\u8981\u5148\u5b9a\u4e49\u4e00\u4e2a\u5f3a\u5316\u5b66\u4e60\u73af\u5883\uff0c\u7528\u4e8e\u6a21\u62df\u80a1\u7968\u4ea4\u6613\u573a\u666f\u5e76\u63d0\u4f9b\u76f8\u5e94\u7684\u72b6\u6001\u3001\u52a8\u4f5c\u548c\u5956\u52b1\u7b49\u4fe1\u606f\u3002\u5728FinRL\u4e2d\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528Gym\u5e93\u6765\u5b9a\u4e49\u5f3a\u5316\u5b66\u4e60\u73af\u5883\u3002\u5177\u4f53\u800c\u8a00\uff0c\u60a8\u9700\u8981\u5b9a\u4e49\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u72b6\u6001\u7a7a\u95f4\uff1a\u5373\u80a1\u7968\u4ef7\u683c\u6570\u636e\u548c\u6280\u672f\u6307\u6807\u7b49\u7279\u5f81\u3002<\/li>\n\n\n\n<li>\u52a8\u4f5c\u7a7a\u95f4\uff1a\u5373\u4e70\u5165\u3001\u5356\u51fa\u6216\u8005\u6301\u6709\u80a1\u7968\u7b49\u51b3\u7b56\u3002<\/li>\n\n\n\n<li>\u5956\u52b1\u51fd\u6570\uff1a\u5373\u6839\u636e\u80a1\u7968\u4ef7\u683c\u53d8\u5316\u548c\u4ea4\u6613\u8d39\u7528\u7b49\u56e0\u7d20\u8ba1\u7b97\u7684\u5956\u52b1\u3002<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\" start=\"2\">\n<li>\u4ea4\u6613\u6a21\u62df\u5668<\/li>\n<\/ol>\n\n\n\n<p>\u5728\u5b9a\u4e49\u5f3a\u5316\u5b66\u4e60\u73af\u5883\u4e4b\u540e\uff0c\u60a8\u9700\u8981\u5efa\u7acb\u4e00\u4e2a\u4ea4\u6613\u6a21\u62df\u5668\uff0c\u7528\u4e8e\u6a21\u62df\u771f\u5b9e\u7684\u80a1\u7968\u4ea4\u6613\u573a\u666f\uff0c\u5e76\u63d0\u4f9b\u76f8\u5e94\u7684\u80a1\u7968\u4ef7\u683c\u3001\u4ea4\u6613\u8d39\u7528\u548c\u5e02\u573a\u4fe1\u606f\u7b49\u6570\u636e\u3002\u5728FinRL\u4e2d\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528pandas-datareader\u5e93\u6765\u83b7\u53d6\u80a1\u7968\u4ef7\u683c\u6570\u636e\uff0c\u5e76\u4f7f\u7528zipline\u6216\u8005Backtrader\u7b49\u5e93\u6765\u6a21\u62df\u4ea4\u6613\u573a\u666f\u3002<\/p>\n\n\n\n<p>\u5177\u4f53\u800c\u8a00\uff0c\u60a8\u9700\u8981\u8fdb\u884c\u4ee5\u4e0b\u51e0\u4e2a\u6b65\u9aa4\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5b9a\u4e49\u80a1\u7968\u6c60\uff1a\u5373\u60a8\u60f3\u8981\u8fdb\u884c\u4ea4\u6613\u7684\u80a1\u7968\u5217\u8868\u3002<\/li>\n\n\n\n<li>\u4e0b\u8f7d\u80a1\u7968\u4ef7\u683c\u6570\u636e\uff1a\u4f7f\u7528pandas-datareader\u5e93\u4e0b\u8f7d\u80a1\u7968\u4ef7\u683c\u6570\u636e\uff0c\u5e76\u8fdb\u884c\u5fc5\u8981\u7684\u6570\u636e\u5904\u7406\u548c\u7279\u5f81\u5de5\u7a0b\u3002<\/li>\n\n\n\n<li>\u5b9a\u4e49\u4ea4\u6613\u7b56\u7565\uff1a\u5373\u6839\u636e\u5f3a\u5316\u5b66\u4e60\u6a21\u578b\u9884\u6d4b\u7684\u80a1\u7968\u4ef7\u683c\u53d8\u5316\u548c\u4ea4\u6613\u4fe1\u53f7\u7b49\u4fe1\u606f\uff0c\u751f\u6210\u4e70\u5356\u80a1\u7968\u7684\u4ea4\u6613\u7b56\u7565\u3002<\/li>\n\n\n\n<li>\u6a21\u62df\u4ea4\u6613\uff1a\u4f7f\u7528zipline\u6216\u8005Backtrader\u7b49\u5e93\u6a21\u62df\u80a1\u7968\u4ea4\u6613\u573a\u666f\uff0c\u5e76\u8ba1\u7b97\u4ea4\u6613\u8d39\u7528\u3001\u6301\u4ed3\u7b49\u4fe1\u606f\u3002<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\" start=\"3\">\n<li>\u56de\u6d4b\u548c\u8bc4\u4f30<\/li>\n<\/ol>\n\n\n\n<p>\u5728\u5b8c\u6210\u4ea4\u6613\u6a21\u62df\u5668\u4e4b\u540e\uff0c\u60a8\u9700\u8981\u5bf9\u4ea4\u6613\u7b56\u7565\u8fdb\u884c\u56de\u6d4b\u548c\u8bc4\u4f30\uff0c\u4ee5\u786e\u5b9a\u5176\u6027\u80fd\u548c\u7a33\u5b9a\u6027\u3002\u5728FinRL\u4e2d\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528Pyfolio\u5e93\u6765\u5bf9\u4ea4\u6613\u7b56\u7565\u8fdb\u884c\u56de\u6d4b\u548c\u8bc4\u4f30\uff0c\u5305\u62ec\u8ba1\u7b97\u6536\u76ca\u7387\u3001\u98ce\u9669\u6307\u6807\u3001\u4ea4\u6613\u6b21\u6570\u548c\u80dc\u7387\u7b49\u3002<\/p>\n\n\n\n<p>\u603b\u4e4b\uff0c\u4ee5\u4e0a\u662f\u73af\u5883\u642d\u5efa\uff08\u4ea4\u6613\u6a21\u62df\u5668\uff09\u7684\u8be6\u7ec6\u89e3\u91ca\u3002\u5728\u4f7f\u7528FinRL\u8fdb\u884c\u5f3a\u5316\u5b66\u4e60\u4efb\u52a1\u4e4b\u524d\uff0c\u9700\u8981\u5148\u5efa\u7acb\u4e00\u4e2a\u4ea4\u6613\u6a21\u62df\u5668\uff0c\u7528\u4e8e\u6a21\u62df\u771f\u5b9e\u7684\u80a1\u7968\u4ea4\u6613\u573a\u666f\uff0c\u5e76\u63d0\u4f9b\u76f8\u5e94\u7684\u6570\u636e\u548c\u4fe1\u606f\u3002\u5728\u5b9a\u4e49\u4ea4\u6613\u6a21\u62df\u5668\u4e4b\u540e\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528Pyfolio\u5e93\u5bf9\u4ea4\u6613\u7b56\u7565\u8fdb\u884c\u56de\u6d4b\u548c\u8bc4\u4f30\uff0c\u4ee5\u83b7\u5f97\u66f4\u597d\u7684\u4ea4\u6613\u56de\u62a5\u7387\u3002<\/p>\n\n\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>\u8bf7\u8be6\u7ec6\u89e3\u91ca\u667a\u80fd\u4f53\uff08Agent\uff09\u4e0e\u6a21\u578b\u9009\u62e9<\/p>\n\n\n\n<p>\u5f53\u7136\uff0c\u4ee5\u4e0b\u662f\u667a\u80fd\u4f53\uff08Agent\uff09\u4e0e\u6a21\u578b\u9009\u62e9\u7684\u8be6\u7ec6\u89e3\u91ca\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u667a\u80fd\u4f53\uff08Agent\uff09<\/li>\n<\/ol>\n\n\n\n<p>\u5728\u5f3a\u5316\u5b66\u4e60\u4efb\u52a1\u4e2d\uff0c\u667a\u80fd\u4f53\uff08Agent\uff09\u662f\u6307\u5177\u6709\u611f\u77e5\u3001\u51b3\u7b56\u548c\u6267\u884c\u80fd\u529b\u7684\u5b9e\u4f53\uff0c\u5b83\u53ef\u4ee5\u63a5\u6536\u73af\u5883\u72b6\u6001\uff0c\u5e76\u901a\u8fc7\u5b66\u4e60\u9009\u62e9\u6700\u4f18\u7684\u52a8\u4f5c\u6765\u83b7\u5f97\u6700\u5927\u7684\u7d2f\u8ba1\u5956\u52b1\u3002\u5728FinRL\u4e2d\uff0c\u667a\u80fd\u4f53\u53ef\u4ee5\u662f\u57fa\u4e8eQ-learning\u3001DQN\u3001PPO\u7b49\u7b97\u6cd5\u7684\u5f3a\u5316\u5b66\u4e60\u6a21\u578b\uff0c\u4e5f\u53ef\u4ee5\u662f\u57fa\u4e8e\u4f20\u7edf\u7684\u673a\u5668\u5b66\u4e60\u6a21\u578b\uff0c\u4f8b\u5982\u51b3\u7b56\u6811\u3001\u968f\u673a\u68ee\u6797\u7b49\u3002<\/p>\n\n\n\n<p>\u667a\u80fd\u4f53\u7684\u8bbe\u8ba1\u9700\u8981\u8003\u8651\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u72b6\u6001\u8868\u793a\uff1a\u5373\u5982\u4f55\u8868\u793a\u73af\u5883\u72b6\u6001\uff0c\u4f8b\u5982\u4f7f\u7528\u54ea\u4e9b\u6280\u672f\u6307\u6807\u548c\u80a1\u7968\u4ef7\u683c\u6570\u636e\u7b49\u3002<\/li>\n\n\n\n<li>\u52a8\u4f5c\u9009\u62e9\uff1a\u5373\u5982\u4f55\u9009\u62e9\u6700\u4f18\u7684\u4e70\u5356\u80a1\u7968\u52a8\u4f5c\uff0c\u4f8b\u5982\u57fa\u4e8e\u80a1\u7968\u4ef7\u683c\u9884\u6d4b\u548c\u4ea4\u6613\u4fe1\u53f7\u7b49\u3002<\/li>\n\n\n\n<li>\u5b66\u4e60\u7b97\u6cd5\uff1a\u5373\u9009\u62e9\u9002\u5f53\u7684\u5b66\u4e60\u7b97\u6cd5\uff0c\u4f8b\u5982Q-learning\u3001DQN\u548cPPO\u7b49\u3002<\/li>\n\n\n\n<li>\u6a21\u578b\u8c03\u53c2\uff1a\u5373\u5982\u4f55\u4f18\u5316\u6a21\u578b\u8d85\u53c2\u6570\uff0c\u4f8b\u5982\u5b66\u4e60\u7387\u3001\u6279\u6b21\u5927\u5c0f\u548c\u795e\u7ecf\u7f51\u7edc\u7ed3\u6784\u7b49\u3002<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\" start=\"2\">\n<li>\u6a21\u578b\u9009\u62e9<\/li>\n<\/ol>\n\n\n\n<p>\u5728\u9009\u62e9\u5f3a\u5316\u5b66\u4e60\u6a21\u578b\u65f6\uff0c\u9700\u8981\u8003\u8651\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5e94\u7528\u573a\u666f\uff1a\u5373\u9009\u62e9\u9002\u5408\u7279\u5b9a\u5e94\u7528\u573a\u666f\u7684\u6a21\u578b\uff0c\u4f8b\u5982DQN\u9002\u5408\u5904\u7406\u79bb\u6563\u52a8\u4f5c\u7a7a\u95f4\uff0c\u800cPPO\u9002\u5408\u5904\u7406\u8fde\u7eed\u52a8\u4f5c\u7a7a\u95f4\u3002<\/li>\n\n\n\n<li>\u6570\u636e\u89c4\u6a21\uff1a\u5373\u6839\u636e\u6570\u636e\u89c4\u6a21\u9009\u62e9\u9002\u5f53\u7684\u6a21\u578b\uff0c\u4f8b\u5982\u5bf9\u4e8e\u5927\u89c4\u6a21\u6570\u636e\u96c6\uff0c\u53ef\u4ee5\u4f7f\u7528\u5206\u5e03\u5f0f\u8bad\u7ec3\u7684\u65b9\u5f0f\u52a0\u901f\u8bad\u7ec3\u8fc7\u7a0b\u3002<\/li>\n\n\n\n<li>\u7b97\u6cd5\u6548\u679c\uff1a\u5373\u9009\u62e9\u6027\u80fd\u826f\u597d\u7684\u7b97\u6cd5\uff0c\u4f8b\u5982DQN\u5728\u5904\u7406\u89c6\u9891\u6e38\u620f\u4efb\u52a1\u4e2d\u8868\u73b0\u51fa\u8272\uff0c\u800cPPO\u5728\u5904\u7406\u8fde\u7eed\u63a7\u5236\u4efb\u52a1\u4e2d\u8868\u73b0\u51fa\u8272\u3002<\/li>\n\n\n\n<li>\u53ef\u89e3\u91ca\u6027\uff1a\u5373\u9009\u62e9\u6613\u4e8e\u7406\u89e3\u548c\u89e3\u91ca\u7684\u6a21\u578b\uff0c\u4ee5\u4fbf\u4e8e\u8c03\u8bd5\u548c\u9a8c\u8bc1\u6a21\u578b\u6027\u80fd\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u5728\u6a21\u578b\u9009\u62e9\u4e4b\u540e\uff0c\u60a8\u8fd8\u9700\u8981\u8fdb\u884c\u6a21\u578b\u8bad\u7ec3\u548c\u8bc4\u4f30\uff0c\u4ee5\u786e\u5b9a\u6a21\u578b\u7684\u6027\u80fd\u548c\u7a33\u5b9a\u6027\u3002\u5728FinRL\u4e2d\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528Stable-Baselines3\u548cPyTorch\u7b49\u5e93\u6765\u5b9e\u73b0\u6a21\u578b\u8bad\u7ec3\u548c\u8bc4\u4f30\uff0c\u5e76\u4f7f\u7528Pyfolio\u5e93\u6765\u5bf9\u4ea4\u6613\u7b56\u7565\u8fdb\u884c\u56de\u6d4b\u548c\u8bc4\u4f30\u3002<\/p>\n\n\n\n<p>\u603b\u4e4b\uff0c\u4ee5\u4e0a\u662f\u667a\u80fd\u4f53\uff08Agent\uff09\u4e0e\u6a21\u578b\u9009\u62e9\u7684\u8be6\u7ec6\u89e3\u91ca\u3002\u5728\u8fdb\u884c\u5f3a\u5316\u5b66\u4e60\u4efb\u52a1\u65f6\uff0c\u9700\u8981\u4ed4\u7ec6\u9009\u62e9\u548c\u8bbe\u8ba1\u667a\u80fd\u4f53\u548c\u6a21\u578b\uff0c\u5e76\u8fdb\u884c\u6a21\u578b\u8bad\u7ec3\u548c\u8bc4\u4f30\uff0c\u4ee5\u83b7\u5f97\u66f4\u597d\u7684\u4ea4\u6613\u56de\u62a5\u7387\u3002<\/p>\n\n\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>\u8bf7\u8be6\u7ec6\u89e3\u91ca\u8bad\u7ec3\u4e0e\u8bc4\u4f30\u7b56\u7565<\/p>\n\n\n\n<p>\u5f53\u7136\uff0c\u4ee5\u4e0b\u662f\u8bad\u7ec3\u4e0e\u8bc4\u4f30\u7b56\u7565\u7684\u8be6\u7ec6\u89e3\u91ca\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u8bad\u7ec3\u7b56\u7565<\/li>\n<\/ol>\n\n\n\n<p>\u8bad\u7ec3\u7b56\u7565\u662f\u6307\u5728\u5f3a\u5316\u5b66\u4e60\u4efb\u52a1\u4e2d\uff0c\u667a\u80fd\u4f53\u5982\u4f55\u6839\u636e\u73af\u5883\u53cd\u9988\u8fdb\u884c\u5b66\u4e60\u548c\u4f18\u5316\u7684\u8fc7\u7a0b\u3002\u5728FinRL\u4e2d\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528Stable-Baselines3\u5e93\u4e2d\u63d0\u4f9b\u7684\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u8fdb\u884c\u8bad\u7ec3\uff0c\u4f8b\u5982PPO\u3001DQN\u7b49\u3002<\/p>\n\n\n\n<p>\u8bad\u7ec3\u7b56\u7565\u7684\u8bbe\u8ba1\u9700\u8981\u8003\u8651\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5956\u52b1\u51fd\u6570\uff1a\u5373\u5982\u4f55\u6839\u636e\u4ea4\u6613\u56de\u62a5\u7387\u548c\u4ea4\u6613\u6210\u672c\u7b49\u56e0\u7d20\u8bbe\u8ba1\u5956\u52b1\u51fd\u6570\uff0c\u4ee5\u6fc0\u52b1\u667a\u80fd\u4f53\u5b66\u4e60\u6700\u4f18\u7b56\u7565\u3002<\/li>\n\n\n\n<li>\u7b56\u7565\u66f4\u65b0\uff1a\u5373\u5982\u4f55\u6839\u636e\u5956\u52b1\u4fe1\u53f7\u548c\u73af\u5883\u53cd\u9988\u66f4\u65b0\u667a\u80fd\u4f53\u7684\u7b56\u7565\uff0c\u4ee5\u4f18\u5316\u6a21\u578b\u6027\u80fd\u548c\u7a33\u5b9a\u6027\u3002<\/li>\n\n\n\n<li>\u8bad\u7ec3\u53c2\u6570\uff1a\u5373\u5982\u4f55\u9009\u62e9\u9002\u5f53\u7684\u5b66\u4e60\u7387\u3001\u6279\u6b21\u5927\u5c0f\u548c\u8bad\u7ec3\u6b21\u6570\u7b49\u8d85\u53c2\u6570\uff0c\u4ee5\u63d0\u9ad8\u6a21\u578b\u6027\u80fd\u548c\u8bad\u7ec3\u901f\u5ea6\u3002<\/li>\n\n\n\n<li>\u73af\u5883\u914d\u7f6e\uff1a\u5373\u5982\u4f55\u6839\u636e\u80a1\u7968\u4ea4\u6613\u573a\u666f\u548c\u6570\u636e\u7279\u70b9\uff0c\u9009\u62e9\u9002\u5f53\u7684\u72b6\u6001\u8868\u793a\u548c\u52a8\u4f5c\u7a7a\u95f4\uff0c\u4ee5\u63d0\u9ad8\u6a21\u578b\u5b66\u4e60\u6548\u7387\u548c\u7cbe\u5ea6\u3002<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\" start=\"2\">\n<li>\u8bc4\u4f30\u7b56\u7565<\/li>\n<\/ol>\n\n\n\n<p>\u8bc4\u4f30\u7b56\u7565\u662f\u6307\u5728\u8bad\u7ec3\u5b8c\u667a\u80fd\u4f53\u4e4b\u540e\uff0c\u5982\u4f55\u5bf9\u4ea4\u6613\u7b56\u7565\u8fdb\u884c\u8bc4\u4f30\u548c\u6bd4\u8f83\uff0c\u4ee5\u786e\u5b9a\u5176\u6027\u80fd\u548c\u7a33\u5b9a\u6027\u3002\u5728FinRL\u4e2d\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528Pyfolio\u5e93\u5bf9\u4ea4\u6613\u7b56\u7565\u8fdb\u884c\u56de\u6d4b\u548c\u8bc4\u4f30\uff0c\u8ba1\u7b97\u591a\u79cd\u98ce\u9669\u6307\u6807\u3001\u6536\u76ca\u7387\u548c\u4ea4\u6613\u6b21\u6570\u7b49\u3002<\/p>\n\n\n\n<p>\u8bc4\u4f30\u7b56\u7565\u7684\u8bbe\u8ba1\u9700\u8981\u8003\u8651\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u56de\u6d4b\u6570\u636e\uff1a\u5373\u5982\u4f55\u9009\u62e9\u5408\u9002\u7684\u56de\u6d4b\u6570\u636e\u96c6\u548c\u56de\u6d4b\u65f6\u95f4\u6bb5\uff0c\u4ee5\u53cd\u6620\u771f\u5b9e\u4ea4\u6613\u573a\u666f\u7684\u53d8\u5316\u548c\u6ce2\u52a8\u3002<\/li>\n\n\n\n<li>\u8bc4\u4f30\u6307\u6807\uff1a\u5373\u5982\u4f55\u9009\u62e9\u5408\u9002\u7684\u8bc4\u4f30\u6307\u6807\uff0c\u4f8b\u5982\u590f\u666e\u6bd4\u7387\u3001\u6700\u5927\u56de\u64a4\u548c\u4fe1\u606f\u6bd4\u7387\u7b49\uff0c\u4ee5\u53cd\u6620\u4ea4\u6613\u7b56\u7565\u7684\u6027\u80fd\u548c\u7a33\u5b9a\u6027\u3002<\/li>\n\n\n\n<li>\u7edf\u8ba1\u663e\u8457\u6027\uff1a\u5373\u5982\u4f55\u6839\u636e\u56de\u6d4b\u7ed3\u679c\u7684\u7edf\u8ba1\u663e\u8457\u6027\uff0c\u786e\u5b9a\u4ea4\u6613\u7b56\u7565\u7684\u53ef\u9760\u6027\u548c\u6709\u6548\u6027\u3002<\/li>\n\n\n\n<li>\u4ea4\u6613\u56de\u62a5\u7387\uff1a\u5373\u5982\u4f55\u6839\u636e\u4ea4\u6613\u56de\u62a5\u7387\uff0c\u5bf9\u4ea4\u6613\u7b56\u7565\u8fdb\u884c\u6bd4\u8f83\u548c\u9009\u62e9\uff0c\u4ee5\u83b7\u5f97\u66f4\u597d\u7684\u4ea4\u6613\u56de\u62a5\u7387\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u603b\u4e4b\uff0c\u4ee5\u4e0a\u662f\u8bad\u7ec3\u4e0e\u8bc4\u4f30\u7b56\u7565\u7684\u8be6\u7ec6\u89e3\u91ca\u3002\u5728\u4f7f\u7528FinRL\u8fdb\u884c\u5f3a\u5316\u5b66\u4e60\u4efb\u52a1\u65f6\uff0c\u9700\u8981\u4ed4\u7ec6\u8bbe\u8ba1\u8bad\u7ec3\u548c\u8bc4\u4f30\u7b56\u7565\uff0c\u4ee5\u83b7\u5f97\u66f4\u597d\u7684\u4ea4\u6613\u56de\u62a5\u7387\u3002<\/p>\n\n\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>\u8bf7\u8be6\u7ec6\u89e3\u91ca\u5b9e\u6218\u6848\u4f8b\u5355\u652f\u80a1\u7968\u4ea4\u6613\u7b56\u7565<\/p>\n\n\n\n<p>\u5f53\u7136\uff0c\u4ee5\u4e0b\u662f\u5b9e\u6218\u6848\u4f8b\u5355\u652f\u80a1\u7968\u4ea4\u6613\u7b56\u7565\u7684\u8be6\u7ec6\u89e3\u91ca\uff1a<\/p>\n\n\n\n<p>\u5728\u4f7f\u7528FinRL\u8fdb\u884c\u5f3a\u5316\u5b66\u4e60\u4efb\u52a1\u65f6\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528\u5355\u652f\u80a1\u7968\u4ea4\u6613\u7b56\u7565\u8fdb\u884c\u5b9e\u6218\u6848\u4f8b\u7684\u6f14\u793a\u3002\u4e0b\u9762\u662f\u4e00\u4e9b\u6b65\u9aa4\uff0c\u53ef\u4ee5\u5e2e\u52a9\u60a8\u5efa\u7acb\u4e00\u4e2a\u5355\u652f\u80a1\u7968\u4ea4\u6613\u7b56\u7565\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u5b9a\u4e49\u5f3a\u5316\u5b66\u4e60\u73af\u5883<\/li>\n<\/ol>\n\n\n\n<p>\u5728\u5efa\u7acb\u5355\u652f\u80a1\u7968\u4ea4\u6613\u7b56\u7565\u4e4b\u524d\uff0c\u60a8\u9700\u8981\u5b9a\u4e49\u4e00\u4e2a\u5f3a\u5316\u5b66\u4e60\u73af\u5883\uff0c\u5305\u62ec\u72b6\u6001\u7a7a\u95f4\u3001\u52a8\u4f5c\u7a7a\u95f4\u548c\u5956\u52b1\u51fd\u6570\u7b49\u3002\u5728\u8fd9\u91cc\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528Gym\u5e93\u6765\u5b9a\u4e49\u5f3a\u5316\u5b66\u4e60\u73af\u5883\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"2\">\n<li>\u4e0b\u8f7d\u80a1\u7968\u4ef7\u683c\u6570\u636e<\/li>\n<\/ol>\n\n\n\n<p>\u5728\u5b9a\u4e49\u5f3a\u5316\u5b66\u4e60\u73af\u5883\u4e4b\u540e\uff0c\u60a8\u9700\u8981\u4e0b\u8f7d\u76f8\u5e94\u7684\u80a1\u7968\u4ef7\u683c\u6570\u636e\uff0c\u4ee5\u4fbf\u4e8e\u8fdb\u884c\u6570\u636e\u5904\u7406\u548c\u7279\u5f81\u5de5\u7a0b\u3002\u5728\u8fd9\u91cc\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528pandas-datareader\u5e93\u6765\u4e0b\u8f7d\u80a1\u7968\u4ef7\u683c\u6570\u636e\uff0c\u5e76\u4f7f\u7528pandas\u5e93\u6765\u8fdb\u884c\u5fc5\u8981\u7684\u6570\u636e\u5904\u7406\u548c\u7279\u5f81\u5de5\u7a0b\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"3\">\n<li>\u5b9a\u4e49\u4ea4\u6613\u7b56\u7565<\/li>\n<\/ol>\n\n\n\n<p>\u5728\u5904\u7406\u5b8c\u80a1\u7968\u4ef7\u683c\u6570\u636e\u4e4b\u540e\uff0c\u60a8\u9700\u8981\u5b9a\u4e49\u4ea4\u6613\u7b56\u7565\uff0c\u5373\u6839\u636e\u5f53\u524d\u80a1\u7968\u4ef7\u683c\u548c\u4ea4\u6613\u4fe1\u53f7\u7b49\u4fe1\u606f\uff0c\u751f\u6210\u4e70\u5356\u80a1\u7968\u7684\u51b3\u7b56\u3002\u5728\u8fd9\u91cc\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528\u5f3a\u5316\u5b66\u4e60\u6a21\u578b\u6765\u9884\u6d4b\u80a1\u7968\u4ef7\u683c\u53d8\u5316\u548c\u4ea4\u6613\u4fe1\u53f7\u7b49\u4fe1\u606f\uff0c\u7136\u540e\u6839\u636e\u8fd9\u4e9b\u4fe1\u606f\u751f\u6210\u4ea4\u6613\u7b56\u7565\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"4\">\n<li>\u6a21\u62df\u4ea4\u6613<\/li>\n<\/ol>\n\n\n\n<p>\u5728\u5b9a\u4e49\u597d\u4ea4\u6613\u7b56\u7565\u4e4b\u540e\uff0c\u60a8\u9700\u8981\u6a21\u62df\u4ea4\u6613\u573a\u666f\uff0c\u5e76\u8ba1\u7b97\u4ea4\u6613\u8d39\u7528\u3001\u6301\u4ed3\u7b49\u4fe1\u606f\u3002\u5728\u8fd9\u91cc\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528zipline\u6216\u8005Backtrader\u7b49\u5e93\u6765\u6a21\u62df\u4ea4\u6613\u573a\u666f\uff0c\u5e76\u8ba1\u7b97\u4ea4\u6613\u8d39\u7528\u3001\u6301\u4ed3\u7b49\u4fe1\u606f\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"5\">\n<li>\u56de\u6d4b\u548c\u8bc4\u4f30<\/li>\n<\/ol>\n\n\n\n<p>\u5728\u6a21\u62df\u4ea4\u6613\u573a\u666f\u4e4b\u540e\uff0c\u60a8\u9700\u8981\u5bf9\u4ea4\u6613\u7b56\u7565\u8fdb\u884c\u56de\u6d4b\u548c\u8bc4\u4f30\uff0c\u4ee5\u786e\u5b9a\u5176\u6027\u80fd\u548c\u7a33\u5b9a\u6027\u3002\u5728\u8fd9\u91cc\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528Pyfolio\u5e93\u5bf9\u4ea4\u6613\u7b56\u7565\u8fdb\u884c\u56de\u6d4b\u548c\u8bc4\u4f30\uff0c\u5305\u62ec\u8ba1\u7b97\u6536\u76ca\u7387\u3001\u98ce\u9669\u6307\u6807\u3001\u4ea4\u6613\u6b21\u6570\u548c\u80dc\u7387\u7b49\u3002<\/p>\n\n\n\n<p>\u603b\u4e4b\uff0c\u4ee5\u4e0a\u662f\u5b9e\u6218\u6848\u4f8b\u5355\u652f\u80a1\u7968\u4ea4\u6613\u7b56\u7565\u7684\u8be6\u7ec6\u89e3\u91ca\u3002\u5728\u4f7f\u7528FinRL\u8fdb\u884c\u5f3a\u5316\u5b66\u4e60\u4efb\u52a1\u65f6\uff0c\u60a8\u53ef\u4ee5\u901a\u8fc7\u5efa\u7acb\u5355\u652f\u80a1\u7968\u4ea4\u6613\u7b56\u7565\u6765\u6f14\u793a\u5176\u6027\u80fd\u548c\u6548\u679c\u3002\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u5efa\u7acb\u5355\u652f\u80a1\u7968\u4ea4\u6613\u7b56\u7565\u9700\u8981\u4ed4\u7ec6\u8003\u8651\u6570\u636e\u5904\u7406\u3001\u7279\u5f81\u5de5\u7a0b\u548c\u4ea4\u6613\u7b56\u7565\u8bbe\u8ba1\u7b49\u65b9\u9762\uff0c\u4ee5\u83b7\u5f97\u66f4\u597d\u7684\u4ea4\u6613\u56de\u62a5\u7387\u3002<\/p>\n\n\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>\u8bf7\u8be6\u7ec6\u89e3\u91ca\u5b9e\u6218\u6848\u4f8b\u591a\u652f\u80a1\u7968\u7ec4\u5408\u4f18\u5316\u7b56\u7565<\/p>\n\n\n\n<p>\u5f53\u7136\uff0c\u4ee5\u4e0b\u662f\u5b9e\u6218\u6848\u4f8b\u591a\u652f\u80a1\u7968\u7ec4\u5408\u4f18\u5316\u7b56\u7565\u7684\u8be6\u7ec6\u89e3\u91ca\uff1a<\/p>\n\n\n\n<p>\u5728\u4f7f\u7528FinRL\u8fdb\u884c\u5f3a\u5316\u5b66\u4e60\u4efb\u52a1\u65f6\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528\u591a\u652f\u80a1\u7968\u7ec4\u5408\u4f18\u5316\u7b56\u7565\u8fdb\u884c\u5b9e\u6218\u6848\u4f8b\u7684\u6f14\u793a\u3002\u4e0b\u9762\u662f\u4e00\u4e9b\u6b65\u9aa4\uff0c\u53ef\u4ee5\u5e2e\u52a9\u60a8\u5efa\u7acb\u4e00\u4e2a\u591a\u652f\u80a1\u7968\u7ec4\u5408\u4f18\u5316\u7b56\u7565\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u5b9a\u4e49\u5f3a\u5316\u5b66\u4e60\u73af\u5883<\/li>\n<\/ol>\n\n\n\n<p>\u5728\u5efa\u7acb\u591a\u652f\u80a1\u7968\u7ec4\u5408\u4f18\u5316\u7b56\u7565\u4e4b\u524d\uff0c\u60a8\u9700\u8981\u5b9a\u4e49\u4e00\u4e2a\u5f3a\u5316\u5b66\u4e60\u73af\u5883\uff0c\u5305\u62ec\u72b6\u6001\u7a7a\u95f4\u3001\u52a8\u4f5c\u7a7a\u95f4\u548c\u5956\u52b1\u51fd\u6570\u7b49\u3002\u5728\u8fd9\u91cc\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528Gym\u5e93\u6765\u5b9a\u4e49\u5f3a\u5316\u5b66\u4e60\u73af\u5883\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"2\">\n<li>\u4e0b\u8f7d\u80a1\u7968\u4ef7\u683c\u6570\u636e<\/li>\n<\/ol>\n\n\n\n<p>\u5728\u5b9a\u4e49\u5f3a\u5316\u5b66\u4e60\u73af\u5883\u4e4b\u540e\uff0c\u60a8\u9700\u8981\u4e0b\u8f7d\u76f8\u5e94\u7684\u80a1\u7968\u4ef7\u683c\u6570\u636e\uff0c\u4ee5\u4fbf\u4e8e\u8fdb\u884c\u6570\u636e\u5904\u7406\u548c\u7279\u5f81\u5de5\u7a0b\u3002\u5728\u8fd9\u91cc\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528pandas-datareader\u5e93\u6765\u4e0b\u8f7d\u80a1\u7968\u4ef7\u683c\u6570\u636e\uff0c\u5e76\u4f7f\u7528pandas\u5e93\u6765\u8fdb\u884c\u5fc5\u8981\u7684\u6570\u636e\u5904\u7406\u548c\u7279\u5f81\u5de5\u7a0b\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"3\">\n<li>\u5b9a\u4e49\u4ea4\u6613\u7b56\u7565<\/li>\n<\/ol>\n\n\n\n<p>\u5728\u5904\u7406\u5b8c\u80a1\u7968\u4ef7\u683c\u6570\u636e\u4e4b\u540e\uff0c\u60a8\u9700\u8981\u5b9a\u4e49\u4ea4\u6613\u7b56\u7565\uff0c\u5373\u6839\u636e\u5f53\u524d\u80a1\u7968\u4ef7\u683c\u548c\u4ea4\u6613\u4fe1\u53f7\u7b49\u4fe1\u606f\uff0c\u751f\u6210\u4e70\u5356\u80a1\u7968\u7684\u51b3\u7b56\u3002\u5728\u8fd9\u91cc\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528\u5f3a\u5316\u5b66\u4e60\u6a21\u578b\u6765\u9884\u6d4b\u80a1\u7968\u4ef7\u683c\u53d8\u5316\u548c\u4ea4\u6613\u4fe1\u53f7\u7b49\u4fe1\u606f\uff0c\u7136\u540e\u6839\u636e\u8fd9\u4e9b\u4fe1\u606f\u751f\u6210\u4ea4\u6613\u7b56\u7565\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"4\">\n<li>\u4f18\u5316\u80a1\u7968\u7ec4\u5408<\/li>\n<\/ol>\n\n\n\n<p>\u5728\u5b9a\u4e49\u597d\u4ea4\u6613\u7b56\u7565\u4e4b\u540e\uff0c\u60a8\u9700\u8981\u4f7f\u7528\u4f18\u5316\u7b97\u6cd5\u6765\u4f18\u5316\u80a1\u7968\u7ec4\u5408\uff0c\u4ee5\u6700\u5927\u5316\u6574\u4e2a\u80a1\u7968\u7ec4\u5408\u7684\u56de\u62a5\u7387\u548c\u7a33\u5b9a\u6027\u3002\u5728\u8fd9\u91cc\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528\u7ec4\u5408\u4f18\u5316\u7b97\u6cd5\uff0c\u4f8b\u5982\u9a6c\u79d1\u7ef4\u8328\u6a21\u578b\u3001\u6700\u5c0f\u65b9\u5dee\u6a21\u578b\u548c\u5747\u503c\u65b9\u5dee\u6a21\u578b\u7b49\uff0c\u6765\u4f18\u5316\u80a1\u7968\u7ec4\u5408\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"5\">\n<li>\u6a21\u62df\u4ea4\u6613<\/li>\n<\/ol>\n\n\n\n<p>\u5728\u4f18\u5316\u5b8c\u80a1\u7968\u7ec4\u5408\u4e4b\u540e\uff0c\u60a8\u9700\u8981\u6a21\u62df\u4ea4\u6613\u573a\u666f\uff0c\u5e76\u8ba1\u7b97\u4ea4\u6613\u8d39\u7528\u3001\u6301\u4ed3\u7b49\u4fe1\u606f\u3002\u5728\u8fd9\u91cc\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528zipline\u6216\u8005Backtrader\u7b49\u5e93\u6765\u6a21\u62df\u4ea4\u6613\u573a\u666f\uff0c\u5e76\u8ba1\u7b97\u4ea4\u6613\u8d39\u7528\u3001\u6301\u4ed3\u7b49\u4fe1\u606f\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"6\">\n<li>\u56de\u6d4b\u548c\u8bc4\u4f30<\/li>\n<\/ol>\n\n\n\n<p>\u5728\u6a21\u62df\u4ea4\u6613\u573a\u666f\u4e4b\u540e\uff0c\u60a8\u9700\u8981\u5bf9\u4ea4\u6613\u7b56\u7565\u8fdb\u884c\u56de\u6d4b\u548c\u8bc4\u4f30\uff0c\u4ee5\u786e\u5b9a\u5176\u6027\u80fd\u548c\u7a33\u5b9a\u6027\u3002\u5728\u8fd9\u91cc\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528Pyfolio\u5e93\u5bf9\u4ea4\u6613\u7b56\u7565\u8fdb\u884c\u56de\u6d4b\u548c\u8bc4\u4f30\uff0c\u5305\u62ec\u8ba1\u7b97\u6536\u76ca\u7387\u3001\u98ce\u9669\u6307\u6807\u3001\u4ea4\u6613\u6b21\u6570\u548c\u80dc\u7387\u7b49\u3002<\/p>\n\n\n\n<p>\u603b\u4e4b\uff0c\u4ee5\u4e0a\u662f\u5b9e\u6218\u6848\u4f8b\u591a\u652f\u80a1\u7968\u7ec4\u5408\u4f18\u5316\u7b56\u7565\u7684\u8be6\u7ec6\u89e3\u91ca\u3002\u5728\u4f7f\u7528FinRL\u8fdb\u884c\u5f3a\u5316\u5b66\u4e60\u4efb\u52a1\u65f6\uff0c\u60a8\u53ef\u4ee5\u901a\u8fc7\u5efa\u7acb\u591a\u652f\u80a1\u7968\u7ec4\u5408\u4f18\u5316\u7b56\u7565\u6765\u6f14\u793a\u5176\u6027\u80fd\u548c\u6548\u679c\u3002\u9700\u8981\u6ce8\u610f<\/p>\n\n\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>\u8bf7\u8be6\u7ec6\u89e3\u91ca\u5b9e\u6218\u6848\u4f8b\u9ad8\u9891\u4ea4\u6613\u7b56\u7565<\/p>\n\n\n\n<p>\u5f53\u7136\uff0c\u4ee5\u4e0b\u662f\u5b9e\u6218\u6848\u4f8b\u9ad8\u9891\u4ea4\u6613\u7b56\u7565\u7684\u8be6\u7ec6\u89e3\u91ca\uff1a<\/p>\n\n\n\n<p>\u5728\u4f7f\u7528FinRL\u8fdb\u884c\u5f3a\u5316\u5b66\u4e60\u4efb\u52a1\u65f6\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528\u9ad8\u9891\u4ea4\u6613\u7b56\u7565\u8fdb\u884c\u5b9e\u6218\u6848\u4f8b\u7684\u6f14\u793a\u3002\u4e0b\u9762\u662f\u4e00\u4e9b\u6b65\u9aa4\uff0c\u53ef\u4ee5\u5e2e\u52a9\u60a8\u5efa\u7acb\u4e00\u4e2a\u9ad8\u9891\u4ea4\u6613\u7b56\u7565\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u5b9a\u4e49\u5f3a\u5316\u5b66\u4e60\u73af\u5883<\/li>\n<\/ol>\n\n\n\n<p>\u5728\u5efa\u7acb\u9ad8\u9891\u4ea4\u6613\u7b56\u7565\u4e4b\u524d\uff0c\u60a8\u9700\u8981\u5b9a\u4e49\u4e00\u4e2a\u5f3a\u5316\u5b66\u4e60\u73af\u5883\uff0c\u5305\u62ec\u72b6\u6001\u7a7a\u95f4\u3001\u52a8\u4f5c\u7a7a\u95f4\u548c\u5956\u52b1\u51fd\u6570\u7b49\u3002\u5728\u8fd9\u91cc\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528Gym\u5e93\u6765\u5b9a\u4e49\u5f3a\u5316\u5b66\u4e60\u73af\u5883\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"2\">\n<li>\u4e0b\u8f7d\u80a1\u7968\u4ef7\u683c\u6570\u636e<\/li>\n<\/ol>\n\n\n\n<p>\u5728\u5b9a\u4e49\u5f3a\u5316\u5b66\u4e60\u73af\u5883\u4e4b\u540e\uff0c\u60a8\u9700\u8981\u4e0b\u8f7d\u76f8\u5e94\u7684\u80a1\u7968\u4ef7\u683c\u6570\u636e\uff0c\u4ee5\u4fbf\u4e8e\u8fdb\u884c\u6570\u636e\u5904\u7406\u548c\u7279\u5f81\u5de5\u7a0b\u3002\u5728\u8fd9\u91cc\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528pandas-datareader\u5e93\u6765\u4e0b\u8f7d\u80a1\u7968\u4ef7\u683c\u6570\u636e\uff0c\u5e76\u4f7f\u7528pandas\u5e93\u6765\u8fdb\u884c\u5fc5\u8981\u7684\u6570\u636e\u5904\u7406\u548c\u7279\u5f81\u5de5\u7a0b\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"3\">\n<li>\u5b9a\u4e49\u4ea4\u6613\u7b56\u7565<\/li>\n<\/ol>\n\n\n\n<p>\u5728\u5904\u7406\u5b8c\u80a1\u7968\u4ef7\u683c\u6570\u636e\u4e4b\u540e\uff0c\u60a8\u9700\u8981\u5b9a\u4e49\u4ea4\u6613\u7b56\u7565\uff0c\u5373\u6839\u636e\u5f53\u524d\u80a1\u7968\u4ef7\u683c\u548c\u4ea4\u6613\u4fe1\u53f7\u7b49\u4fe1\u606f\uff0c\u751f\u6210\u4e70\u5356\u80a1\u7968\u7684\u51b3\u7b56\u3002\u5728\u8fd9\u91cc\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528\u5f3a\u5316\u5b66\u4e60\u6a21\u578b\u6765\u9884\u6d4b\u80a1\u7968\u4ef7\u683c\u53d8\u5316\u548c\u4ea4\u6613\u4fe1\u53f7\u7b49\u4fe1\u606f\uff0c\u7136\u540e\u6839\u636e\u8fd9\u4e9b\u4fe1\u606f\u751f\u6210\u4ea4\u6613\u7b56\u7565\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"4\">\n<li>\u6a21\u62df\u4ea4\u6613<\/li>\n<\/ol>\n\n\n\n<p>\u5728\u5b9a\u4e49\u597d\u4ea4\u6613\u7b56\u7565\u4e4b\u540e\uff0c\u60a8\u9700\u8981\u6a21\u62df\u4ea4\u6613\u573a\u666f\uff0c\u5e76\u8ba1\u7b97\u4ea4\u6613\u8d39\u7528\u3001\u6301\u4ed3\u7b49\u4fe1\u606f\u3002\u5728\u8fd9\u91cc\uff0c\u7531\u4e8e\u9ad8\u9891\u4ea4\u6613\u9700\u8981\u66f4\u9ad8\u7684\u4ea4\u6613\u9891\u7387\uff0c\u56e0\u6b64\u60a8\u9700\u8981\u4f7f\u7528\u66f4\u5feb\u7684\u4ea4\u6613\u7cfb\u7edf\uff0c\u4f8b\u5982\u4f7f\u7528\u4e8b\u4ef6\u9a71\u52a8\u7684\u4ea4\u6613\u7cfb\u7edf\uff0c\u5e76\u4f18\u5316\u4ea4\u6613\u6d41\u7a0b\uff0c\u4ee5\u63d0\u9ad8\u4ea4\u6613\u901f\u5ea6\u548c\u6548\u7387\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"5\">\n<li>\u56de\u6d4b\u548c\u8bc4\u4f30<\/li>\n<\/ol>\n\n\n\n<p>\u5728\u6a21\u62df\u4ea4\u6613\u573a\u666f\u4e4b\u540e\uff0c\u60a8\u9700\u8981\u5bf9\u4ea4\u6613\u7b56\u7565\u8fdb\u884c\u56de\u6d4b\u548c\u8bc4\u4f30\uff0c\u4ee5\u786e\u5b9a\u5176\u6027\u80fd\u548c\u7a33\u5b9a\u6027\u3002\u5728\u8fd9\u91cc\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528Pyfolio\u5e93\u5bf9\u4ea4\u6613\u7b56\u7565\u8fdb\u884c\u56de\u6d4b\u548c\u8bc4\u4f30\uff0c\u5305\u62ec\u8ba1\u7b97\u6536\u76ca\u7387\u3001\u98ce\u9669\u6307\u6807\u3001\u4ea4\u6613\u6b21\u6570\u548c\u80dc\u7387\u7b49\u3002<\/p>\n\n\n\n<p>\u603b\u4e4b\uff0c\u4ee5\u4e0a\u662f\u5b9e\u6218\u6848\u4f8b\u9ad8\u9891\u4ea4\u6613\u7b56\u7565\u7684\u8be6\u7ec6\u89e3\u91ca\u3002\u5728\u4f7f\u7528FinRL\u8fdb\u884c\u5f3a\u5316\u5b66\u4e60\u4efb\u52a1\u65f6\uff0c\u60a8\u53ef\u4ee5\u901a\u8fc7\u5efa\u7acb\u9ad8\u9891\u4ea4\u6613\u7b56\u7565\u6765\u6f14\u793a\u5176\u6027\u80fd\u548c\u6548\u679c\u3002\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u5efa\u7acb\u9ad8\u9891\u4ea4\u6613\u7b56\u7565\u9700\u8981\u8003\u8651\u66f4\u9ad8\u7684\u4ea4\u6613\u9891\u7387\u548c\u66f4\u5feb\u7684\u4ea4\u6613\u7cfb\u7edf\uff0c\u4ee5\u4fdd\u8bc1\u4ea4\u6613\u6548\u7387\u548c\u7cbe\u5ea6\u3002<\/p>\n\n\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>\u8bf7\u8be6\u7ec6\u89e3\u91ca\u5b9e\u6218\u6848\u4f8b\u9009\u80a1\u7b56\u7565<\/p>\n\n\n\n<p>\u5f53\u7136\uff0c\u4ee5\u4e0b\u662f\u5b9e\u6218\u6848\u4f8b\u9009\u80a1\u7b56\u7565\u7684\u8be6\u7ec6\u89e3\u91ca\uff1a<\/p>\n\n\n\n<p>\u5728\u4f7f\u7528FinRL\u8fdb\u884c\u5f3a\u5316\u5b66\u4e60\u4efb\u52a1\u65f6\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528\u9009\u80a1\u7b56\u7565\u8fdb\u884c\u5b9e\u6218\u6848\u4f8b\u7684\u6f14\u793a\u3002\u4e0b\u9762\u662f\u4e00\u4e9b\u6b65\u9aa4\uff0c\u53ef\u4ee5\u5e2e\u52a9\u60a8\u5efa\u7acb\u4e00\u4e2a\u9009\u80a1\u7b56\u7565\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u5b9a\u4e49\u5f3a\u5316\u5b66\u4e60\u73af\u5883<\/li>\n<\/ol>\n\n\n\n<p>\u5728\u5efa\u7acb\u9009\u80a1\u7b56\u7565\u4e4b\u524d\uff0c\u60a8\u9700\u8981\u5b9a\u4e49\u4e00\u4e2a\u5f3a\u5316\u5b66\u4e60\u73af\u5883\uff0c\u5305\u62ec\u72b6\u6001\u7a7a\u95f4\u3001\u52a8\u4f5c\u7a7a\u95f4\u548c\u5956\u52b1\u51fd\u6570\u7b49\u3002\u5728\u8fd9\u91cc\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528Gym\u5e93\u6765\u5b9a\u4e49\u5f3a\u5316\u5b66\u4e60\u73af\u5883\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"2\">\n<li>\u4e0b\u8f7d\u80a1\u7968\u4ef7\u683c\u548c\u57fa\u672c\u9762\u6570\u636e<\/li>\n<\/ol>\n\n\n\n<p>\u5728\u5b9a\u4e49\u5f3a\u5316\u5b66\u4e60\u73af\u5883\u4e4b\u540e\uff0c\u60a8\u9700\u8981\u4e0b\u8f7d\u76f8\u5e94\u7684\u80a1\u7968\u4ef7\u683c\u548c\u57fa\u672c\u9762\u6570\u636e\uff0c\u4ee5\u4fbf\u4e8e\u8fdb\u884c\u6570\u636e\u5904\u7406\u548c\u7279\u5f81\u5de5\u7a0b\u3002\u5728\u8fd9\u91cc\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528pandas-datareader\u5e93\u6765\u4e0b\u8f7d\u80a1\u7968\u4ef7\u683c\u6570\u636e\uff0c\u5e76\u4f7f\u7528pandas\u5e93\u6765\u4e0b\u8f7d\u548c\u5904\u7406\u57fa\u672c\u9762\u6570\u636e\uff0c\u4f8b\u5982\u8d22\u52a1\u6307\u6807\u3001\u5e02\u573a\u4fe1\u606f\u548c\u884c\u4e1a\u6570\u636e\u7b49\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"3\">\n<li>\u5b9a\u4e49\u9009\u80a1\u7b56\u7565<\/li>\n<\/ol>\n\n\n\n<p>\u5728\u5904\u7406\u5b8c\u80a1\u7968\u4ef7\u683c\u548c\u57fa\u672c\u9762\u6570\u636e\u4e4b\u540e\uff0c\u60a8\u9700\u8981\u5b9a\u4e49\u9009\u80a1\u7b56\u7565\uff0c\u5373\u6839\u636e\u80a1\u7968\u4ef7\u683c\u548c\u57fa\u672c\u9762\u6570\u636e\u7b49\u4fe1\u606f\uff0c\u9009\u62e9\u7b26\u5408\u6295\u8d44\u76ee\u6807\u548c\u6295\u8d44\u98ce\u683c\u7684\u80a1\u7968\u3002\u5728\u8fd9\u91cc\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528\u5f3a\u5316\u5b66\u4e60\u6a21\u578b\u6765\u9884\u6d4b\u80a1\u7968\u4ef7\u683c\u53d8\u5316\u548c\u57fa\u672c\u9762\u6570\u636e\u7b49\u4fe1\u606f\uff0c\u5e76\u6839\u636e\u8fd9\u4e9b\u4fe1\u606f\u9009\u62e9\u80a1\u7968\uff0c\u4ee5\u5b9e\u73b0\u6295\u8d44\u76ee\u6807\u548c\u98ce\u683c\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"4\">\n<li>\u6a21\u62df\u4ea4\u6613<\/li>\n<\/ol>\n\n\n\n<p>\u5728\u5b9a\u4e49\u597d\u9009\u80a1\u7b56\u7565\u4e4b\u540e\uff0c\u60a8\u9700\u8981\u6a21\u62df\u4ea4\u6613\u573a\u666f\uff0c\u5e76\u8ba1\u7b97\u4ea4\u6613\u8d39\u7528\u3001\u6301\u4ed3\u7b49\u4fe1\u606f\u3002\u5728\u8fd9\u91cc\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528zipline\u6216\u8005Backtrader\u7b49\u5e93\u6765\u6a21\u62df\u4ea4\u6613\u573a\u666f\uff0c\u5e76\u8ba1\u7b97\u4ea4\u6613\u8d39\u7528\u3001\u6301\u4ed3\u7b49\u4fe1\u606f\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"5\">\n<li>\u56de\u6d4b\u548c\u8bc4\u4f30<\/li>\n<\/ol>\n\n\n\n<p>\u5728\u6a21\u62df\u4ea4\u6613\u573a\u666f\u4e4b\u540e\uff0c\u60a8\u9700\u8981\u5bf9\u9009\u80a1\u7b56\u7565\u8fdb\u884c\u56de\u6d4b\u548c\u8bc4\u4f30\uff0c\u4ee5\u786e\u5b9a\u5176\u6027\u80fd\u548c\u7a33\u5b9a\u6027\u3002\u5728\u8fd9\u91cc\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528Pyfolio\u5e93\u5bf9\u9009\u80a1\u7b56\u7565\u8fdb\u884c\u56de\u6d4b\u548c\u8bc4\u4f30\uff0c\u5305\u62ec\u8ba1\u7b97\u6536\u76ca\u7387\u3001\u98ce\u9669\u6307\u6807\u3001\u4ea4\u6613\u6b21\u6570\u548c\u80dc\u7387\u7b49\u3002<\/p>\n\n\n\n<p>\u603b\u4e4b\uff0c\u4ee5\u4e0a\u662f\u5b9e\u6218\u6848\u4f8b\u9009\u80a1\u7b56\u7565\u7684\u8be6\u7ec6\u89e3\u91ca\u3002\u5728\u4f7f\u7528FinRL\u8fdb\u884c\u5f3a\u5316\u5b66\u4e60\u4efb\u52a1\u65f6\uff0c\u60a8\u53ef\u4ee5\u901a\u8fc7\u5efa\u7acb\u9009\u80a1\u7b56\u7565\u6765\u6f14\u793a\u5176\u6027\u80fd\u548c\u6548\u679c\u3002\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u5efa\u7acb\u9009\u80a1\u7b56\u7565\u9700\u8981\u4ed4\u7ec6\u8003\u8651\u6570\u636e\u5904\u7406\u3001\u7279\u5f81\u5de5\u7a0b\u548c\u9009\u80a1\u7b56\u7565\u8bbe\u8ba1\u7b49\u65b9\u9762\uff0c\u4ee5\u83b7\u5f97\u66f4\u597d\u7684\u9009\u80a1\u56de\u62a5\u7387\u3002<\/p>\n\n\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>\u8bf7\u8be6\u7ec6\u89e3\u91ca\u8d85\u53c2\u6570\u8c03\u4f18\u4e0e\u6a21\u578b\u4f18\u5316\u7684\u8d85\u53c2\u6570\u9009\u62e9<\/p>\n\n\n\n<p>\u5f53\u7136\uff0c\u4ee5\u4e0b\u662f\u8d85\u53c2\u6570\u8c03\u4f18\u4e0e\u6a21\u578b\u4f18\u5316\u7684\u8d85\u53c2\u6570\u9009\u62e9\u7684\u8be6\u7ec6\u89e3\u91ca\uff1a<\/p>\n\n\n\n<p>\u8d85\u53c2\u6570\u8c03\u4f18\u662f\u6307\u5728\u673a\u5668\u5b66\u4e60\u6216\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u4e2d\uff0c\u8c03\u6574\u6a21\u578b\u8d85\u53c2\u6570\u7684\u8fc7\u7a0b\uff0c\u4ee5\u83b7\u5f97\u66f4\u597d\u7684\u6a21\u578b\u6027\u80fd\u548c\u6cdb\u5316\u80fd\u529b\u3002\u6a21\u578b\u8d85\u53c2\u6570\u662f\u6307\u5728\u8bad\u7ec3\u6a21\u578b\u4e4b\u524d\u9700\u8981\u9884\u8bbe\u7684\u53c2\u6570\uff0c\u4f8b\u5982\u5b66\u4e60\u7387\u3001\u5c42\u6570\u3001\u795e\u7ecf\u5143\u6570\u91cf\u7b49\u3002\u9009\u62e9\u9002\u5f53\u7684\u8d85\u53c2\u6570\u5bf9\u4e8e\u6a21\u578b\u7684\u6027\u80fd\u548c\u7a33\u5b9a\u6027\u975e\u5e38\u91cd\u8981\u3002<\/p>\n\n\n\n<p>\u5728FinRL\u4e2d\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528\u7f51\u683c\u641c\u7d22\u3001\u968f\u673a\u641c\u7d22\u3001\u8d1d\u53f6\u65af\u4f18\u5316\u7b49\u65b9\u6cd5\u6765\u8c03\u6574\u8d85\u53c2\u6570\uff0c\u4ee5\u5bfb\u627e\u6700\u4f73\u7684\u8d85\u53c2\u6570\u7ec4\u5408\u3002\u4e0b\u9762\u662f\u4e00\u4e9b\u5e38\u89c1\u7684\u8d85\u53c2\u6570\u9009\u62e9\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u5b66\u4e60\u7387\uff08Learning rate\uff09<\/li>\n<\/ol>\n\n\n\n<p>\u5b66\u4e60\u7387\u662f\u6307\u5728\u66f4\u65b0\u6a21\u578b\u53c2\u6570\u65f6\uff0c\u63a7\u5236\u6bcf\u4e00\u6b21\u53c2\u6570\u66f4\u65b0\u7684\u6b65\u957f\u3002\u5b66\u4e60\u7387\u8fc7\u5c0f\u4f1a\u5bfc\u81f4\u8bad\u7ec3\u8fc7\u7a0b\u8fc7\u6162\uff0c\u5b66\u4e60\u7387\u8fc7\u5927\u4f1a\u5bfc\u81f4\u8bad\u7ec3\u8fc7\u7a0b\u4e0d\u7a33\u5b9a\uff0c\u56e0\u6b64\u9700\u8981\u9002\u5f53\u9009\u62e9\u5b66\u4e60\u7387\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"2\">\n<li>\u795e\u7ecf\u5143\u6570\u91cf\uff08Neurons\uff09<\/li>\n<\/ol>\n\n\n\n<p>\u795e\u7ecf\u5143\u6570\u91cf\u662f\u6307\u5728\u795e\u7ecf\u7f51\u7edc\u4e2d\u6bcf\u4e00\u5c42\u7684\u795e\u7ecf\u5143\u6570\u91cf\u3002\u795e\u7ecf\u5143\u6570\u91cf\u8fc7\u5c11\u4f1a\u5bfc\u81f4\u6b20\u62df\u5408\uff0c\u795e\u7ecf\u5143\u6570\u91cf\u8fc7\u591a\u4f1a\u5bfc\u81f4\u8fc7\u62df\u5408\uff0c\u56e0\u6b64\u9700\u8981\u9002\u5f53\u9009\u62e9\u795e\u7ecf\u5143\u6570\u91cf\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"3\">\n<li>\u5c42\u6570\uff08Layers\uff09<\/li>\n<\/ol>\n\n\n\n<p>\u5c42\u6570\u662f\u6307\u5728\u795e\u7ecf\u7f51\u7edc\u4e2d\u795e\u7ecf\u5143\u5c42\u7684\u6570\u91cf\u3002\u5c42\u6570\u8fc7\u5c11\u4f1a\u5bfc\u81f4\u6a21\u578b\u6b20\u62df\u5408\uff0c\u5c42\u6570\u8fc7\u591a\u4f1a\u5bfc\u81f4\u6a21\u578b\u8fc7\u62df\u5408\uff0c\u56e0\u6b64\u9700\u8981\u9002\u5f53\u9009\u62e9\u5c42\u6570\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"4\">\n<li>\u6279\u91cf\u5927\u5c0f\uff08Batch size\uff09<\/li>\n<\/ol>\n\n\n\n<p>\u6279\u91cf\u5927\u5c0f\u662f\u6307\u5728\u8bad\u7ec3\u6a21\u578b\u65f6\uff0c\u6bcf\u6b21\u8f93\u5165\u6a21\u578b\u7684\u6570\u636e\u91cf\u3002\u6279\u91cf\u5927\u5c0f\u8fc7\u5c0f\u4f1a\u5bfc\u81f4\u8bad\u7ec3\u8fc7\u7a0b\u8fc7\u6162\uff0c\u6279\u91cf\u5927\u5c0f\u8fc7\u5927\u4f1a\u5bfc\u81f4\u8bad\u7ec3\u8fc7\u7a0b\u4e0d\u7a33\u5b9a\uff0c\u56e0\u6b64\u9700\u8981\u9002\u5f53\u9009\u62e9\u6279\u91cf\u5927\u5c0f\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"5\">\n<li>\u6b63\u5219\u5316\u53c2\u6570\uff08Regularization\uff09<\/li>\n<\/ol>\n\n\n\n<p>\u6b63\u5219\u5316\u53c2\u6570\u662f\u6307\u5728\u6a21\u578b\u4e2d\u6dfb\u52a0\u6b63\u5219\u5316\u9879\uff0c\u4ee5\u51cf\u5c11\u8fc7\u62df\u5408\u7684\u5f71\u54cd\u3002\u6b63\u5219\u5316\u53c2\u6570\u8fc7\u5c0f\u4f1a\u5bfc\u81f4\u8fc7\u62df\u5408\uff0c\u6b63\u5219\u5316\u53c2\u6570\u8fc7\u5927\u4f1a\u5bfc\u81f4\u6b20\u62df\u5408\uff0c\u56e0\u6b64\u9700\u8981\u9002\u5f53\u9009\u62e9\u6b63\u5219\u5316\u53c2\u6570\u3002<\/p>\n\n\n\n<p>\u603b\u4e4b\uff0c\u4ee5\u4e0a\u662f\u8d85\u53c2\u6570\u8c03\u4f18\u4e0e\u6a21\u578b\u4f18\u5316\u7684\u8d85\u53c2\u6570\u9009\u62e9\u7684\u8be6\u7ec6\u89e3\u91ca\u3002\u5728\u4f7f\u7528FinRL\u8fdb\u884c\u5f3a\u5316\u5b66\u4e60\u4efb\u52a1\u65f6\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528\u5404\u79cd\u8d85\u53c2\u6570\u8c03\u4f18\u6280\u672f\u6765\u4f18\u5316\u6a21\u578b\u8d85\u53c2\u6570\uff0c\u4ee5\u83b7\u5f97\u66f4\u597d\u7684\u6a21\u578b\u6027\u80fd\u548c\u6cdb\u5316\u80fd\u529b\u3002\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u8d85\u53c2\u6570\u8c03\u4f18\u9700\u8981\u4ed4\u7ec6\u9009\u62e9\u8d85\u53c2\u6570\u7ec4\u5408\uff0c\u4ee5\u786e\u4fdd\u6a21\u578b\u6027\u80fd\u548c\u7a33\u5b9a\u6027\u7684\u6700\u5927\u5316\u3002<\/p>\n\n\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>\u8bf7\u8be6\u7ec6\u89e3\u91ca\u8d85\u53c2\u6570\u8c03\u4f18\u4e0e\u6a21\u578b\u4f18\u5316\u7684\u6a21\u578b\u4f18\u5316\u6280\u5de7<\/p>\n\n\n\n<p>\u5f53\u7136\uff0c\u4ee5\u4e0b\u662f\u8d85\u53c2\u6570\u8c03\u4f18\u4e0e\u6a21\u578b\u4f18\u5316\u7684\u6a21\u578b\u4f18\u5316\u6280\u5de7\u7684\u8be6\u7ec6\u89e3\u91ca\uff1a<\/p>\n\n\n\n<p>\u6a21\u578b\u4f18\u5316\u6280\u5de7\u662f\u6307\u5728\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u4e2d\u4f7f\u7528\u7684\u4e00\u4e9b\u6280\u5de7\uff0c\u4ee5\u63d0\u9ad8\u6a21\u578b\u6027\u80fd\u548c\u6cdb\u5316\u80fd\u529b\u3002\u8fd9\u4e9b\u6280\u5de7\u53ef\u4ee5\u5206\u4e3a\u6570\u636e\u589e\u5f3a\u3001\u6b63\u5219\u5316\u3001\u4f18\u5316\u7b97\u6cd5\u548c\u6a21\u578b\u7ed3\u6784\u7b49\u65b9\u9762\u3002\u5728FinRL\u4e2d\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528\u8fd9\u4e9b\u6280\u5de7\u6765\u4f18\u5316\u6a21\u578b\uff0c\u4ee5\u83b7\u5f97\u66f4\u597d\u7684\u7ed3\u679c\u3002<\/p>\n\n\n\n<p>\u4e0b\u9762\u662f\u4e00\u4e9b\u5e38\u89c1\u7684\u6a21\u578b\u4f18\u5316\u6280\u5de7\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u6570\u636e\u589e\u5f3a\uff08Data augmentation\uff09<\/li>\n<\/ol>\n\n\n\n<p>\u6570\u636e\u589e\u5f3a\u662f\u6307\u5728\u8bad\u7ec3\u6570\u636e\u4e2d\u6dfb\u52a0\u566a\u58f0\u6216\u53d8\u5f62\u7b49\u64cd\u4f5c\uff0c\u4ee5\u6269\u5927\u8bad\u7ec3\u6570\u636e\u96c6\u7684\u89c4\u6a21\u3002\u6570\u636e\u589e\u5f3a\u53ef\u4ee5\u63d0\u9ad8\u6a21\u578b\u6cdb\u5316\u80fd\u529b\u548c\u9c81\u68d2\u6027\uff0c\u51cf\u5c11\u8fc7\u62df\u5408\u7684\u5f71\u54cd\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"2\">\n<li>\u6b63\u5219\u5316\uff08Regularization\uff09<\/li>\n<\/ol>\n\n\n\n<p>\u6b63\u5219\u5316\u662f\u6307\u5728\u6a21\u578b\u4e2d\u6dfb\u52a0\u6b63\u5219\u5316\u9879\uff0c\u4ee5\u51cf\u5c11\u8fc7\u62df\u5408\u7684\u5f71\u54cd\u3002\u5e38\u89c1\u7684\u6b63\u5219\u5316\u65b9\u6cd5\u5305\u62ecL1\u6b63\u5219\u5316\u548cL2\u6b63\u5219\u5316\u7b49\u3002\u6b63\u5219\u5316\u53ef\u4ee5\u63d0\u9ad8\u6a21\u578b\u6cdb\u5316\u80fd\u529b\u548c\u7a33\u5b9a\u6027\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"3\">\n<li>\u4f18\u5316\u7b97\u6cd5\uff08Optimization algorithm\uff09<\/li>\n<\/ol>\n\n\n\n<p>\u4f18\u5316\u7b97\u6cd5\u662f\u6307\u7528\u4e8e\u4f18\u5316\u6a21\u578b\u53c2\u6570\u7684\u7b97\u6cd5\uff0c\u4f8b\u5982\u968f\u673a\u68af\u5ea6\u4e0b\u964d\u3001Adam\u3001Adagrad\u7b49\u3002\u4e0d\u540c\u7684\u4f18\u5316\u7b97\u6cd5\u5177\u6709\u4e0d\u540c\u7684\u4f18\u52bf\u548c\u52a3\u52bf\uff0c\u56e0\u6b64\u9700\u8981\u9009\u62e9\u9002\u5f53\u7684\u4f18\u5316\u7b97\u6cd5\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"4\">\n<li>\u6a21\u578b\u7ed3\u6784\uff08Model architecture\uff09<\/li>\n<\/ol>\n\n\n\n<p>\u6a21\u578b\u7ed3\u6784\u662f\u6307\u795e\u7ecf\u7f51\u7edc\u7684\u67b6\u6784\uff0c\u4f8b\u5982\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u3001\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\u7b49\u3002\u4e0d\u540c\u7684\u6a21\u578b\u7ed3\u6784\u9002\u7528\u4e8e\u4e0d\u540c\u7684\u95ee\u9898\u548c\u6570\u636e\u96c6\uff0c\u56e0\u6b64\u9700\u8981\u6839\u636e\u5177\u4f53\u60c5\u51b5\u9009\u62e9\u9002\u5f53\u7684\u6a21\u578b\u7ed3\u6784\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"5\">\n<li>\u9884\u8bad\u7ec3\uff08Pre-training\uff09<\/li>\n<\/ol>\n\n\n\n<p>\u9884\u8bad\u7ec3\u662f\u6307\u5728\u5927\u89c4\u6a21\u6570\u636e\u96c6\u4e0a\u9884\u8bad\u7ec3\u6a21\u578b\u53c2\u6570\uff0c\u7136\u540e\u5728\u5c0f\u89c4\u6a21\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u5fae\u8c03\u3002\u9884\u8bad\u7ec3\u53ef\u4ee5\u63d0\u9ad8\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\u548c\u9c81\u68d2\u6027\u3002<\/p>\n\n\n\n<p>\u603b\u4e4b\uff0c\u4ee5\u4e0a\u662f\u8d85\u53c2\u6570\u8c03\u4f18\u4e0e\u6a21\u578b\u4f18\u5316\u7684\u6a21\u578b\u4f18\u5316\u6280\u5de7\u7684\u8be6\u7ec6\u89e3\u91ca\u3002\u5728\u4f7f\u7528FinRL\u8fdb\u884c\u5f3a\u5316\u5b66\u4e60\u4efb\u52a1\u65f6\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528\u8fd9\u4e9b\u6a21\u578b\u4f18\u5316\u6280\u5de7\u6765\u63d0\u9ad8\u6a21\u578b\u6027\u80fd\u548c\u6cdb\u5316\u80fd\u529b\uff0c\u4ee5\u83b7\u5f97\u66f4\u597d\u7684\u7ed3\u679c\u3002\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u6a21\u578b\u4f18\u5316\u6280\u5de7\u9700\u8981\u7ed3\u5408\u5177\u4f53\u95ee\u9898\u548c\u6570\u636e\u96c6\uff0c\u4ee5\u9009\u62e9\u6700\u9002\u5408\u7684\u6280\u5de7\u3002<\/p>\n\n\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>\u8bf7\u8be6\u7ec6\u89e3\u91ca\u8d85\u53c2\u6570\u8c03\u4f18\u4e0e\u6a21\u578b\u4f18\u5316\u7684\u57fa\u51c6\u6d4b\u8bd5\u4e0e\u6a21\u578b\u5bf9\u6bd4<\/p>\n\n\n\n<p>\u5f53\u7136\uff0c\u4ee5\u4e0b\u662f\u8d85\u53c2\u6570\u8c03\u4f18\u4e0e\u6a21\u578b\u4f18\u5316\u7684\u57fa\u51c6\u6d4b\u8bd5\u4e0e\u6a21\u578b\u5bf9\u6bd4\u7684\u8be6\u7ec6\u89e3\u91ca\uff1a<\/p>\n\n\n\n<p>\u57fa\u51c6\u6d4b\u8bd5\u662f\u6307\u5728\u76f8\u540c\u7684\u6570\u636e\u96c6\u4e0a\uff0c\u5bf9\u6bd4\u4e0d\u540c\u6a21\u578b\u5728\u6027\u80fd\u548c\u901f\u5ea6\u7b49\u65b9\u9762\u7684\u5dee\u5f02\u3002\u5728\u4f7f\u7528FinRL\u8fdb\u884c\u5f3a\u5316\u5b66\u4e60\u4efb\u52a1\u65f6\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528\u57fa\u51c6\u6d4b\u8bd5\u6765\u8bc4\u4f30\u4e0d\u540c\u6a21\u578b\u7684\u6027\u80fd\u548c\u6cdb\u5316\u80fd\u529b\uff0c\u4ee5\u786e\u5b9a\u6700\u4f73\u7684\u6a21\u578b\u3002<\/p>\n\n\n\n<p>\u4e0b\u9762\u662f\u4e00\u4e9b\u5e38\u89c1\u7684\u57fa\u51c6\u6d4b\u8bd5\u548c\u6a21\u578b\u5bf9\u6bd4\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u6a21\u578b\u6027\u80fd\u6d4b\u8bd5<\/li>\n<\/ol>\n\n\n\n<p>\u5728\u6a21\u578b\u6027\u80fd\u6d4b\u8bd5\u4e2d\uff0c\u60a8\u9700\u8981\u5728\u76f8\u540c\u7684\u6570\u636e\u96c6\u4e0a\u8fd0\u884c\u4e0d\u540c\u7684\u6a21\u578b\uff0c\u5e76\u6bd4\u8f83\u5b83\u4eec\u5728\u51c6\u786e\u7387\u3001\u53ec\u56de\u7387\u3001F1\u5f97\u5206\u7b49\u65b9\u9762\u7684\u6027\u80fd\u3002\u5728\u8fd9\u91cc\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528\u4e00\u4e9b\u5e38\u89c1\u7684\u8bc4\u4f30\u6307\u6807\u6765\u6bd4\u8f83\u4e0d\u540c\u7684\u6a21\u578b\uff0c\u4f8b\u5982\u6df7\u6dc6\u77e9\u9635\u3001ROC\u66f2\u7ebf\u548cAUC\u7b49\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"2\">\n<li>\u8bad\u7ec3\u901f\u5ea6\u6d4b\u8bd5<\/li>\n<\/ol>\n\n\n\n<p>\u5728\u8bad\u7ec3\u901f\u5ea6\u6d4b\u8bd5\u4e2d\uff0c\u60a8\u9700\u8981\u6bd4\u8f83\u4e0d\u540c\u6a21\u578b\u5728\u76f8\u540c\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\u6240\u9700\u7684\u65f6\u95f4\u3002\u5728\u8fd9\u91cc\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528\u4e00\u4e9b\u5de5\u5177\u6765\u6bd4\u8f83\u4e0d\u540c\u6a21\u578b\u7684\u8bad\u7ec3\u901f\u5ea6\uff0c\u4f8b\u5982TensorFlow Profiler\u548cPyTorch Profiler\u7b49\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"3\">\n<li>\u786c\u4ef6\u8981\u6c42\u6d4b\u8bd5<\/li>\n<\/ol>\n\n\n\n<p>\u5728\u786c\u4ef6\u8981\u6c42\u6d4b\u8bd5\u4e2d\uff0c\u60a8\u9700\u8981\u6bd4\u8f83\u4e0d\u540c\u6a21\u578b\u5728\u76f8\u540c\u786c\u4ef6\u73af\u5883\u4e0b\u7684\u6027\u80fd\u548c\u901f\u5ea6\u3002\u5728\u8fd9\u91cc\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528\u4e00\u4e9b\u5de5\u5177\u6765\u6bd4\u8f83\u4e0d\u540c\u6a21\u578b\u7684\u6027\u80fd\u548c\u901f\u5ea6\uff0c\u4f8b\u5982NVIDIA GPU Benchmark\u548cMLPerf\u7b49\u3002<\/p>\n\n\n\n<p>\u603b\u4e4b\uff0c\u4ee5\u4e0a\u662f\u8d85\u53c2\u6570\u8c03\u4f18\u4e0e\u6a21\u578b\u4f18\u5316\u7684\u57fa\u51c6\u6d4b\u8bd5\u4e0e\u6a21\u578b\u5bf9\u6bd4\u7684\u8be6\u7ec6\u89e3\u91ca\u3002\u5728\u4f7f\u7528FinRL\u8fdb\u884c\u5f3a\u5316\u5b66\u4e60\u4efb\u52a1\u65f6\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528\u57fa\u51c6\u6d4b\u8bd5\u6765\u8bc4\u4f30\u4e0d\u540c\u6a21\u578b\u7684\u6027\u80fd\u548c\u6cdb\u5316\u80fd\u529b\uff0c\u4ee5\u786e\u5b9a\u6700\u4f73\u7684\u6a21\u578b\u3002\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u57fa\u51c6\u6d4b\u8bd5\u9700\u8981\u9009\u62e9\u5408\u9002\u7684\u8bc4\u4f30\u6307\u6807\u548c\u6d4b\u8bd5\u5de5\u5177\uff0c\u4ee5\u786e\u4fdd\u7ed3\u679c\u7684\u51c6\u786e\u6027\u548c\u53ef\u9760\u6027\u3002<\/p>\n\n\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>\u8bf7\u8be6\u7ec6\u89e3\u91ca\u6a21\u578b\u90e8\u7f72\u4e0e\u5b9e\u9645\u5e94\u7528\u6a21\u578b\u4fdd\u5b58\u4e0e\u52a0\u8f7d<\/p>\n\n\n\n<p>\u5f53\u7136\uff0c\u4ee5\u4e0b\u662f\u6a21\u578b\u90e8\u7f72\u4e0e\u5b9e\u9645\u5e94\u7528\u6a21\u578b\u4fdd\u5b58\u4e0e\u52a0\u8f7d\u7684\u8be6\u7ec6\u89e3\u91ca\uff1a<\/p>\n\n\n\n<p>\u6a21\u578b\u90e8\u7f72\u662f\u6307\u5c06\u8bad\u7ec3\u597d\u7684\u6a21\u578b\u90e8\u7f72\u5230\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u4ee5\u8fdb\u884c\u9884\u6d4b\u6216\u63a8\u7406\u3002\u5728FinRL\u4e2d\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528\u5404\u79cd\u6846\u67b6\u548c\u5de5\u5177\u6765\u90e8\u7f72\u6a21\u578b\uff0c\u4f8b\u5982TensorFlow Serving\u548cPyTorch Hub\u7b49\u3002<\/p>\n\n\n\n<p>\u4fdd\u5b58\u548c\u52a0\u8f7d\u6a21\u578b\u662f\u5728\u90e8\u7f72\u6a21\u578b\u65f6\u975e\u5e38\u91cd\u8981\u7684\u4e00\u90e8\u5206\uff0c\u56e0\u4e3a\u5b83\u53ef\u4ee5\u4f7f\u60a8\u5728\u4e0d\u91cd\u65b0\u8bad\u7ec3\u6a21\u578b\u7684\u60c5\u51b5\u4e0b\u91cd\u590d\u4f7f\u7528\u5df2\u7ecf\u8bad\u7ec3\u597d\u7684\u6a21\u578b\u3002\u5728FinRL\u4e2d\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u65b9\u6cd5\u6765\u4fdd\u5b58\u548c\u52a0\u8f7d\u6a21\u578b\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u4fdd\u5b58\u6a21\u578b<\/li>\n<\/ol>\n\n\n\n<p>\u4fdd\u5b58\u6a21\u578b\u662f\u6307\u5c06\u8bad\u7ec3\u597d\u7684\u6a21\u578b\u4fdd\u5b58\u5230\u78c1\u76d8\u4e0a\uff0c\u4ee5\u4fbf\u5c06\u5176\u7528\u4e8e\u9884\u6d4b\u6216\u63a8\u7406\u3002\u5728FinRL\u4e2d\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528Python\u7684pickle\u6a21\u5757\u6765\u4fdd\u5b58\u6a21\u578b\u3002\u60a8\u53ef\u4ee5\u5c06\u6a21\u578b\u4fdd\u5b58\u5230\u6587\u4ef6\u4e2d\uff0c\u5e76\u5728\u9700\u8981\u4f7f\u7528\u6a21\u578b\u65f6\u5c06\u5176\u52a0\u8f7d\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"2\">\n<li>\u52a0\u8f7d\u6a21\u578b<\/li>\n<\/ol>\n\n\n\n<p>\u52a0\u8f7d\u6a21\u578b\u662f\u6307\u5c06\u4fdd\u5b58\u5728\u78c1\u76d8\u4e0a\u7684\u6a21\u578b\u52a0\u8f7d\u5230\u5185\u5b58\u4e2d\uff0c\u4ee5\u8fdb\u884c\u9884\u6d4b\u6216\u63a8\u7406\u3002\u5728FinRL\u4e2d\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528pickle\u6a21\u5757\u4e2d\u7684load\u51fd\u6570\u6765\u52a0\u8f7d\u6a21\u578b\u3002\u60a8\u53ef\u4ee5\u4ece\u6587\u4ef6\u4e2d\u52a0\u8f7d\u6a21\u578b\uff0c\u5e76\u5c06\u5176\u7528\u4e8e\u9884\u6d4b\u6216\u63a8\u7406\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"3\">\n<li>\u6a21\u578b\u683c\u5f0f\u8f6c\u6362<\/li>\n<\/ol>\n\n\n\n<p>\u6a21\u578b\u683c\u5f0f\u8f6c\u6362\u662f\u6307\u5c06\u8bad\u7ec3\u597d\u7684\u6a21\u578b\u4ece\u4e00\u79cd\u683c\u5f0f\u8f6c\u6362\u4e3a\u53e6\u4e00\u79cd\u683c\u5f0f\uff0c\u4ee5\u4fbf\u5728\u4e0d\u540c\u7684\u6846\u67b6\u6216\u73af\u5883\u4e2d\u4f7f\u7528\u3002\u5728FinRL\u4e2d\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528\u4e00\u4e9b\u5de5\u5177\u6765\u8f6c\u6362\u6a21\u578b\u683c\u5f0f\uff0c\u4f8b\u5982ONNX\u548cTensorFlow Lite\u7b49\u3002<\/p>\n\n\n\n<p>\u603b\u4e4b\uff0c\u4ee5\u4e0a\u662f\u6a21\u578b\u90e8\u7f72\u4e0e\u5b9e\u9645\u5e94\u7528\u6a21\u578b\u4fdd\u5b58\u4e0e\u52a0\u8f7d\u7684\u8be6\u7ec6\u89e3\u91ca\u3002\u5728\u4f7f\u7528FinRL\u8fdb\u884c\u5f3a\u5316\u5b66\u4e60\u4efb\u52a1\u65f6\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528\u8fd9\u4e9b\u65b9\u6cd5\u6765\u4fdd\u5b58\u548c\u52a0\u8f7d\u6a21\u578b\uff0c\u5e76\u5c06\u5176\u90e8\u7f72\u5230\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u4ee5\u8fdb\u884c\u9884\u6d4b\u6216\u63a8\u7406\u3002\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u6a21\u578b\u4fdd\u5b58\u548c\u52a0\u8f7d\u9700\u8981\u4ed4\u7ec6\u8003\u8651\u6a21\u578b\u683c\u5f0f\u3001\u6587\u4ef6\u5927\u5c0f\u548c\u6027\u80fd\u7b49\u56e0\u7d20\uff0c\u4ee5\u786e\u4fdd\u6a21\u578b\u7684\u7a33\u5b9a\u6027\u548c\u6027\u80fd\u3002<\/p>\n\n\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>\u8bf7\u8be6\u7ec6\u89e3\u91ca\u6a21\u578b\u90e8\u7f72\u4e0e\u5b9e\u9645\u5e94\u7528\u5b9e\u65f6\u6570\u636e\u63a5\u5165<\/p>\n\n\n\n<p>\u5f53\u7136\uff0c\u4ee5\u4e0b\u662f\u6a21\u578b\u90e8\u7f72\u4e0e\u5b9e\u9645\u5e94\u7528\u5b9e\u65f6\u6570\u636e\u63a5\u5165\u7684\u8be6\u7ec6\u89e3\u91ca\uff1a<\/p>\n\n\n\n<p>\u6a21\u578b\u90e8\u7f72\u548c\u5b9e\u65f6\u6570\u636e\u63a5\u5165\u662f\u5728\u751f\u4ea7\u73af\u5883\u4e2d\u4f7f\u7528\u673a\u5668\u5b66\u4e60\u6a21\u578b\u7684\u4e24\u4e2a\u5173\u952e\u65b9\u9762\u3002\u6a21\u578b\u90e8\u7f72\u662f\u6307\u5c06\u8bad\u7ec3\u597d\u7684\u6a21\u578b\u90e8\u7f72\u5230\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u4ee5\u8fdb\u884c\u9884\u6d4b\u6216\u63a8\u7406\u3002\u800c\u5b9e\u65f6\u6570\u636e\u63a5\u5165\u662f\u6307\u4ece\u5b9e\u65f6\u6570\u636e\u6e90\u4e2d\u83b7\u53d6\u6570\u636e\uff0c\u5e76\u5c06\u5176\u4f20\u9012\u5230\u6a21\u578b\u4e2d\u8fdb\u884c\u9884\u6d4b\u6216\u63a8\u7406\u3002<\/p>\n\n\n\n<p>\u5728FinRL\u4e2d\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528\u5404\u79cd\u6846\u67b6\u548c\u5de5\u5177\u6765\u90e8\u7f72\u6a21\u578b\u548c\u63a5\u5165\u5b9e\u65f6\u6570\u636e\u3002\u4e0b\u9762\u662f\u4e00\u4e9b\u5e38\u89c1\u7684\u6a21\u578b\u90e8\u7f72\u548c\u5b9e\u65f6\u6570\u636e\u63a5\u5165\u65b9\u6cd5\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>RESTful API<\/li>\n<\/ol>\n\n\n\n<p>RESTful API\u662f\u4e00\u79cdWeb\u670d\u52a1\uff0c\u7528\u4e8e\u5411\u5916\u90e8\u5e94\u7528\u7a0b\u5e8f\u63d0\u4f9b\u5bf9\u6a21\u578b\u7684\u8bbf\u95ee\u3002\u5728FinRL\u4e2d\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528Flask\u6216Django\u7b49\u6846\u67b6\u6765\u5b9e\u73b0RESTful API\u3002\u60a8\u53ef\u4ee5\u4f7f\u7528POST\u8bf7\u6c42\u5c06\u6570\u636e\u4f20\u9012\u5230API\uff0cAPI\u5c06\u6570\u636e\u4f20\u9012\u7ed9\u6a21\u578b\u8fdb\u884c\u9884\u6d4b\u6216\u63a8\u7406\uff0c\u5e76\u5c06\u7ed3\u679c\u8fd4\u56de\u7ed9\u8bf7\u6c42\u65b9\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"2\">\n<li>Apache Kafka<\/li>\n<\/ol>\n\n\n\n<p>Apache Kafka\u662f\u4e00\u79cd\u5206\u5e03\u5f0f\u6d41\u5904\u7406\u5e73\u53f0\uff0c\u7528\u4e8e\u5904\u7406\u5b9e\u65f6\u6570\u636e\u6d41\u3002\u5728FinRL\u4e2d\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528Kafka\u6765\u63a5\u6536\u5b9e\u65f6\u6570\u636e\u6d41\uff0c\u5e76\u5c06\u5176\u4f20\u9012\u7ed9\u6a21\u578b\u8fdb\u884c\u9884\u6d4b\u6216\u63a8\u7406\u3002\u60a8\u53ef\u4ee5\u4f7f\u7528Kafka\u7684API\u6765\u521b\u5efa\u751f\u4ea7\u8005\u548c\u6d88\u8d39\u8005\uff0c\u5c06\u6570\u636e\u4ece\u751f\u4ea7\u8005\u53d1\u9001\u5230Kafka\uff0c\u518d\u4eceKafka\u4e2d\u8bfb\u53d6\u6570\u636e\u5e76\u4f20\u9012\u7ed9\u6a21\u578b\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"3\">\n<li>MQTT<\/li>\n<\/ol>\n\n\n\n<p>MQTT\u662f\u4e00\u79cd\u8f7b\u91cf\u7ea7\u7684\u53d1\u5e03\/\u8ba2\u9605\u534f\u8bae\uff0c\u7528\u4e8e\u4f20\u8f93\u5b9e\u65f6\u6570\u636e\u3002\u5728FinRL\u4e2d\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528MQTT\u6765\u63a5\u6536\u5b9e\u65f6\u6570\u636e\u6d41\uff0c\u5e76\u5c06\u5176\u4f20\u9012\u7ed9\u6a21\u578b\u8fdb\u884c\u9884\u6d4b\u6216\u63a8\u7406\u3002\u60a8\u53ef\u4ee5\u4f7f\u7528MQTT\u7684API\u6765\u521b\u5efa\u53d1\u5e03\u8005\u548c\u8ba2\u9605\u8005\uff0c\u5c06\u6570\u636e\u4ece\u53d1\u5e03\u8005\u53d1\u9001\u5230MQTT\uff0c\u518d\u4eceMQTT\u4e2d\u8bfb\u53d6\u6570\u636e\u5e76\u4f20\u9012\u7ed9\u6a21\u578b\u3002<\/p>\n\n\n\n<p>\u603b\u4e4b\uff0c\u4ee5\u4e0a\u662f\u6a21\u578b\u90e8\u7f72\u4e0e\u5b9e\u9645\u5e94\u7528\u5b9e\u65f6\u6570\u636e\u63a5\u5165\u7684\u8be6\u7ec6\u89e3\u91ca\u3002\u5728\u4f7f\u7528FinRL\u8fdb\u884c\u5f3a\u5316\u5b66\u4e60\u4efb\u52a1\u65f6\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528\u8fd9\u4e9b\u65b9\u6cd5\u6765\u90e8\u7f72\u6a21\u578b\u548c\u63a5\u5165\u5b9e\u65f6\u6570\u636e\uff0c\u4ee5\u8fdb\u884c\u9884\u6d4b\u6216\u63a8\u7406\u3002\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u6a21\u578b\u90e8\u7f72\u548c\u5b9e\u65f6\u6570\u636e\u63a5\u5165\u9700\u8981\u4ed4\u7ec6\u8003\u8651\u6570\u636e\u683c\u5f0f\u3001\u4f20\u8f93\u901f\u5ea6\u548c\u6570\u636e\u5927\u5c0f\u7b49\u56e0\u7d20\uff0c\u4ee5\u786e\u4fdd\u6a21\u578b\u7684\u7a33\u5b9a\u6027\u548c\u6027\u80fd\u3002<\/p>\n\n\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>\u8bf7\u8be6\u7ec6\u89e3\u91ca\u6a21\u578b\u5e94\u7528\u4e0e\u76d1\u63a7<\/p>\n\n\n\n<p>\u5f53\u7136\uff0c\u4ee5\u4e0b\u662f\u6a21\u578b\u5e94\u7528\u4e0e\u76d1\u63a7\u7684\u8be6\u7ec6\u89e3\u91ca\uff1a<\/p>\n\n\n\n<p>\u6a21\u578b\u5e94\u7528\u548c\u76d1\u63a7\u662f\u5728\u751f\u4ea7\u73af\u5883\u4e2d\u4f7f\u7528\u673a\u5668\u5b66\u4e60\u6a21\u578b\u7684\u4e24\u4e2a\u5173\u952e\u65b9\u9762\u3002\u6a21\u578b\u5e94\u7528\u662f\u6307\u5c06\u8bad\u7ec3\u597d\u7684\u6a21\u578b\u90e8\u7f72\u5230\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u4ee5\u8fdb\u884c\u9884\u6d4b\u6216\u63a8\u7406\u3002\u800c\u76d1\u63a7\u662f\u6307\u5bf9\u6a21\u578b\u8fdb\u884c\u5b9e\u65f6\u76d1\u6d4b\uff0c\u4ee5\u68c0\u6d4b\u6027\u80fd\u4e0b\u964d\u6216\u5f02\u5e38\u884c\u4e3a\uff0c\u5e76\u53ca\u65f6\u91c7\u53d6\u63aa\u65bd\u3002<\/p>\n\n\n\n<p>\u5728FinRL\u4e2d\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528\u5404\u79cd\u6846\u67b6\u548c\u5de5\u5177\u6765\u5e94\u7528\u6a21\u578b\u548c\u76d1\u63a7\u6a21\u578b\u3002\u4e0b\u9762\u662f\u4e00\u4e9b\u5e38\u89c1\u7684\u6a21\u578b\u5e94\u7528\u548c\u76d1\u63a7\u65b9\u6cd5\uff1a<\/p>\n\n\n\n<ol 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start=\"2\">\n<li>\u6027\u80fd\u76d1\u63a7<\/li>\n<\/ol>\n\n\n\n<p>\u6027\u80fd\u76d1\u63a7\u662f\u6307\u5bf9\u6a21\u578b\u8fdb\u884c\u5b9e\u65f6\u76d1\u6d4b\uff0c\u4ee5\u68c0\u6d4b\u6027\u80fd\u4e0b\u964d\u6216\u5f02\u5e38\u884c\u4e3a\u3002\u5728FinRL\u4e2d\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528\u4e00\u4e9b\u5de5\u5177\u6765\u76d1\u63a7\u6a21\u578b\u7684\u6027\u80fd\uff0c\u4f8b\u5982TensorBoard\u548cPrometheus\u7b49\u3002\u8fd9\u4e9b\u5de5\u5177\u53ef\u4ee5\u5e2e\u52a9\u60a8\u76d1\u6d4b\u6a21\u578b\u7684\u51c6\u786e\u7387\u3001\u901f\u5ea6\u548c\u5185\u5b58\u4f7f\u7528\u60c5\u51b5\u7b49\u6307\u6807\uff0c\u5e76\u751f\u6210\u53ef\u89c6\u5316\u62a5\u544a\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" 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