{"id":318,"date":"2025-06-12T22:42:33","date_gmt":"2025-06-12T14:42:33","guid":{"rendered":"https:\/\/khsci.com\/khQuant\/?page_id=318"},"modified":"2026-02-25T23:42:40","modified_gmt":"2026-02-25T15:42:40","slug":"chapter5","status":"publish","type":"page","link":"https:\/\/khsci.com\/khQuant\/chapter5\/","title":{"rendered":"1.5 \u4e3b\u754c\u9762\u5de1\u89c8\uff1a\u529f\u80fd\u533a\u8be6\u89e3"},"content":{"rendered":"<p>\u6b22\u8fce\u6765\u5230&#8221;\u770b\u6d77\u91cf\u5316\u56de\u6d4b\u7cfb\u7edf&#8221;\uff08KHQuant\uff09\u7684\u4e3b\u63a7\u754c\u9762\u3002\u672c\u7ae0\u5c06\u5bf9\u4e3b\u754c\u9762\u8fdb\u884c\u4e00\u6b21\u5168\u9762\u7684\u5de1\u89c8\uff0c\u6982\u8981\u4ecb\u7ecd\u5404\u4e2a\u529f\u80fd\u533a\u7684\u5e03\u5c40\u4e0e\u4f5c\u7528\u3002\u8fd9\u662f\u4e00\u4e2a\u6574\u4f53\u6027\u7684\u4ecb\u7ecd\uff0c\u5bf9\u4e8e\u5de6\u4fa7\u7684\u6838\u5fc3\u914d\u7f6e\u533a\u3001\u4e2d\u95f4\u7684\u8fd0\u884c\u9a71\u52a8\u533a\u4ee5\u53ca\u53f3\u4fa7\u7684\u4fe1\u606f\u53cd\u9988\u533a\uff0c\u6211\u4eec\u5c06\u5728\u968f\u540e\u7684\u7b2c\u516d\u3001\u4e03\u3001\u516b\u7ae0\u4e2d\u8fdb\u884c\u66f4\u6df1\u5165\u7684\u62c6\u89e3\u8bf4\u660e\u3002\u719f\u6089\u4e3b\u754c\u9762\u7684\u6574\u4f53\u5e03\u5c40\uff0c\u662f\u9ad8\u6548\u65bd\u5c55\u7b56\u7565\u7684\u7b2c\u4e00\u6b65\u3002<\/p>\n<blockquote><p>\n  \ud83d\udca1 <strong>\u7248\u672c\u8bf4\u660e<\/strong>\uff1a\u672c\u7ae0\u622a\u56fe\u57fa\u4e8e V2 \u7248\u672c\u5236\u4f5c\u3002V3 \u7248\u672c\u5728\u754c\u9762\u5e03\u5c40\u4e0a\u5927\u540c\u5c0f\u5f02\uff0c\u6838\u5fc3\u529f\u80fd\u533a\u5212\u5206\u57fa\u672c\u4e00\u81f4\uff0c\u56e0\u6b64\u4e0d\u518d\u5355\u72ec\u5206\u7bc7\u8d58\u8ff0\u3002\u60a8\u53ef\u4ee5\u53c2\u7167\u672c\u7ae0\u5185\u5bb9\u5feb\u901f\u719f\u6089 V3 \u7248\u672c\u7684\u4e3b\u754c\u9762\u3002<\/p>\n<p>  <strong>\u91cd\u8981\u63d0\u793a\uff1a\u5173\u4e8e\u8fd0\u884c\u6a21\u5f0f<\/strong><\/p>\n<p>  \u5f53\u524d\u7248\u672c\u7684&#8221;\u770b\u6d77\u91cf\u5316\u56de\u6d4b\u7cfb\u7edf&#8221;\u4e13\u6ce8\u4e8e\u63d0\u4f9b\u5f3a\u5927\u3001\u6613\u7528\u7684 <strong>\u56de\u6d4b (Backtesting)<\/strong> \u529f\u80fd\uff0c\u65e8\u5728\u5e2e\u52a9\u7528\u6237\u5728\u5386\u53f2\u6570\u636e\u4e0a\u9a8c\u8bc1\u548c\u4f18\u5316\u81ea\u5df1\u7684\u4ea4\u6613\u7b56\u7565\u3002\u56e0\u6b64\uff0c\u8f6f\u4ef6\u754c\u9762\u548c\u529f\u80fd\u5747\u56f4\u7ed5\u56de\u6d4b\u6a21\u5f0f\u8fdb\u884c\u8bbe\u8ba1\u3002<\/p>\n<p>  <strong>\u5b9e\u76d8\u4ea4\u6613 (Live Trading) \u529f\u80fd\u76ee\u524d\u6682\u4e0d\u652f\u6301\u3002<\/strong>\n<\/p><\/blockquote>\n<hr \/>\n<h2>1 \u6574\u4f53\u5e03\u5c40\u4e00\u89c8<\/h2>\n<p>\u9996\u6b21\u6253\u5f00\u8f6f\u4ef6\uff0c\u4f1a\u770b\u5230\u4e00\u4e2a\u7cbe\u5fc3\u7ec4\u7ec7\u7684\u4e09\u680f\u5f0f\u5e03\u5c40\u754c\u9762\u3002\u8fd9\u79cd\u8bbe\u8ba1\u7684\u76ee\u7684\u662f\u5c06\u7b56\u7565\u914d\u7f6e\u3001\u8fd0\u884c\u76d1\u63a7\u548c\u72b6\u6001\u53cd\u9988\u7b49\u6838\u5fc3\u64cd\u4f5c\u6d41\u7a0b\u6e05\u6670\u5730\u5206\u9694\u5f00\uff0c\u4ece\u800c\u4e00\u76ee\u4e86\u7136\u5730\u627e\u5230\u6240\u9700\u529f\u80fd\u3002<\/p>\n<p align=\"center\">\n    <img decoding=\"async\" src=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/2025\/06\/\u4e3b\u754c\u9762\u6982\u89c8.png\" alt=\"\u4e3b\u754c\u9762\u6982\u89c8\" width=\"100%\" \/>\n<\/p>\n<p>\u4e3b\u754c\u9762\u4e3b\u8981\u7531\u4ee5\u4e0b\u51e0\u4e2a\u90e8\u5206\u6784\u6210\uff1a<\/p>\n<ul>\n<li><strong>\u9876\u90e8\u5de5\u5177\u680f<\/strong>: \u4f4d\u4e8e\u754c\u9762\u6700\u4e0a\u65b9\uff0c\u96c6\u6210\u4e86\u6700\u9ad8\u9891\u4f7f\u7528\u7684\u5168\u5c40\u64cd\u4f5c\uff0c\u5982\u914d\u7f6e\u6587\u4ef6\u7684\u52a0\u8f7d\/\u4fdd\u5b58\u3001\u7b56\u7565\u7684\u542f\u505c\u3001\u4ee5\u53ca\u6253\u5f00\u8f85\u52a9\u5de5\u5177\u7b49\u3002<\/li>\n<li><strong>\u5de6\u4fa7\u9762\u677f (\u6838\u5fc3\u914d\u7f6e\u533a)<\/strong>: \u8fd9\u91cc\u662f\u5b9a\u4e49\u7b56\u7565\u884c\u4e3a\u7684\u6838\u5fc3\u533a\u57df\u3002\u53ef\u5728\u6b64\u6307\u5b9a\u7b56\u7565\u6587\u4ef6\u3001\u8bbe\u7f6e\u56de\u6d4b\u53c2\u6570\u3001\u7ba1\u7406\u80a1\u7968\u6c60\u7b49\u3002<\/li>\n<li><strong>\u4e2d\u95f4\u9762\u677f (\u8fd0\u884c\u9a71\u52a8\u533a)<\/strong>: \u8be5\u533a\u57df\u8d1f\u8d23\u5b9a\u4e49\u7b56\u7565\u7684&#8221;\u5fc3\u8df3&#8221;\u2014\u5373\u7531\u4ec0\u4e48\u4e8b\u4ef6\u6765\u9a71\u52a8\u7b56\u7565\u903b\u8f91\u7684\u6267\u884c\u3002\u53ef\u8bbe\u7f6e\u89e6\u53d1\u65b9\u5f0f\u3001\u914d\u7f6e\u76d8\u524d\u76d8\u540e\u4efb\u52a1\uff0c\u5e76\u67e5\u770b\u8d26\u6237\u7684\u8d44\u91d1\u4e0e\u6301\u4ed3\u72b6\u51b5\u3002<\/li>\n<li><strong>\u53f3\u4fa7\u9762\u677f (\u4fe1\u606f\u53cd\u9988\u533a)<\/strong>: \u8fd9\u662f\u89c2\u5bdf\u7cfb\u7edf\u8fd0\u884c\u72b6\u6001\u7684\u7a97\u53e3\u3002\u7cfb\u7edf\u65e5\u5fd7\u3001\u7b56\u7565\u4e2d\u6253\u5370\u7684\u4fe1\u606f\u3001\u4ea4\u6613\u59d4\u6258\u4e0e\u6210\u4ea4\u56de\u62a5\u3001\u9519\u8bef\u8b66\u62a5\u7b49\u90fd\u4f1a\u5728\u8fd9\u91cc\u663e\u793a\u3002<\/li>\n<li><strong>\u5e95\u90e8\u72b6\u6001\u680f<\/strong>: \u4f4d\u4e8e\u754c\u9762\u6700\u4e0b\u65b9\uff0c\u63d0\u4f9b\u5b9e\u65f6\u7684\u64cd\u4f5c\u72b6\u6001\u53cd\u9988\u548c\u56de\u6d4b\u8fdb\u5ea6\u3002<\/li>\n<\/ul>\n<hr \/>\n<h2>2 \u5de5\u5177\u680f\u6309\u94ae\u8bf4\u660e<\/h2>\n<p align=\"center\">\n    <img decoding=\"async\" src=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/2025\/07\/\u5de5\u5177\u680f.png\" alt=\"\u5de5\u5177\u680f\" width=\"100%\" \/>\n<\/p>\n<p>\u9876\u90e8\u5de5\u5177\u680f\u662f\u8fdb\u884c\u5feb\u901f\u64cd\u4f5c\u7684\u6377\u5f84\uff0c\u4ee5\u4e0b\u662f\u6bcf\u4e2a\u6309\u94ae\u7684\u529f\u80fd\u8be6\u89e3\uff1a<\/p>\n<ul>\n<li><strong>\u52a0\u8f7d\u914d\u7f6e<\/strong>: \u70b9\u51fb\u540e\u52a0\u8f7d\u4e00\u4e2a\u4e4b\u524d\u4fdd\u5b58\u7684 <code>.kh<\/code> \u914d\u7f6e\u6587\u4ef6\uff0c\u5feb\u901f\u6062\u590d\u6240\u6709\u53c2\u6570\u8bbe\u7f6e\u3002<\/li>\n<li><strong>\u4fdd\u5b58\u914d\u7f6e<\/strong>: \u5c06\u5f53\u524d\u6240\u6709\u53c2\u6570\u8bbe\u7f6e\u4fdd\u5b58\u5230\u5f53\u524d\u52a0\u8f7d\u7684 <code>.kh<\/code> \u6587\u4ef6\u4e2d\u3002<\/li>\n<li><strong>\u914d\u7f6e\u53e6\u5b58\u4e3a<\/strong>: \u5c06\u5f53\u524d\u6240\u6709\u8bbe\u7f6e\u4fdd\u5b58\u4e3a\u4e00\u4e2a\u65b0\u7684 <code>.kh<\/code> \u6587\u4ef6\u3002<\/li>\n<li><strong>\u5f00\u59cb\u8fd0\u884c<\/strong>: \u6839\u636e\u5f53\u524d\u914d\u7f6e\uff0c\u542f\u52a8\u7b56\u7565\u56de\u6d4b\u3002<\/li>\n<li><strong>\u505c\u6b62\u8fd0\u884c<\/strong>: \u624b\u52a8\u505c\u6b62\u5f53\u524d\u6b63\u5728\u8fd0\u884c\u7684\u7b56\u7565\u3002<\/li>\n<li><strong>\u672c\u5730\u6570\u636e\u7ba1\u7406<\/strong>: \u6253\u5f00\u672c\u5730\u6570\u636e\u7ba1\u7406\u5668\uff0c\u7528\u4e8e\u8865\u5145\u3001\u67e5\u770b\u548c\u7ba1\u7406\u672c\u5730\u5b58\u50a8\u7684\u80a1\u7968\u6570\u636e\u3002<\/li>\n<li><strong>\u5b9a\u65f6\u8865\u5145\u6570\u636e<\/strong>: \u6253\u5f00\u5b9a\u65f6\u6570\u636e\u8865\u5145\u4efb\u52a1\u7ba1\u7406\u5668\uff0c\u53ef\u4ee5\u8bbe\u7f6e\u81ea\u52a8\u5316\u7684\u6570\u636e\u66f4\u65b0\u8ba1\u5212\u3002<\/li>\n<li><strong>CSV\u6570\u636e\u7ba1\u7406<\/strong>: \u6253\u5f00CSV\u6570\u636e\u4e0b\u8f7d\u3001\u6e05\u6d17\u548c\u7ba1\u7406\u754c\u9762\uff0c\u7528\u4e8e\u5bfc\u51fa\u6570\u636e\u4f9b\u5916\u90e8\u5206\u6790\u4f7f\u7528\u3002<\/li>\n<li><strong>\u8bbe\u7f6e<\/strong>: \u6253\u5f00&#8221;\u8f6f\u4ef6\u8bbe\u7f6e&#8221;\u5bf9\u8bdd\u6846\uff0c\u914d\u7f6eMiniQMT\u8def\u5f84\u7b49\u5168\u5c40\u53c2\u6570\u3002<\/li>\n<li><strong>MiniQMT\u72b6\u6001\u6307\u793a\u706f<\/strong>: \u663e\u793a\u4e0eMiniQMT\u7684\u8fde\u63a5\u72b6\u6001\uff08\ud83d\udfe2\u5df2\u8fde\u63a5 \/ \ud83d\udd34\u672a\u8fde\u63a5\uff09\u3002<\/li>\n<li><strong>\u5e2e\u52a9 (?)<\/strong>: \u6253\u5f00\u5728\u7ebf\u6559\u7a0b\u6587\u6863\u3002<\/li>\n<\/ul>\n<hr \/>\n<h2>3 \u5de6\u4fa7\u6838\u5fc3\u914d\u7f6e\u533a<\/h2>\n<p>\u8fd9\u662f\u8fdb\u884c\u7b56\u7565\u56de\u6d4b\u8bbe\u7f6e\u7684\u8d77\u70b9\uff0c\u6240\u6709\u53c2\u6570\u90fd\u5728\u6b64\u96c6\u4e2d\u914d\u7f6e\u3002<\/p>\n<p align=\"center\">\n    <img decoding=\"async\" src=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/2025\/06\/\u5de6\u4fa7\u9762\u677f.png\" alt=\"\u5de6\u4fa7\u9762\u677f\" width=\"50%\" \/>\n<\/p>\n<ul>\n<li><strong>\u7b56\u7565\u914d\u7f6e<\/strong>:\n<ul>\n<li><strong>\u7b56\u7565\u6587\u4ef6<\/strong>: \u70b9\u51fb&#8221;\u9009\u62e9\u7b56\u7565\u6587\u4ef6&#8221;\u6309\u94ae\uff0c\u9009\u62e9\u7f16\u5199\u7684Python\u7b56\u7565\u811a\u672c (<code>.py<\/code>\u6587\u4ef6)\u3002<\/li>\n<li><strong>\u8fd0\u884c\u6a21\u5f0f<\/strong>: \u5f53\u524d\u7248\u672c\u4e13\u6ce8\u4e8e <strong>\u56de\u6d4b<\/strong> \u529f\u80fd\u3002\u6b64\u9009\u9879\u56fa\u5b9a\u4e3a\u56de\u6d4b\u6a21\u5f0f\uff0c\u7528\u4e8e\u5728\u5386\u53f2\u6570\u636e\u4e0a\u9a8c\u8bc1\u7b56\u7565\u8868\u73b0\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u56de\u6d4b\u53c2\u6570<\/strong>:\n<ul>\n<li><strong>\u57fa\u51c6\u5408\u7ea6<\/strong>: \u8bbe\u7f6e\u7528\u4e8e\u8ba1\u7b97Alpha\u3001Beta\u7b49\u76f8\u5bf9\u8868\u73b0\u6307\u6807\u7684\u4e1a\u7ee9\u57fa\u51c6\uff0c\u4f8b\u5982 <code>sh.000300<\/code>\u3002<\/li>\n<li><strong>\u4ea4\u6613\u6210\u672c\u8bbe\u7f6e<\/strong>: \u7cbe\u786e\u6a21\u62df\u771f\u5b9e\u4ea4\u6613\u6210\u672c\u3002<\/li>\n<li><strong>\u6700\u4f4e\u4f63\u91d1(\u5143)<\/strong>: \u5355\u7b14\u4ea4\u6613\u4f63\u91d1\u7684\u6700\u4f4e\u6536\u8d39\u3002<\/li>\n<li><strong>\u4f63\u91d1\u6bd4\u4f8b<\/strong>: \u6309\u6210\u4ea4\u91d1\u989d\u8ba1\u7b97\u7684\u4f63\u91d1\u8d39\u7387\u3002<\/li>\n<li><strong>\u5356\u51fa\u5370\u82b1\u7a0e<\/strong>: \u6309\u5356\u51fa\u91d1\u989d\u8ba1\u7b97\u7684\u5370\u82b1\u7a0e\u7387\u3002<\/li>\n<li><strong>\u6d41\u91cf\u8d39(\u5143\/\u7b14)<\/strong>: \u90e8\u5206\u5238\u5546\u6536\u53d6\u7684\u989d\u5916\u901a\u8baf\u8d39\u7528\u3002<\/li>\n<li><strong>\u6ed1\u70b9\u7c7b\u578b\/\u6ed1\u70b9\u503c<\/strong>: \u8bbe\u7f6e\u4e70\u5356\u65f6\u4ef7\u683c\u7684\u6ed1\u70b9\uff0c\u53ef\u9009&#8221;\u6309\u6700\u5c0f\u53d8\u52a8\u4ef7\u4f4d\u6570&#8221;\u6216&#8221;\u6309\u6210\u4ea4\u989d\u6bd4\u4f8b&#8221;\u3002<\/li>\n<li><strong>\u56de\u6d4b\u65f6\u95f4\u8bbe\u7f6e<\/strong>: \u901a\u8fc7&#8221;\u5f00\u59cb\u65e5\u671f&#8221;\u548c&#8221;\u7ed3\u675f\u65e5\u671f&#8221;\u9009\u62e9\u5668\uff0c\u8bbe\u5b9a\u56de\u6d4b\u7684\u65f6\u95f4\u533a\u95f4\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u6570\u636e\u8bbe\u7f6e<\/strong>:\n<ul>\n<li><strong>\u590d\u6743\u65b9\u5f0f<\/strong>: \u9009\u62e9K\u7ebf\u6570\u636e\u7684\u590d\u6743\u7c7b\u578b\uff0c\u5982&#8221;\u4e0d\u590d\u6743&#8221;\u3001&#8221;\u524d\u590d\u6743&#8221;\u3001&#8221;\u7b49\u6bd4\u524d\u590d\u6743&#8221;\u3002<\/li>\n<li><strong>\u5468\u671f\u7c7b\u578b<\/strong>: \u9009\u62e9\u7b56\u7565\u8fd0\u884c\u6240\u4f9d\u8d56\u7684\u6570\u636e\u5468\u671f\uff0c\u5982 <code>tick<\/code>, <code>1m<\/code>, <code>5m<\/code>, <code>1d<\/code>\u3002<\/li>\n<li><strong>\u6570\u636e\u5b57\u6bb5<\/strong>: \u6839\u636e\u6240\u9009\u5468\u671f\uff0c\u52fe\u9009\u7b56\u7565\u5728 <code>handle_bar<\/code> \u51fd\u6570\u4e2d\u9700\u8981\u7528\u5230\u7684\u5177\u4f53\u6570\u636e\u5b57\u6bb5\uff08\u5982\u5f00\u76d8\u4ef7\u3001\u6536\u76d8\u4ef7\u3001\u6210\u4ea4\u91cf\u7b49\uff09\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u80a1\u7968\u6c60\u8bbe\u7f6e<\/strong>:\n<ul>\n<li><strong>\u5e38\u7528\u6307\u6570<\/strong>: \u5feb\u901f\u52fe\u9009A\u80a1\u4e3b\u8981\u6307\u6570\u6210\u5206\u80a1\u4f5c\u4e3a\u80a1\u7968\u6c60\u3002<\/li>\n<li><strong>\u81ea\u9009\u6e05\u5355<\/strong>: \u4f7f\u7528\u81ea\u9009\u80a1\u5217\u8868\u3002<\/li>\n<li><strong>\u624b\u52a8\u7ba1\u7406<\/strong>: \u5728\u4e0b\u65b9\u7684\u8868\u683c\u4e2d\u76f4\u63a5\u6dfb\u52a0\u6216\u5220\u9664\u80a1\u7968\u4ee3\u7801\uff0c\u6216\u901a\u8fc7\u53f3\u952e\u83dc\u5355\u5bfc\u5165\/\u6e05\u7a7a\u5217\u8868\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<hr \/>\n<h2>4 \u4e2d\u95f4\u8fd0\u884c\u9a71\u52a8\u533a<\/h2>\n<p>\u672c\u533a\u57df\u8d1f\u8d23\u5b9a\u4e49\u7b56\u7565\u7684\u89e6\u53d1\u673a\u5236\u548c\u8d26\u6237\u4fe1\u606f\u3002<\/p>\n<p align=\"center\">\n    <img decoding=\"async\" src=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/2025\/06\/\u4e2d\u95f4\u9762\u677f.png\" alt=\"\u4e2d\u95f4\u9762\u677f\" width=\"50%\" \/>\n<\/p>\n<ul>\n<li><strong>\u89e6\u53d1\u65b9\u5f0f\u8bbe\u7f6e<\/strong>:\n<ul>\n<li><strong>\u89e6\u53d1\u7c7b\u578b<\/strong>: \u5b9a\u4e49\u7b56\u7565\u6838\u5fc3\u903b\u8f91 (<code>handle_bar<\/code>\u51fd\u6570) \u7684\u6267\u884c\u9891\u7387\u3002<\/li>\n<li><strong>Tick\u89e6\u53d1<\/strong>: \u6bcf\u4e2aTick\u6570\u636e\u5230\u8fbe\u65f6\u90fd\u6267\u884c\u4e00\u6b21\u7b56\u7565\u3002<\/li>\n<li><strong>K\u7ebf\u89e6\u53d1<\/strong>: \u5728\u6bcf\u4e2aK\u7ebf\u5468\u671f\uff08\u59821\u5206\u949f\u30015\u5206\u949f\uff09\u5f62\u6210\u65f6\u6267\u884c\u4e00\u6b21\u7b56\u7565\u3002<\/li>\n<li><strong>\u81ea\u5b9a\u4e49\u5b9a\u65f6\u89e6\u53d1<\/strong>: \u6309\u8bbe\u5b9a\u7684\u7279\u5b9a\u65f6\u95f4\u70b9\u5217\u8868\u6765\u6267\u884c\u7b56\u7565\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u8d26\u6237\u4fe1\u606f<\/strong>:\n<ul>\n<li><strong>\u865a\u62df\u8d26\u6237<\/strong>: \u5728\u56de\u6d4b\u6a21\u5f0f\u4e0b\uff0c\u53ef\u5728\u6b64\u8bbe\u7f6e\u7b56\u7565\u7684&#8221;\u521d\u59cb\u8d44\u91d1&#8221;\u548c&#8221;\u6700\u5c0f\u4ea4\u6613\u91cf&#8221;\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u76d8\u524d\u76d8\u540e\u89e6\u53d1\u8bbe\u7f6e<\/strong>:\n<ul>\n<li>\u52fe\u9009\u5e76\u8bbe\u7f6e\u65f6\u95f4\uff0c\u53ef\u4ee5\u5728\u6bcf\u65e5\u5f00\u76d8\u524d\u6216\u6536\u76d8\u540e\uff0c\u81ea\u52a8\u6267\u884c\u7b56\u7565\u4e2d\u76f8\u5e94\u7684 <code>khPreMarket<\/code> \u6216 <code>khPostMarket<\/code> \u51fd\u6570\uff0c\u7528\u4e8e\u6267\u884c\u76d8\u524d\u51c6\u5907\u6216\u76d8\u540e\u590d\u76d8\u7b49\u4efb\u52a1\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<hr \/>\n<h2>5 \u53f3\u4fa7\u4fe1\u606f\u53cd\u9988\u533a<\/h2>\n<p>\u8fd9\u91cc\u662f\u89c2\u5bdf\u7b56\u7565\u8fd0\u884c\u8fc7\u7a0b\u548c\u7ed3\u679c\u7684\u4e3b\u8981\u7a97\u53e3\u3002<\/p>\n<p align=\"center\">\n    <img decoding=\"async\" src=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/2025\/06\/\u53f3\u4fa7\u9762\u677f.png\" alt=\"\u53f3\u4fa7\u9762\u677f\" width=\"50%\" \/>\n<\/p>\n<ul>\n<li><strong>\u7cfb\u7edf\u65e5\u5fd7<\/strong>:\n<ul>\n<li>\u4e00\u4e2a\u5b9e\u65f6\u6eda\u52a8\u7684\u6587\u672c\u6846\uff0c\u663e\u793a\u8f6f\u4ef6\u7684\u8fd0\u884c\u72b6\u6001\u3001\u7b56\u7565\u4e2d <code>print()<\/code> \u7684\u5185\u5bb9\u3001\u4ea4\u6613\u59d4\u6258\u548c\u6210\u4ea4\u7684\u8be6\u7ec6\u56de\u62a5\u3001\u4ee5\u53ca\u4efb\u4f55\u9519\u8bef\u6216\u8b66\u544a\u4fe1\u606f\u3002\u4e0d\u540c\u7ea7\u522b\u7684\u65e5\u5fd7\u4f1a\u7528\u4e0d\u540c\u989c\u8272\u6807\u8bb0\uff0c\u65b9\u4fbf\u5feb\u901f\u8bc6\u522b\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u65e5\u5fd7\u64cd\u4f5c<\/strong>:\n<ul>\n<li><strong>\u65e5\u5fd7\u7c7b\u578b\u8fc7\u6ee4<\/strong>: \u901a\u8fc7\u52fe\u9009 <code>DEBUG<\/code>, <code>INFO<\/code>, <code>WARNING<\/code>, <code>ERROR<\/code>, <code>TRADE<\/code> \u7b49\u590d\u9009\u6846\uff0c\u53ef\u4ee5\u7b5b\u9009\u60f3\u770b\u7684\u65e5\u5fd7\u7ea7\u522b\u3002<\/li>\n<li><strong>\u6e05\u7a7a\u65e5\u5fd7<\/strong>: \u6e05\u9664\u5f53\u524d\u65e5\u5fd7\u663e\u793a\u3002<\/li>\n<li><strong>\u4fdd\u5b58\u65e5\u5fd7<\/strong>: \u5c06\u5f53\u524d\u663e\u793a\u7684\u65e5\u5fd7\u5185\u5bb9\u5bfc\u51fa\u4e3a\u6587\u672c\u6587\u4ef6\u3002<\/li>\n<li><strong>\u6d4b\u8bd5\u65e5\u5fd7<\/strong>: \u70b9\u51fb\u540e\u4f1a\u751f\u6210\u4e00\u4e9b\u5404\u79cd\u7ea7\u522b\u7684\u6d4b\u8bd5\u65e5\u5fd7\uff0c\u7528\u4e8e\u68c0\u67e5\u663e\u793a\u662f\u5426\u6b63\u5e38\u3002<\/li>\n<li><strong>\u6253\u5f00\u56de\u6d4b\u6307\u6807<\/strong>: <strong>\u56de\u6d4b\u7ed3\u675f\u540e\uff0c\u6b64\u6309\u94ae\u4f1a\u53d8\u4e3a\u53ef\u7528\u72b6\u6001<\/strong>\u3002\u70b9\u51fb\u5b83\uff0c\u5373\u53ef\u6253\u5f00\u8be6\u7ec6\u7684\u56de\u6d4b\u62a5\u544a\u7a97\u53e3\uff0c\u5bf9\u7b56\u7565\u7ee9\u6548\u8fdb\u884c\u5168\u9762\u590d\u76d8\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<hr \/>\n<h2>6 \u5e95\u90e8\u72b6\u6001\u680f<\/h2>\n<p>\u754c\u9762\u6700\u5e95\u90e8\u7684\u72b6\u6001\u680f\u63d0\u4f9b\u5b9e\u65f6\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f\u3002<\/p>\n<ul>\n<li><strong>\u5de6\u4fa7\uff1a\u5f53\u524d\u72b6\u6001\u6587\u672c<\/strong>: \u7528\u7b80\u77ed\u6587\u5b57\u63cf\u8ff0\u8f6f\u4ef6\u6b63\u5728\u8fdb\u884c\u7684\u64cd\u4f5c\uff08\u5982&#8221;\u51c6\u5907\u5c31\u7eea&#8221;, &#8220;\u7b56\u7565\u8fd0\u884c\u4e2d&#8230;&#8221;\uff09\u3002<\/li>\n<li><strong>\u53f3\u4fa7\uff1a\u8fdb\u5ea6\u6761<\/strong>: \u5728\u56de\u6d4b\u8fdb\u884c\u65f6\uff0c\u4f1a\u6fc0\u6d3b\u5e76\u76f4\u89c2\u5730\u5c55\u793a\u56de\u6d4b\u7684\u5b8c\u6210\u8fdb\u5ea6\u3002<\/li>\n<\/ul>\n<p>\u81f3\u6b64\uff0c\u5bf9&#8221;\u770b\u6d77\u91cf\u5316\u56de\u6d4b\u7cfb\u7edf&#8221;\u4e3b\u754c\u9762\u7684\u6982\u89c8\u5c31\u5b8c\u6210\u4e86\u3002\u5728\u4e0b\u4e00\u7ae0\uff0c\u6211\u4eec\u5c06\u6df1\u5165\u63a2\u7d22\u5de6\u4fa7\u7684\u6838\u5fc3\u914d\u7f6e\u9762\u677f\uff0c\u5b66\u4e60\u5982\u4f55\u4e3a\u7b56\u7565\u914d\u7f6e\u5404\u9879\u53c2\u6570\u3002<\/p>\n<p align=\"center\">\n    <img decoding=\"async\" src=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/2025\/06\/\u5e95\u90e8\u72b6\u6001\u680f.png\" alt=\"\u5e95\u90e8\u72b6\u6001\u680f\" width=\"100%\" \/><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6b22\u8fce\u6765\u5230&#8221;\u770b\u6d77\u91cf\u5316\u56de\u6d4b\u7cfb\u7edf&#8221;\uff08KHQuant\uff09\u7684\u4e3b\u63a7\u754c\u9762\u3002\u672c\u7ae0\u5c06\u5bf9\u4e3b\u754c\u9762\u8fdb\u884c\u4e00\u6b21\u5168\u9762\u7684 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"template\/caidan.php","meta":{"_acf_changed":false,"footnotes":""},"class_list":["post-318","page","type-page","status-publish","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/khsci.com\/khQuant\/wp-json\/wp\/v2\/pages\/318","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/khsci.com\/khQuant\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/khsci.com\/khQuant\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/khsci.com\/khQuant\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/khsci.com\/khQuant\/wp-json\/wp\/v2\/comments?post=318"}],"version-history":[{"count":10,"href":"https:\/\/khsci.com\/khQuant\/wp-json\/wp\/v2\/pages\/318\/revisions"}],"predecessor-version":[{"id":970,"href":"https:\/\/khsci.com\/khQuant\/wp-json\/wp\/v2\/pages\/318\/revisions\/970"}],"wp:attachment":[{"href":"https:\/\/khsci.com\/khQuant\/wp-json\/wp\/v2\/media?parent=318"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}