\u5168\u90e8\u5185\u5bb9<\/strong>\uff0c\u4ece\u5934\u5230\u5c3e\u5b8c\u6574\u5730\u590d\u5236\u4e0b\u6765\uff0c\u7136\u540e\u7c98\u8d34\u5230\u4f60\u548cAI\u7684\u5bf9\u8bdd\u6846\u4e2d\uff0c\u53d1\u9001\u7ed9\u5b83\u3002<\/p>\n\u8fd9\u4e00\u6b65\u662f\u5728\u201c\u8bad\u7ec3\u201dAI\uff0c\u76f8\u5f53\u4e8e\u628a\u6211\u4eec\u5199\u597d\u7684\u201c\u64cd\u4f5c\u624b\u518c\u201d\u4ea4\u7ed9\u5b83\u5b66\u4e60\u3002\u5b83\u4f1a\u6839\u636e\u624b\u518c\u91cc\u7684\u89c4\u5219\uff0c\u7406\u89e3KhQuant\u5e73\u53f0\u7684\u4ee3\u7801\u89c4\u8303\u548c\u51fd\u6570\u7528\u6cd5\u3002<\/p>\n
\u4f60\u53ef\u4ee5\u770b\u5230\uff0cAI\u5728\u9605\u8bfb\u5b8c\u63d0\u793a\u8bcd\u540e\uff0c\u901a\u5e38\u4f1a\u56de\u590d\u5b83\u5df2\u7ecf\u7406\u89e3\u4e86\u89c4\u5219\uff0c\u5e76\u51c6\u5907\u597d\u4e3a\u4f60\u670d\u52a1\u3002<\/em><\/p>\n\u7b2c\u4e09\u6b65\uff1a\u7528\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u4f60\u7684\u7b56\u7565\u548c\u56de\u6d4b\u9700\u6c42<\/h3>\n
\u73b0\u5728\uff0cAI\u5df2\u7ecf\u662f\u4e00\u4e2a”\u61c2\u89c4\u77e9”\u7684KhQuant\u7b56\u7565\u4e13\u5bb6\u4e86\u3002\u4f60\u53ea\u9700\u8981\u5728\u540c\u4e00\u4e2a\u5bf9\u8bdd\u7a97\u53e3<\/strong>\u91cc\uff0c\u63a5\u7740\u5411\u5b83\u63cf\u8ff0\u4f60\u7684\u7b56\u7565\u60f3\u6cd5\u548c\u56de\u6d4b\u914d\u7f6e\u9700\u6c42\u3002<\/p>\n\u63cf\u8ff0\u7b56\u7565\u65f6\uff0c\u8bf7\u9075\u5faa\u4e00\u4e2a\u539f\u5219\uff1a\u8d8a\u6e05\u6670\u3001\u8d8a\u5177\u4f53\u8d8a\u597d<\/strong>\u3002<\/p>\n\u4e00\u4e2a\u5b8c\u6574\u7684\u7b56\u7565\u63cf\u8ff0\u5e94\u8be5\u5305\u542b\u4e24\u90e8\u5206<\/strong>\uff1a<\/p>\n\u7b56\u7565\u903b\u8f91\u90e8\u5206\uff1a<\/h4>\n\n- \u4ea4\u6613\u5bf9\u8c61<\/strong>\uff1a\u662f\u9488\u5bf9\u80a1\u7968\u6c60\u91cc\u7684\u6240\u6709\u80a1\u7968\uff0c\u8fd8\u662f\u53ea\u9488\u5bf9\u67d0\u4e00\u652f\uff1f<\/li>\n
- \u4f7f\u7528\u6307\u6807<\/strong>\uff1a\u7528\u5230\u4e86\u54ea\u4e9b\u6280\u672f\u6307\u6807\uff1f\uff08\u6bd4\u5982MA, RSI, MACD…\uff09<\/li>\n
- \u6307\u6807\u53c2\u6570<\/strong>\uff1a\u6307\u6807\u7684\u5468\u671f\u53c2\u6570\u662f\u591a\u5c11\uff1f\uff08\u6bd4\u5982MA(20), RSI(14)…\uff09<\/li>\n
- \u4e70\u5165\u6761\u4ef6<\/strong>\uff1a\u5728\u4ec0\u4e48\u60c5\u51b5\u4e0b\u89e6\u53d1\u4e70\u5165\uff1f<\/li>\n
- \u5356\u51fa\u6761\u4ef6<\/strong>\uff1a\u5728\u4ec0\u4e48\u60c5\u51b5\u4e0b\u89e6\u53d1\u5356\u51fa\uff1f<\/li>\n
- \u4ed3\u4f4d\u7ba1\u7406<\/strong>\uff1a\u4e70\u5165\/\u5356\u51fa\u591a\u5c11\uff1f\uff08\u6bd4\u5982\u5168\u4ed3\u3001\u534a\u4ed3\u3001\u4f7f\u752850%\u8d44\u91d1…\uff09<\/li>\n<\/ul>\n
\u56de\u6d4b\u914d\u7f6e\u90e8\u5206\uff1a<\/h4>\n\n- \u56de\u6d4b\u65f6\u95f4\u6bb5<\/strong>\uff1a\u4ece\u4ec0\u4e48\u65f6\u5019\u5230\u4ec0\u4e48\u65f6\u5019\uff1f\uff08\u6bd4\u59822024\u5e741\u67081\u65e5\u52302024\u5e7412\u670831\u65e5\uff09<\/li>\n
- \u89e6\u53d1\u65b9\u5f0f<\/strong>\uff1a\u7b56\u7565\u591a\u4e45\u5224\u65ad\u4e00\u6b21\uff1f\n
\n- \u65e5\u7ebf\u7b56\u7565\uff1a\u6bcf\u65e5\u6536\u76d8\u65f6\u5224\u65ad<\/li>\n
- \u5206\u949f\u7ea7\u7b56\u7565\uff1a\u6bcf\u5206\u949f\u5224\u65ad\u4e00\u6b21<\/li>\n
- \u9ad8\u9891\u7b56\u7565\uff1a\u6bcf\u4e2atick\u5224\u65ad<\/li>\n<\/ul>\n<\/li>\n
- \u590d\u6743\u65b9\u5f0f<\/strong>\uff1a\u4f7f\u7528\u4ec0\u4e48\u590d\u6743\u65b9\u5f0f\uff1f\uff08\u63a8\u8350\u524d\u590d\u6743\uff09<\/li>\n
- \u80a1\u7968\u6c60<\/strong>\uff1a\u6d4b\u8bd5\u54ea\u4e9b\u80a1\u7968\uff1f\uff08\u53ef\u4ee5\u6307\u5b9a\u5177\u4f53\u80a1\u7968\u6216\u80a1\u7968\u6c60\u6587\u4ef6\uff09<\/li>\n
- \u521d\u59cb\u8d44\u91d1<\/strong>\uff1a\u56de\u6d4b\u7528\u591a\u5c11\u8d44\u91d1\uff1f\uff08\u9ed8\u8ba4100\u4e07\uff09<\/li>\n
- \u4ea4\u6613\u6210\u672c<\/strong>\uff1a\u662f\u5426\u9700\u8981\u81ea\u5b9a\u4e49\u4f63\u91d1\u3001\u5370\u82b1\u7a0e\u3001\u6ed1\u70b9\u7b49\uff1f<\/li>\n<\/ul>\n
\u6211\u4eec\u6765\u770b\u4e24\u4e2a\u4f8b\u5b50<\/strong>\uff1a<\/p>\n\n \u4e00\u4e2a\u597d\u7684\u63d0\u95ee\uff08\u6e05\u6670\u3001\u5177\u4f53\uff09<\/strong>\uff1a
\n “\u8bf7\u5e2e\u6211\u5199\u4e00\u4e2a\u53cc\u5747\u7ebf\u7b56\u7565\u548c\u5bf9\u5e94\u7684\u914d\u7f6e\u6587\u4ef6\u3002<\/p>\n \u7b56\u7565\u903b\u8f91<\/strong>\uff1a\u4f7f\u752820\u65e5\u7ebf\u548c60\u65e5\u7ebf\u3002\u5f5320\u65e5\u7ebf\u4e0a\u7a7f60\u65e5\u7ebf\u65f6\uff0c\u5982\u679c\u5f53\u524d\u6ca1\u6709\u6301\u4ed3\uff0c\u5c31\u5168\u4ed3\u4e70\u5165\u80a1\u7968\u6c60\u7684\u7b2c\u4e00\u53ea\u80a1\u7968\u3002\u5f5320\u65e5\u7ebf\u4e0b\u7a7f60\u65e5\u7ebf\u65f6\uff0c\u5982\u679c\u6301\u6709\u8be5\u80a1\u7968\uff0c\u5c31\u6e05\u4ed3\u5356\u51fa\u3002<\/p>\n \u56de\u6d4b\u914d\u7f6e<\/strong>\uff1a\u56de\u6d4b\u65f6\u95f4\u4ece2024\u5e741\u67081\u65e5\u52302024\u5e7412\u670831\u65e5\uff0c\u6bcf\u65e5\u5f00\u76d8\u65f6\u5224\u65ad\u4e00\u6b21\uff0c\u4f7f\u7528\u524d\u590d\u6743\uff0c\u6d4b\u8bd5\u5e73\u5b89\u94f6\u884c(000001.SZ)\u548c\u4e07\u79d1A(000002.SZ)\uff0c\u521d\u59cb\u8d44\u91d1100\u4e07\u3002”<\/p>\n \u4e00\u4e2a\u4e0d\u597d\u7684\u63d0\u95ee\uff08\u6a21\u7cca\u3001\u5bbd\u6cdb\uff09<\/strong>\uff1a
\n “\u7ed9\u6211\u4e00\u4e2a\u80fd\u8d5a\u94b1\u7684\u5747\u7ebf\u7b56\u7565\u3002”\n<\/p><\/blockquote>\n\u7b2c\u56db\u6b65\uff1a\u83b7\u53d6\u5e76\u68c0\u67e5AI\u751f\u6210\u7684\u5185\u5bb9<\/h3>\n
\u53d1\u9001\u4f60\u7684\u7b56\u7565\u63cf\u8ff0\u540e\uff0cAI\u4f1a\u6839\u636e\u4e4b\u524d\u5b66\u4e60\u7684”\u64cd\u4f5c\u624b\u518c”\u548c\u4f60\u63d0\u4f9b\u7684\u5177\u4f53\u8981\u6c42\uff0c\u751f\u6210\u4ee5\u4e0b\u5185\u5bb9\uff1a<\/p>\n
\n- \u5b8c\u6574\u7684Python\u7b56\u7565\u4ee3\u7801<\/strong><\/li>\n
- \u5bf9\u5e94\u7684KH\u914d\u7f6e\u6587\u4ef6<\/strong>\uff08JSON\u683c\u5f0f\uff09<\/li>\n
- \u53c2\u6570\u8bf4\u660e\u548c\u4f7f\u7528\u6307\u5bfc<\/strong><\/li>\n<\/ol>\n
\u62ff\u5230\u5185\u5bb9\u540e\uff0c\u4e0d\u8981\u6025\u7740\u76f4\u63a5\u7528\u3002\u82b1\u4e00\u5206\u949f\u7b80\u5355\u68c0\u67e5\u4e00\u4e0b\uff1a
\n– \u7b56\u7565\u903b\u8f91<\/strong>\uff1a\u4ee3\u7801\u91cc\u7684\u903b\u8f91\u662f\u5426\u548c\u4f60\u7684\u60f3\u6cd5\u4e00\u81f4\uff1f
\n– \u53c2\u6570\u8bbe\u7f6e<\/strong>\uff1a\u5747\u7ebf\u5468\u671f\u3001RSI\u53c2\u6570\u7b49\u662f\u5426\u6b63\u786e\uff1f
\n– \u56de\u6d4b\u914d\u7f6e<\/strong>\uff1a\u65f6\u95f4\u6bb5\u3001\u80a1\u7968\u6c60\u3001\u89e6\u53d1\u65b9\u5f0f\u662f\u5426\u7b26\u5408\u8981\u6c42\uff1f
\n– \u5339\u914d\u6027\u68c0\u67e5<\/strong>\uff1a\u7b56\u7565\u7684\u6570\u636e\u83b7\u53d6\u9891\u7387\u662f\u5426\u4e0e\u89e6\u53d1\u65b9\u5f0f\u5339\u914d\uff1f<\/p>\n\u7b2c\u4e94\u6b65\uff1a\u5bfc\u5165\u914d\u7f6e\uff0c\u5f00\u59cb\u56de\u6d4b\uff01<\/h3>\n
\u73b0\u5728\u4f60\u6709\u4e86\u4e24\u4e2a\u6587\u4ef6\uff1a\u7b56\u7565\u4ee3\u7801\uff08.py\u6587\u4ef6\uff09\u548c\u914d\u7f6e\u6587\u4ef6\uff08.kh\u6587\u4ef6\uff09\u3002<\/p>\n
\u64cd\u4f5c\u6b65\u9aa4<\/strong>\uff1a
\n1. \u4fdd\u5b58\u7b56\u7565\u6587\u4ef6<\/strong>\uff1a\u5c06AI\u751f\u6210\u7684Python\u4ee3\u7801\u4fdd\u5b58\u4e3a.py<\/code>\u6587\u4ef6
\n2. \u4fdd\u5b58\u914d\u7f6e\u6587\u4ef6<\/strong>\uff1a\u5c06AI\u751f\u6210\u7684KH\u914d\u7f6e\u4fdd\u5b58\u4e3a.kh<\/code>\u6587\u4ef6\uff0c\u6ce8\u610f\u4fee\u6539\u5176\u4e2d\u7684strategy_file<\/code>\u8def\u5f84\u6307\u5411\u4f60\u521a\u4fdd\u5b58\u7684.py\u6587\u4ef6
\n3. \u5bfc\u5165\u914d\u7f6e<\/strong>\uff1a\u5728KhQuant GUI\u754c\u9762\u4e2d\uff0c\u70b9\u51fb”\u5bfc\u5165\u914d\u7f6e”\u6309\u94ae\uff0c\u9009\u62e9\u4f60\u7684.kh\u6587\u4ef6\uff0c\u7136\u540e\u70b9\u51fb\u201c\u9009\u62e9\u7b56\u7565\u6587\u4ef6\u201d\u6309\u94ae\uff0c\u9009\u62e9\u4f60\u7684.py\u6587\u4ef6
\n4. \u5f00\u59cb\u56de\u6d4b<\/strong>\uff1a\u786e\u8ba4\u914d\u7f6e\u65e0\u8bef\u540e\uff0c\u70b9\u51fb”\u5f00\u59cb\u56de\u6d4b”\u6309\u94ae<\/p>\n\u4f18\u52bf\u8bf4\u660e<\/strong>\uff1a
\n– \u2705 \u7701\u65f6\u7701\u529b<\/strong>\uff1a\u4e0d\u7528\u624b\u52a8\u914d\u7f6e\u590d\u6742\u7684\u56de\u6d4b\u53c2\u6570
\n– \u2705 \u53c2\u6570\u5339\u914d<\/strong>\uff1aAI\u5df2\u7ecf\u786e\u4fdd\u4e86\u7b56\u7565\u4ee3\u7801\u4e0e\u89e6\u53d1\u65b9\u5f0f\u7684\u5339\u914d
\n– \u2705 \u4e00\u952e\u5bfc\u5165<\/strong>\uff1a\u6240\u6709\u914d\u7f6e\u4e00\u6b21\u6027\u52a0\u8f7d\u5b8c\u6210
\n– \u2705 \u907f\u514d\u9519\u8bef<\/strong>\uff1a\u51cf\u5c11\u624b\u52a8\u914d\u7f6e\u5bfc\u81f4\u7684\u53c2\u6570\u9519\u8bef<\/p>\n\u606d\u559c\u4f60\uff01\u4f60\u5df2\u7ecf\u6210\u529f\u5c06\u4e00\u4e2a\u7b56\u7565\u60f3\u6cd5\uff0c\u8f6c\u5316\u4e3a\u4e86\u5b8c\u6574\u7684\u3001\u53ef\u6267\u884c\u7684\u91cf\u5316\u4ea4\u6613\u7cfb\u7edf\uff01<\/p>\n
\n\u5b8c\u6574\u793a\u4f8b\u6f14\u793a<\/h2>\n
\u4e3a\u4e86\u8ba9\u5927\u5bb6\u66f4\u597d\u5730\u7406\u89e3\u6574\u4e2a\u6d41\u7a0b\uff0c\u6211\u4eec\u63d0\u4f9b\u4e00\u4e2a\u5b8c\u6574\u7684\u793a\u4f8b\u6f14\u793a\uff1a<\/p>\n
\u7528\u6237\u8f93\u5165\u793a\u4f8b\uff1a<\/h3>\n\u8bf7\u5e2e\u6211\u5199\u4e00\u4e2aRSI\u8d85\u4e70\u8d85\u5356\u7b56\u7565\u548c\u5bf9\u5e94\u7684\u914d\u7f6e\u6587\u4ef6\u3002\n\n\u7b56\u7565\u903b\u8f91\uff1a\n- \u4f7f\u752814\u65e5RSI\u6307\u6807\n- \u5f53RSI\u5c0f\u4e8e20\u65f6\uff08\u8d85\u5356\uff09\uff0c\u5982\u679c\u5f53\u524d\u6ca1\u6709\u6301\u4ed3\uff0c\u4f7f\u752850%\u8d44\u91d1\u4e70\u5165\u80a1\u7968\u6c60\u7b2c\u4e00\u53ea\u80a1\u7968\n- \u5f53RSI\u5927\u4e8e80\u65f6\uff08\u8d85\u4e70\uff09\uff0c\u5982\u679c\u5f53\u524d\u6709\u6301\u4ed3\uff0c\u5168\u90e8\u5356\u51fa\n- \u6bcf\u65e5\u6536\u76d8\u65f6\u68c0\u67e5\u4e00\u6b21\u4fe1\u53f7\n\n\u56de\u6d4b\u914d\u7f6e\uff1a\n- \u56de\u6d4b\u65f6\u95f4\uff1a2025\u5e741\u67081\u65e5\u52302025\u5e746\u670830\u65e5\n- \u89e6\u53d1\u65b9\u5f0f\uff1a\u6bcf\u65e5\u6536\u76d8\u65f6\u5224\u65ad\n- \u590d\u6743\u65b9\u5f0f\uff1a\u524d\u590d\u6743\n- \u6d4b\u8bd5\u80a1\u7968\uff1a\u5e73\u5b89\u94f6\u884c(000001.SZ)\n- \u521d\u59cb\u8d44\u91d1\uff1a100\u4e07\n<\/code><\/pre>\nAI\u9884\u671f\u8f93\u51fa\uff1a<\/h3>\n
AI\u4f1a\u751f\u6210\uff1a
\n1. \u5b8c\u6574\u7684RSI\u7b56\u7565Python\u4ee3\u7801<\/strong>\uff08\u5305\u542b\u521d\u59cb\u5316\u3001\u4e3b\u903b\u8f91\u3001\u9519\u8bef\u5904\u7406\u7b49\uff09
\n2. \u5bf9\u5e94\u7684KH\u914d\u7f6e\u6587\u4ef6<\/strong>\uff08JSON\u683c\u5f0f\uff0c\u5305\u542b\u6240\u6709\u56de\u6d4b\u53c2\u6570\uff09
\n3. \u53c2\u6570\u8bf4\u660e<\/strong>\uff08\u89e3\u91caRSI\u5468\u671f\u3001\u9608\u503c\u542b\u4e49\u7b49\uff09
\n4. \u4f7f\u7528\u6307\u5bfc<\/strong>\uff08\u5982\u4f55\u4fdd\u5b58\u6587\u4ef6\u3001\u5bfc\u5165\u914d\u7f6e\u7b49\uff09
\n5. \u98ce\u9669\u63d0\u793a<\/strong>\uff08RSI\u7b56\u7565\u7684\u5c40\u9650\u6027\u7b49\uff09<\/p>\n\u64cd\u4f5c\u8981\u70b9\uff1a<\/h3>\n\n- \u2705 \u63cf\u8ff0\u5177\u4f53<\/strong>\uff1a\u660e\u786e\u4e86RSI\u5468\u671f(14)\u3001\u9608\u503c(20\/80)\u3001\u4ed3\u4f4d\u6bd4\u4f8b(50%\/100%)<\/li>\n
- \u2705 \u914d\u7f6e\u5b8c\u6574<\/strong>\uff1a\u5305\u542b\u4e86\u65f6\u95f4\u6bb5\u3001\u89e6\u53d1\u65b9\u5f0f\u3001\u80a1\u7968\u6c60\u3001\u8d44\u91d1\u7b49\u6240\u6709\u5fc5\u8981\u4fe1\u606f<\/li>\n
- \u2705 \u903b\u8f91\u6e05\u6670<\/strong>\uff1a\u4e70\u5356\u6761\u4ef6\u3001\u6301\u4ed3\u68c0\u67e5\u7b49\u903b\u8f91\u660e\u786e<\/li>\n<\/ul>\n
\u8fd9\u6837\u7684\u63cf\u8ff0\u80fd\u8ba9AI\u751f\u6210\u6700\u51c6\u786e\u3001\u6700\u5b8c\u6574\u7684\u7b56\u7565\u4ee3\u7801\u548c\u914d\u7f6e\u6587\u4ef6\u3002<\/p>\n
\n\u9644\uff1a\u770b\u6d77\u91cf\u5316AI\u7b56\u7565\u5f00\u53d1\u63d0\u793a\u8bcd\u5de5\u7a0b\uff08\u5f53\u524d\u7248\u672c2026.3.1\u66f4\u65b0\uff09–\u9002\u7528\u4e8eV2\u7248\u672c\u8f6f\u4ef6<\/h3>\n\u4f60\u662f\u4e00\u4e2a\u4e13\u4e1a\u7684\u91cf\u5316\u7b56\u7565\u5f00\u53d1\u52a9\u624b\uff0c\u4e13\u95e8\u5e2e\u52a9\u7528\u6237\u7f16\u5199\u57fa\u4e8eKhQuant\u6846\u67b6(V2\u7248\u672c)\u7684\u91cf\u5316\u4ea4\u6613\u7b56\u7565\u3002\n\n\u6838\u5fc3\u804c\u8d23\n1. \u6839\u636e\u7528\u6237\u7684\u7b56\u7565\u601d\u8def\uff0c\u751f\u6210\u5b8c\u6574\u53ef\u8fd0\u884c\u7684Python\u7b56\u7565\u4ee3\u7801\n2. \u6839\u636e\u7528\u6237\u7684\u56de\u6d4b\u9700\u6c42\uff0c\u751f\u6210\u76f8\u5e94\u7684KH\u914d\u7f6e\u6587\u4ef6\uff08.kh\u683c\u5f0f\uff09\n3. \u4e25\u683c\u9075\u5faaKhQuant\u6846\u67b6\u7684\u7f16\u7a0b\u89c4\u8303\u548cAPI\u4f7f\u7528\u65b9\u5f0f\n4. \u786e\u4fdd\u751f\u6210\u7684\u4ee3\u7801\u903b\u8f91\u6b63\u786e\u3001\u6027\u80fd\u4f18\u5316\u4e14\u6613\u4e8e\u7406\u89e3\n5. \u786e\u4fdd\u7b56\u7565\u4ee3\u7801\u4e0e\u56de\u6d4b\u914d\u7f6e\u4e2d\u7684\u89e6\u53d1\u65b9\u5f0f\u76f8\u5339\u914d\n6. \u63d0\u4f9b\u7b56\u7565\u7684\u98ce\u9669\u63d0\u793a\u548c\u6539\u8fdb\u5efa\u8bae\n7. \u7b56\u7565\u4e2d\u8981\u907f\u514d\u4f7f\u7528\u672a\u6765\u51fd\u6570\n\n\u6846\u67b6\u89c4\u8303\u8981\u6c42\n\n1. \u5fc5\u9700\u7684\u4ee3\u7801\u7ed3\u6784\n \u5bfc\u5165\u8bed\u53e5\uff1a\u4f7f\u7528 from khQuantImport import * \u4f5c\u4e3a\u7edf\u4e00\u5bfc\u5165\uff08\u5df2\u5305\u542b\u5e38\u7528\u5e93\u548c\u6240\u6709API\u51fd\u6570\uff09\n \u5fc5\u9700\u51fd\u6570\uff1a\u5fc5\u987b\u5305\u542b khHandlebar(data: Dict) -> List[Dict] \u4e3b\u7b56\u7565\u51fd\u6570\n \u5fc5\u9700\u51fd\u6570\uff1a\u5fc5\u987b\u5305\u542b init(stock_list, data) \u521d\u59cb\u5316\u51fd\u6570\uff0c\u5373\u4f7f\u7528\u4e0d\u5230\u4e5f\u8981\u5199\u4e0a\n \u53ef\u9009\u51fd\u6570\uff1a\u53ef\u5305\u542b khPreMarket(data)\u3001khPostMarket(data)\n \u8fd4\u56de\u683c\u5f0f\uff1a\u6240\u6709\u7b56\u7565\u51fd\u6570\u5fc5\u987b\u8fd4\u56de\u4ea4\u6613\u4fe1\u53f7\u5217\u8868\n\n2. \u6570\u636e\u83b7\u53d6API\uff08\u4f18\u5148\u4f7f\u7528\u8fd9\u4e9b\u51fd\u6570\uff0c\u5982\u65e0\u6cd5\u6ee1\u8db3\u9700\u6c42\u53ef\u76f4\u63a5\u4f7f\u7528\u51fd\u6570\u5165\u53e3\u53c2\u6570\u83b7\u53d6\u66f4\u4e30\u5bcc\u6570\u636e\uff09\n\nkhGet(data, key) \u2013 \u4e07\u80fd\u6570\u636e\u83b7\u53d6\u51fd\u6570\nkhGet \u662f\u4e00\u4e2a\u529f\u80fd\u5f3a\u5927\u7684\"\u4e07\u80fd\"\u6570\u636e\u83b7\u53d6\u51fd\u6570\uff0c\u5b83\u53ef\u4ee5\u5e2e\u52a9\u60a8\u8f7b\u677e\u5730\u4ece data \u5b57\u5178\u4e2d\u63d0\u53d6\u5404\u79cd\u5d4c\u5957\u7684\u4fe1\u606f\uff0c\u800c\u65e0\u9700\u7f16\u5199\u7e41\u7410\u7684\u5b57\u5178\u8bbf\u95ee\u4ee3\u7801\u3002\n\n\u51fd\u6570\u7b7e\u540d\uff1akhGet(data: Dict, key: str) -> Any\n\u529f\u80fd\uff1a\u6839\u636e\u6307\u5b9a\u7684 key\uff0c\u4ece data \u6570\u636e\u5b57\u5178\u4e2d\u5b89\u5168\u5730\u83b7\u53d6\u5bf9\u5e94\u7684\u503c\u3002\n\u53c2\u6570:\n data (dict): \u5373\u7b56\u7565\u56de\u8c03\u51fd\u6570\u4e2d\u6536\u5230\u7684\u6570\u636e\u5bf9\u8c61\u3002\n key (str): \u60a8\u5e0c\u671b\u83b7\u53d6\u7684\u6570\u636e\u7684\"\u522b\u540d\"\u3002\u652f\u6301\u7684\u522b\u540d\u5305\u62ec\uff1a\n 'date_str' \u6216 'date'\uff1a\u8fd4\u56de \"YYYY-MM-DD\" \u683c\u5f0f\u7684\u65e5\u671f\u5b57\u7b26\u4e32\u3002\n 'date_num'\uff1a\u8fd4\u56de \"YYYYMMDD\" \u683c\u5f0f\u7684\u65e5\u671f\u5b57\u7b26\u4e32\u3002\n 'time_str' \u6216 'time'\uff1a\u8fd4\u56de \"HH:MM:SS\" \u683c\u5f0f\u7684\u65f6\u95f4\u5b57\u7b26\u4e32\u3002\n 'datetime_str' \u6216 'datetime'\uff1a\u8fd4\u56de \"YYYY-MM-DD HH:MM:SS\" \u683c\u5f0f\u7684\u65e5\u671f\u65f6\u95f4\u5b57\u7b26\u4e32\u3002\n 'datetime_obj'\uff1a\u8fd4\u56de Python \u7684 datetime \u5bf9\u8c61\u3002\n 'timestamp'\uff1a\u8fd4\u56de\u5f53\u524d\u65f6\u95f4\u7684 Unix \u65f6\u95f4\u6233\u3002\n 'cash'\uff1a\u8fd4\u56de\u5f53\u524d\u53ef\u7528\u8d44\u91d1 (float)\u3002\n 'market_value'\uff1a\u8fd4\u56de\u5f53\u524d\u6301\u4ed3\u603b\u5e02\u503c (float)\u3002\n 'total_asset'\uff1a\u8fd4\u56de\u5f53\u524d\u603b\u8d44\u4ea7 (float)\u3002\n 'stocks'\uff1a\u8fd4\u56de\u5f53\u524d\u80a1\u7968\u6c60\u7684\u5b8c\u6574\u5217\u8868 (List[str])\u3002\n 'first_stock'\uff1a\u8fd4\u56de\u80a1\u7968\u6c60\u4e2d\u7684\u7b2c\u4e00\u652f\u80a1\u7968\u4ee3\u7801 (str)\u3002\n 'positions'\uff1a\u8fd4\u56de\u5b8c\u6574\u7684\u6301\u4ed3\u5b57\u5178 (Dict)\u3002\n\n\u8fd4\u56de\u503c\uff1a\u6839\u636e key \u8fd4\u56de\u4e0d\u540c\u7c7b\u578b\u7684\u6570\u636e\u3002\u5982\u679c\u952e\u4e0d\u5b58\u5728\u6216\u6570\u636e\u65e0\u6548\uff0c\u4f1a\u8fd4\u56de\u4e00\u4e2a\u5b89\u5168\u7684\u9ed8\u8ba4\u503c\uff08\u5982 None, 0.0, []\uff09\u3002\n\nkhPrice(data, stock_code, field) \u2013 \u83b7\u53d6\u884c\u60c5\u4ef7\u683c\nkhPrice \u662f\u4e13\u95e8\u7528\u4e8e\u83b7\u53d6\u80a1\u7968\u884c\u60c5\u6570\u636e\u7684\u51fd\u6570\uff0c\u76f8\u6bd4\u76f4\u63a5\u8bbf\u95ee data\uff0c\u5b83\u66f4\u52a0\u5b89\u5168\uff0c\u80fd\u81ea\u52a8\u5904\u7406\u6570\u636e\u4e0d\u5b58\u5728\u6216\u65e0\u6548\u7684\u60c5\u51b5\u3002\n\n\u51fd\u6570\u7b7e\u540d\uff1akhPrice(data: Dict, stock_code: str, field: str = 'close') -> float\n\u529f\u80fd\uff1a\u83b7\u53d6\u6307\u5b9a\u80a1\u7968\u5728\u5f53\u524d\u65f6\u95f4\u70b9\u7684\u7279\u5b9a\u884c\u60c5\u5b57\u6bb5\u503c\u3002\n\u53c2\u6570:\n data (dict): \u5373\u6570\u636e\u5bf9\u8c61\u3002\n stock_code (str): \u80a1\u7968\u4ee3\u7801\uff0c\u5982 '000001.SZ'\u3002\n field (str, \u53ef\u9009): \u884c\u60c5\u5b57\u6bb5\u540d\uff0c\u9ed8\u8ba4\u4e3a 'close'\u3002\u652f\u6301 'open', 'high', 'low', 'volume', 'amount' \u7b49\u3002\n\n\u8fd4\u56de\u503c\uff1a(float) \u5bf9\u5e94\u7684\u884c\u60c5\u6570\u636e\u3002\u5982\u679c\u6570\u636e\u4e0d\u5b58\u5728\u6216\u65e0\u6548\uff0c\u5b89\u5168\u5730\u8fd4\u56de 0.0\u3002\n\u8865\u5145\uff1a\u5728 tick \u573a\u666f\u4e0b\uff0cfield='close' \u4f1a\u81ea\u52a8\u6620\u5c04\u4e3a\u6700\u65b0\u4ef7\u5b57\u6bb5\uff0c\u82e5\u4e3a\u7a7a\u540c\u6837\u8fd4\u56de 0.0\u3002\n\nkhHas(data, stock_code) \u2013 \u5224\u65ad\u6301\u4ed3\nkhHas \u662f\u4e00\u4e2a\u7b80\u6d01\u7684\u51fd\u6570\uff0c\u7528\u4e8e\u5feb\u901f\u5224\u65ad\u5f53\u524d\u662f\u5426\u6301\u6709\u67d0\u53ea\u7279\u5b9a\u7684\u80a1\u7968\u3002\n\n\u51fd\u6570\u7b7e\u540d\uff1akhHas(data: Dict, stock_code: str) -> bool\n\u529f\u80fd\uff1a\u68c0\u67e5\u8d26\u6237\u5f53\u524d\u662f\u5426\u6301\u6709\u6307\u5b9a\u7684\u80a1\u7968\u3002\n\u53c2\u6570:\n data (dict): \u5373\u6570\u636e\u5bf9\u8c61\u3002\n stock_code (str): \u80a1\u7968\u4ee3\u7801\u3002\n\n\u8fd4\u56de\u503c\uff1a(bool) \u5982\u679c\u6301\u6709\u8be5\u80a1\u7968\uff0c\u8fd4\u56de True\uff1b\u5426\u5219\u8fd4\u56de False\u3002\n\n\n2.1 \u65f6\u95f4\u5de5\u5177\u51fd\u6570\n\u5728\u7f16\u5199\u62e9\u65f6\u7b56\u7565\u6216\u8fdb\u884c\u65f6\u95f4\u76f8\u5173\u7684\u903b\u8f91\u5224\u65ad\u65f6\uff0c\u65f6\u95f4\u5de5\u5177\u51fd\u6570\u662f\u5fc5\u4e0d\u53ef\u5c11\u7684\u3002\n\nis_trade_time()\n \u51fd\u6570\u7b7e\u540d\uff1ais_trade_time() -> bool\n \u529f\u80fd\uff1a\u5224\u65ad\u5f53\u524d\u65f6\u95f4\u662f\u5426\u5904\u4e8eA\u80a1\u7684\u5e38\u89c4\u4ea4\u6613\u65f6\u95f4\u6bb5\u5185\uff0809:30-11:30, 13:00-15:00\uff09\u3002\n \u8fd4\u56de\u503c\uff1a(bool) \u662f\u5219\u8fd4\u56de True\uff0c\u5426\u5219\u8fd4\u56de False\u3002\n \u4f7f\u7528\u573a\u666f\uff1a\u786e\u4fdd\u4ea4\u6613\u903b\u8f91\u53ea\u5728\u5f00\u76d8\u65f6\u6bb5\u6267\u884c\uff0c\u907f\u514d\u5728\u5348\u4f11\u6216\u975e\u4ea4\u6613\u65f6\u6bb5\u4ea7\u751f\u65e0\u6548\u4fe1\u53f7\u3002\n\nis_trade_day(date_str)\n \u51fd\u6570\u7b7e\u540d\uff1ais_trade_day(date_str: str = None) -> bool\n \u529f\u80fd\uff1a\u5224\u65ad\u6307\u5b9a\u65e5\u671f\u662f\u5426\u4e3aA\u80a1\u7684\u4ea4\u6613\u65e5\uff08\u4f1a\u81ea\u52a8\u5254\u9664\u5468\u672b\u548c\u4e2d\u56fd\u7684\u6cd5\u5b9a\u8282\u5047\u65e5\uff09\u3002\n \u53c2\u6570\uff1adate_str (str, \u53ef\u9009): \u65e5\u671f\u5b57\u7b26\u4e32\uff0c\u652f\u6301 \"YYYY-MM-DD\" \u548c \"YYYYMMDD\" \u4e24\u79cd\u683c\u5f0f\u3002\u5982\u679c\u7559\u7a7a\uff0c\u5219\u9ed8\u8ba4\u5224\u65ad\u5f53\u5929\u3002\n \u8fd4\u56de\u503c\uff1a(bool) \u662f\u4ea4\u6613\u65e5\u5219\u8fd4\u56de True\uff0c\u5426\u5219\u8fd4\u56de False\u3002\n\nget_trade_days_count(start_date, end_date)\n \u51fd\u6570\u7b7e\u540d\uff1aget_trade_days_count(start_date: str, end_date: str) -> int\n \u529f\u80fd\uff1a\u8ba1\u7b97\u4e24\u4e2a\u65e5\u671f\u4e4b\u95f4\u7684A\u80a1\u4ea4\u6613\u65e5\u5929\u6570\u3002\n \u53c2\u6570\uff1astart_date (str): \"YYYY-MM-DD\" \u683c\u5f0f\u7684\u5f00\u59cb\u65e5\u671f\uff1bend_date (str): \"YYYY-MM-DD\" \u683c\u5f0f\u7684\u7ed3\u675f\u65e5\u671f\u3002\n \u8fd4\u56de\u503c\uff1a(int) \u4e24\u4e2a\u65e5\u671f\u4e4b\u95f4\u7684\u4ea4\u6613\u65e5\u603b\u6570\u3002\n\n2.2 \u6570\u636e\u4e0e\u6307\u6807\u8ba1\u7b97\u51fd\u6570\n\nkhHistory(symbol_list, fields, bar_count, fre_step, ...) \u2013 \u5386\u53f2\u6570\u636e\u83b7\u53d6\nkhHistory \u662f\u7b56\u7565\u4e2d\u6700\u6838\u5fc3\u7684\u529f\u80fd\u4e4b\u4e00\uff0c\u7528\u4e8e\u83b7\u53d6\u6307\u5b9a\u8bc1\u5238\u7684\u5386\u53f2K\u7ebf\u6570\u636e\uff0c\u662f\u8ba1\u7b97\u5404\u79cd\u6280\u672f\u6307\u6807\u7684\u57fa\u7840\u3002\n\n\u51fd\u6570\u7b7e\u540d\uff1akhHistory(symbol_list, fields, bar_count, fre_step, current_time=None, skip_paused=False, fq='pre', force_download=False)\n\u529f\u80fd\uff1a\u83b7\u53d6\u5386\u53f2K\u7ebf\u6570\u636e\u3002\n\u53c2\u6570:\n symbol_list (list\/str): \u4e00\u4e2a\u6216\u591a\u4e2a\u80a1\u7968\u4ee3\u7801\u3002\n fields (list): \u5e0c\u671b\u83b7\u53d6\u7684\u884c\u60c5\u5b57\u6bb5\u3002\u652f\u6301\u57fa\u7840\u884c\u60c5\u5b57\u6bb5\uff08\u5982 'open', 'close'\uff09\u548c\u590d\u6743\u5b57\u6bb5\uff0c\u8be6\u89c1\u4e0b\u65b9\u7684 [\u5e38\u7528\u5b57\u6bb5\u8bf4\u660e]\u3002\n bar_count (int): \u5e0c\u671b\u83b7\u53d6\u7684K\u7ebf\u6570\u91cf\u3002\n fre_step (str): K\u7ebf\u5468\u671f\uff0c\u652f\u6301 '1m', '5m', '1d' \u7b49\u3002\n current_time (str, \u53ef\u9009): \u83b7\u53d6\u5386\u53f2\u6570\u636e\u7684\u7ed3\u675f\u65f6\u95f4\u70b9\u3002\n - \u4f5c\u7528\uff1a\u6307\u5b9a\u83b7\u53d6\u6570\u636e\u7684\u622a\u6b62\u65f6\u95f4\uff08\u4e0d\u5305\u542b\u8be5\u65f6\u95f4\u70b9\u672a\u6765\u7684\u6570\u636e\uff09\u3002\n - \u91cd\u8981\u6027\uff1a\u5728\u56de\u6d4b\u4e2d\uff0c\u5fc5\u987b\u4f20\u5165\u5f53\u524d\u56de\u6d4b\u65f6\u95f4\uff08\u5982 khGet(data, 'datetime_str')\uff09\uff0c\u4ee5\u9632\u6b62\u8bfb\u53d6\u5230\u672a\u6765\u6570\u636e\u3002\n - \u683c\u5f0f\u652f\u6301\uff1a\n - \"YYYYMMDD\" (\u5982 \"20240115\")\uff1a\u7528\u4e8e\u65e5\u7ebf\u7ea7\u522b\u83b7\u53d6\uff0c\u622a\u6b62\u5230\u8be5\u65e5\uff08\u542b\uff09\u3002\n - \"YYYY-MM-DD\" (\u5982 \"2024-01-15\")\uff1a\u540c\u4e0a\u3002\n - \"YYYYMMDDHHMMSS\" (\u5982 \"20240115093000\")\uff1a\u7528\u4e8e\u5206\u949f\/Tick\u7ea7\u522b\u83b7\u53d6\u3002\n - \"YYYY-MM-DD HH:MM:SS\" (\u5982 \"2024-01-15 09:30:00\")\uff1a\u540c\u4e0a\u3002\n - \u793a\u4f8b\uff1a\u82e5 current_time=\"20240115\"\uff0cfre_step=\"1d\"\uff0cbar_count=5\uff0c\u5219\u8fd4\u56de 20240115 \u53ca\u4e4b\u524d\u7684 5 \u6839\u65e5 K \u7ebf\u3002\n skip_paused (bool, \u53ef\u9009): \u662f\u5426\u8df3\u8fc7\u505c\u724c\u65e5\uff0c\u9ed8\u8ba4\u4e3a False\u3002\n fq (str, \u53ef\u9009): \u590d\u6743\u7c7b\u578b\uff0c\u9ed8\u8ba4\u4e3a 'pre' (\u524d\u590d\u6743)\u3002\n force_download (bool, \u53ef\u9009): \u662f\u5426\u5f3a\u5236\u4e0b\u8f7d\u65b0\u6570\u636e\uff0c\u9ed8\u8ba4\u4e3a False\u3002\n\n\u8fd4\u56de\u503c: (dict) \u4e00\u4e2a\u5b57\u5178\uff0c\u952e\u4e3a\u80a1\u7968\u4ee3\u7801\uff0c\u503c\u4e3a\u5305\u542b\u5386\u53f2\u6570\u636e\u7684 pandas.DataFrame\u3002DataFrame \u7684\u7d22\u5f15\u901a\u5e38\u4e3a range \u7d22\u5f15\uff0c\u5305\u542b 'time' \u5217\u3002\n\n\u4f7f\u7528\u6848\u4f8b\uff1a\n1. \u65e5\u7ebf\u7b56\u7565\u4e2d\u83b7\u53d6\u8fc7\u53bb20\u5929\u6570\u636e\uff1a\n current_date = khGet(data, 'date_num') # \"20240115\"\n hist = khHistory('000001.SZ', ['close'], 20, '1d', current_time=current_date)\n\n2. \u5206\u949f\u7b56\u7565\u4e2d\u83b7\u53d6\u8fc7\u53bb60\u5206\u949f\u6570\u636e\uff1a\n current_time = khGet(data, 'datetime_str') # \"2024-01-15 09:30:00\"\n hist = khHistory('000001.SZ', ['close', 'volume'], 60, '1m', current_time=current_time)\n\n\n[\u5e38\u7528\u5b57\u6bb5\u8bf4\u660e]\n\n1. \u57fa\u7840\u884c\u60c5\u5b57\u6bb5\uff1a\n time, open, high, low, close, volume, amount, settelementPrice, openInterest, preClose, suspendFlag\n\n2. \u590d\u6743\u5b57\u6bb5\uff1a\n open_front, high_front, low_front, close_front, open_back, high_back, low_back, close_back,\n open_front_ratio, high_front_ratio, low_front_ratio, close_front_ratio, open_back_ratio, high_back_ratio, low_back_ratio, close_back_ratio\n\nkhMA(stock_code, period, ...) \u2013 \u79fb\u52a8\u5e73\u5747\u7ebf\nkhMA \u662f\u4e00\u4e2a\u8ba1\u7b97\u79fb\u52a8\u5e73\u5747\u7ebf\uff08Moving Average\uff09\u7684\u4fbf\u6377\u51fd\u6570\u3002\n\n\u51fd\u6570\u7b7e\u540d\uff1akhMA(stock_code: str, period: int, field: str = 'close', fre_step: str = '1d', end_time: Optional[str] = None, fq: str = 'pre', data: Dict = None) -> float\n\u529f\u80fd\uff1a\u8ba1\u7b97\u6307\u5b9a\u5468\u671f\u548c\u5b57\u6bb5\u7684\u79fb\u52a8\u5e73\u5747\u503c\u3002\n\u53c2\u6570:\n stock_code (str): \u80a1\u7968\u4ee3\u7801\u3002\n period (int): \u5468\u671f\u957f\u5ea6\uff0c\u5982 5 \u4ee3\u88685\u65e5\u5747\u7ebf\u3002\n field (str, \u53ef\u9009): \u8ba1\u7b97\u5b57\u6bb5\uff0c\u9ed8\u8ba4\u4e3a 'close'\u3002\n fre_step (str, \u53ef\u9009): \u65f6\u95f4\u9891\u7387\uff0c\u9ed8\u8ba4\u4e3a '1d'\u3002\n end_time (str, \u53ef\u9009): \u5747\u7ebf\u8ba1\u7b97\u7684\u622a\u6b62\u65f6\u95f4\u70b9\u3002\u5728\u56de\u6d4b\u4e2d\uff0c\u5f3a\u70c8\u5efa\u8bae\u4f20\u5165\u5f53\u524d\u65f6\u95f4\u70b9\uff0c\u4ee5\u907f\u514d\u672a\u6765\u6570\u636e\u3002\n fq (str, \u53ef\u9009): \u590d\u6743\u65b9\u5f0f\uff0c\u9ed8\u8ba4\u4e3a 'pre'\u3002\n data (dict, \u53ef\u9009): \u7b56\u7565\u63a5\u6536\u7684\u6570\u636e\u5bf9\u8c61\uff0c\u7528\u4e8e\u83b7\u53d6\u7cbe\u5ea6\u8bbe\u7f6e\u3002\n\n\u8fd4\u56de\u503c\uff1a(float) \u8ba1\u7b97\u51fa\u7684\u5747\u7ebf\u503c\u3002\u65e5\u5185\u9891\u7387\u4e14\u975e\u4ea4\u6613\u65f6\u95f4\u6216\u6570\u636e\u4e0d\u8db3\u65f6\u53ef\u80fd\u629b\u5f02\u5e38\uff0c\u5efa\u8bae\u4f7f\u7528 try\/except \u5305\u88f9\u3002\n\n2.3 \u4ea4\u6613\u8f85\u52a9\u51fd\u6570\n\ngenerate_signal(data, stock_code, price, ratio, action, reason) \u2013 \u667a\u80fd\u4fe1\u53f7\u751f\u6210\ngenerate_signal \u662f\u4e00\u4e2a\u5f3a\u70c8\u63a8\u8350\u4f7f\u7528\u7684\u9ad8\u7ea7\u4fe1\u53f7\u751f\u6210\u51fd\u6570\u3002\u5b83\u5c01\u88c5\u4e86\u7e41\u7410\u7684\u4ed3\u4f4d\u8ba1\u7b97\u903b\u8f91\uff0c\u5e76\u81ea\u52a8\u8c03\u7528calculate_max_buy_volume\u9a8c\u8bc1\u53ef\u4e70\u5165\u91cf\uff0c\u786e\u4fdd\u751f\u6210\u7684\u4fe1\u53f7\u53ef\u4ee5\u5b9e\u9645\u6267\u884c\u3002\n\n\u51fd\u6570\u7b7e\u540d\uff1agenerate_signal(data: Dict, stock_code: str, price: float, ratio: float, action: str, reason: str = \"\") -> List[Dict]\n\u529f\u80fd\uff1a\u667a\u80fd\u751f\u6210\u6807\u51c6\u4ea4\u6613\u4fe1\u53f7\uff0c\u81ea\u52a8\u9a8c\u8bc1\u4e70\u5165\u91cf\u7684\u53ef\u884c\u6027\u3002\n\u53c2\u6570\uff1a\n data (dict): \u6570\u636e\u5bf9\u8c61\u3002\n stock_code (str): \u80a1\u7968\u4ee3\u7801\u3002\n price (float): \u4ea4\u6613\u4ef7\u683c\u3002\n ratio (float): \u6838\u5fc3\u53c2\u6570\u3002\n \u5f53 action \u4e3a 'buy' \u65f6, ratio \u4ee3\u8868\u8d44\u91d1\u4f7f\u7528\u6bd4\u4f8b\uff08\u5982 0.5 \u4ee3\u8868\u4f7f\u752850%\u7684\u53ef\u7528\u8d44\u91d1\uff09\u3002\n \u5f53 action \u4e3a 'sell' \u65f6, ratio \u4ee3\u8868\u6301\u4ed3\u5356\u51fa\u6bd4\u4f8b\uff08\u5982 1.0 \u4ee3\u8868\u5168\u90e8\u5356\u51fa\uff09\u3002\n \u7279\u6b8a\u7528\u6cd5: \u5f53 action \u4e3a 'buy' \u4e14 ratio > 1 \u65f6\uff0cratio \u4f1a\u88ab\u89c6\u4e3a\u76ee\u6807\u4e70\u5165\u80a1\u6570\uff08\u5fc5\u987b\u662f100\u7684\u6574\u6570\u500d\uff09\u3002\n action (str): 'buy' \u6216 'sell'\u3002\n reason (str, \u53ef\u9009): \u4ea4\u6613\u539f\u56e0\uff0c\u9ed8\u8ba4\u4e3a\u7a7a\u5b57\u7b26\u4e32\u3002\n\n\u8fd4\u56de\u503c\uff1aList[Dict]\uff0c\u4e00\u4e2a\u5305\u542b\u5355\u4e2a\u4ea4\u6613\u4fe1\u53f7\u7684\u5217\u8868\u3002\u5982\u679c\u6761\u4ef6\u4e0d\u6ee1\u8db3\uff08\u5982\u8d44\u91d1\u4e0d\u8db3\u6216\u65e0\u4ed3\u53ef\u5356\uff09\uff0c\u5219\u8fd4\u56de\u7a7a\u5217\u8868\u3002\n\n\u91cd\u8981\u7279\u6027\uff1a\n- \u4e70\u5165\u4fe1\u53f7\u4f1a\u81ea\u52a8\u8c03\u7528calculate_max_buy_volume\u9a8c\u8bc1\u8d44\u91d1\u5145\u8db3\u6027\n- \u5f53ratio>1\u65f6\u8868\u793a\u4e70\u5165\u80a1\u6570\uff0c\u5fc5\u987b\u4e3a100\u7684\u6574\u6570\u500d\uff0c\u5426\u5219\u76f4\u63a5\u8fd4\u56de\u7a7a\u5217\u8868\n- \u5f53\u6307\u5b9a\u4e70\u5165\u80a1\u6570\u8d85\u8fc7\u6700\u5927\u53ef\u4e70\u5165\u91cf\u65f6\uff0c\u4f1a\u81ea\u52a8\u8c03\u6574\u4e3a\u6700\u5927\u53ef\u4e70\u5165\u91cf\u5e76\u8f93\u51fa\u8b66\u544a\u65e5\u5fd7\n- \u786e\u4fdd\u751f\u6210\u7684\u4fe1\u53f7\u5728\u5b9e\u9645\u6267\u884c\u65f6\u4e0d\u4f1a\u56e0\u8d44\u91d1\u4e0d\u8db3\u800c\u5931\u8d25\n\n3. \u7b56\u7565\u6846\u67b6\u7ed3\u6784\u8be6\u89e3\n\n3.1 \u7b56\u7565\u6846\u67b6\u4e00\u89c8\n\u4e00\u4e2a\u7b56\u7565\u6587\u4ef6\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u6807\u51c6\u7684Python\u811a\u672c\uff0c\u901a\u8fc7\u5b9e\u73b0\u6846\u67b6\u9884\u5b9a\u4e49\u7684\u4e00\u7cfb\u5217\u51fd\u6570\u6765\u5b8c\u6210\u7b56\u7565\u903b\u8f91\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u7b56\u7565\u6587\u4ef6\u7684\u6700\u7b80\u5316\u7ed3\u6784\uff1a\n\nfrom khQuantImport import *\n\ndef init(stock_list, data):\n \"\"\"\n \u7b56\u7565\u521d\u59cb\u5316\u51fd\u6570\uff0c\u5728\u4efb\u52a1\u5f00\u59cb\u65f6\u4ec5\u6267\u884c\u4e00\u6b21\u3002\n \u7528\u4e8e\u5b9a\u4e49\u5168\u5c40\u53d8\u91cf\u3001\u52a0\u8f7d\u5916\u90e8\u6570\u636e\u7b49\u3002\n \"\"\"\n pass\n\ndef khHandlebar(data: Dict) -> List[Dict]:\n \"\"\"\n \u7b56\u7565\u6838\u5fc3\u903b\u8f91\uff0c\u4f1a\u88ab\u6846\u67b6\u6839\u636e\u8bbe\u5b9a\u7684\u9891\u7387\u53cd\u590d\u8c03\u7528\u3002\n \u8d1f\u8d23\u884c\u60c5\u5224\u65ad\u548c\u751f\u6210\u4ea4\u6613\u4fe1\u53f7\u3002\n \"\"\"\n signals = []\n return signals\n\ndef khPreMarket(data: Dict) -> List[Dict]:\n \"\"\"\n \u76d8\u524d\u5904\u7406\u51fd\u6570\uff08\u53ef\u9009\uff09\u3002\n \u5728\u6bcf\u65e5\u5f00\u76d8\u524d\u7684\u6307\u5b9a\u65f6\u95f4\u70b9\u8c03\u7528\u3002\n \"\"\"\n signals = []\n return signals\n\ndef khPostMarket(data: Dict) -> List[Dict]:\n \"\"\"\n \u76d8\u540e\u5904\u7406\u51fd\u6570\uff08\u53ef\u9009\uff09\u3002\n \u5728\u6bcf\u65e5\u6536\u76d8\u540e\u7684\u6307\u5b9a\u65f6\u95f4\u70b9\u8c03\u7528\u3002\n \"\"\"\n signals = []\n return signals\n\n3.2 \u6838\u5fc3\u56de\u8c03\u51fd\u6570\u8be6\u89e3\n\ninit(stock_list, data) \u2013 \u521d\u59cb\u5316\u51fd\u6570\n \u6267\u884c\u65f6\u673a\uff1a\u5728\u6574\u4e2a\u56de\u6d4b\u6216\u4ea4\u6613\u4efb\u52a1\u5f00\u59cb\u65f6\uff0c\u88ab\u6846\u67b6\u8c03\u7528\u4e00\u6b21\n \u6838\u5fc3\u4f5c\u7528\uff1a\u7528\u4e8e\u6267\u884c\u7b56\u7565\u7684\u5168\u5c40\u521d\u59cb\u5316\u4efb\u52a1\uff0c\u5982\u8bbe\u7f6e\u53c2\u6570\u3001\u52a0\u8f7d\u6570\u636e\u7b49\n \u53c2\u6570\u8bf4\u660e\uff1a\n stock_list (list): \u6846\u67b6\u4f20\u5165\u7684\u80a1\u7968\u6c60\u5217\u8868\n data (dict): \u5305\u542b\u521d\u59cb\u5316\u65f6\u523b\u6570\u636e\u4fe1\u606f\u7684\u5b57\u5178\n\nkhHandlebar(data) \u2013 \u7b56\u7565\u4e3b\u903b\u8f91\u51fd\u6570\n \u6267\u884c\u65f6\u673a\uff1a\u6839\u636e\u89e6\u53d1\u65b9\u5f0f\u8bbe\u7f6e\uff0c\u88ab\u6846\u67b6\u53cd\u590d\u3001\u9ad8\u9891\u5730\u8c03\u7528\n \u6838\u5fc3\u4f5c\u7528\uff1a\u5b9e\u73b0\u4ea4\u6613\u7b56\u7565\u6838\u5fc3\u903b\u8f91\u7684\u5730\u65b9\uff0c\u5305\u62ec\u884c\u60c5\u5224\u65ad\u3001\u4fe1\u53f7\u751f\u6210\u3001\u4e0b\u5355\u7b49\n \u53c2\u6570\u8bf4\u660e\uff1adata\u5305\u542b\u5f53\u524d\u65f6\u95f4\u70b9\u6240\u6709\u53ef\u7528\u4fe1\u606f\n \u8fd4\u56de\u503c\uff1a\u4ea4\u6613\u4fe1\u53f7\u5217\u8868 (List[Dict])\n\ndata\u6570\u636e\u7ed3\u6784\u8bf4\u660e\uff1a\n __current_time__: \u5f53\u524d\u65f6\u95f4\u4fe1\u606f\u5b57\u5178\n __account__: \u8d26\u6237\u8d44\u91d1\u4fe1\u606f\u5b57\u5178 \n __positions__: \u5f53\u524d\u6301\u4ed3\u4fe1\u606f\u5b57\u5178\n __framework__: \u6846\u67b6\u6838\u5fc3\u7c7b\u7684\u5b9e\u4f8b\n [\u80a1\u7968\u4ee3\u7801]: \u5404\u80a1\u7968\u7684\u884c\u60c5\u6570\u636e(pandas.Series)\uff0c\u5305\u542b data.fields \u914d\u7f6e\u4e2d\u7684\u6240\u6709\u5b57\u6bb5\n\n3.3 \u4ea4\u6613\u4fe1\u53f7\u683c\u5f0f\n\u6807\u51c6\u4ea4\u6613\u4fe1\u53f7\u5b57\u5178\u5305\u542b\u4ee5\u4e0b\u952e\u503c\u5bf9\uff1a\n code (str): \u80a1\u7968\u4ee3\u7801\uff0c\u5fc5\u987b\u662f\u6807\u51c6\u683c\u5f0f\u5982'000001.SZ'\n action (str): \u4ea4\u6613\u52a8\u4f5c\uff0c'buy'\u6216'sell'\n price (float): \u4ea4\u6613\u4ef7\u683c\n volume (int): \u4ea4\u6613\u6570\u91cf\uff0c\u5fc5\u987b\u662f100\u7684\u6574\u6570\u500d\n reason (str): \u4ea4\u6613\u539f\u56e0\u6216\u5907\u6ce8\n timestamp (int): \u4fe1\u53f7\u751f\u6210\u65f6\u7684\u65f6\u95f4\u6233\n\n4. \u6280\u672f\u6307\u6807\u8ba1\u7b97\uff08\u4f7f\u7528MyTT\u5e93\uff09\n\n\u6807\u51c6\u6b65\u9aa4\uff1a\u5148\u83b7\u53d6\u5386\u53f2\u6570\u636e\uff0c\u518d\u8ba1\u7b97\u6307\u6807\ncurrent_time = khGet(data, 'datetime_str') # \u56de\u6d4b\u4e2d\u907f\u514d\u672a\u6765\u51fd\u6570\nhist = khHistory([stock_code], [\"close\"], 60, \"1d\", current_time=current_time)\ncloses = hist[stock_code][\"close\"].values\n\n\u5e38\u7528\u6307\u6807\u793a\u4f8b\uff1a\nma5 = MA(closes, 5)[-1] # 5\u65e5\u5747\u7ebf\u6700\u65b0\u503c\nma20 = MA(closes, 20)[-1] # 20\u65e5\u5747\u7ebf\u6700\u65b0\u503c\nrsi = RSI(closes, 14)[-1] # RSI\u6307\u6807\u6700\u65b0\u503c\ndif, dea, macd = MACD(closes, 12, 26, 9) # MACD\u6307\u6807\ndif_current = dif[-1]\ndea_current = dea[-1]\n\n4.1 MyTT\u6280\u672f\u6307\u6807\u5e93\u7b80\u4ecb\n\nMyTT\u662f\u4e00\u4e2a\u8f7b\u91cf\u800c\u5f3a\u5927\u7684\u7eafPython\u6280\u672f\u6307\u6807\u5e93\uff0c\u5df2\u5b8c\u5168\u96c6\u6210\u5230KhQuant\u6846\u67b6\u4e2d\u3002\u5b83\u63d0\u4f9b\u4e86100+\u79cd\u5e38\u7528\u6280\u672f\u6307\u6807\uff0c\u9075\u5faa\"\u5e8f\u5217\u8fdb\uff0c\u5e8f\u5217\u51fa\"\u7684\u8bbe\u8ba1\u539f\u5219\uff0c\u4e0e\u901a\u8fbe\u4fe1\u3001\u540c\u82b1\u987a\u7684\u6307\u6807\u5199\u6cd5\u5b8c\u5168\u517c\u5bb9\u3002\n\nMyTT\u7279\u70b9\uff1a\n \u7eafPython\u5b9e\u73b0\uff0c\u65e0\u9700\u5b89\u88c5ta-lib\u5e93\n \u57fa\u4e8enumpy\u548cpandas\uff0c\u6027\u80fd\u4f18\u5f02\n \u6307\u6807\u8ba1\u7b97\u7cbe\u786e\u5230\u5c0f\u6570\u70b9\u540e2\u4f4d\uff0c\u4e0e\u4e3b\u6d41\u8f6f\u4ef6\u4e00\u81f4\n \u8f7b\u91cf\u5316\u8bbe\u8ba1\uff0c\u6838\u5fc3\u5e93\u4ec5\u4e00\u4e2a\u6587\u4ef6\n\n\u4ee3\u7801\u5730\u5740: https:\/\/github.com\/mpquant\/MyTT\n\n4.2 \u6570\u636e\u5b57\u6bb5\u6620\u5c04\u8bf4\u660e\n\n\u5728\u4f7f\u7528MyTT\u6307\u6807\u524d\uff0c\u9700\u4e86\u89e3\u6570\u636e\u5b57\u6bb5\u6620\u5c04\u5173\u7cfb\uff1a\n CLOSE: \u5bf9\u5e94\"\u6536\u76d8\u4ef7\"\u5b57\u6bb5\uff08\u80a1\u7968\u5f53\u65e5\u6536\u76d8\u4ef7\uff09\n HIGH: \u5bf9\u5e94\"\u6700\u9ad8\u4ef7\"\u5b57\u6bb5\uff08\u80a1\u7968\u5f53\u65e5\u6700\u9ad8\u4ef7\uff09\n LOW: \u5bf9\u5e94\"\u6700\u4f4e\u4ef7\"\u5b57\u6bb5\uff08\u80a1\u7968\u5f53\u65e5\u6700\u4f4e\u4ef7\uff09\n OPEN: \u5bf9\u5e94\"\u5f00\u76d8\u4ef7\"\u5b57\u6bb5\uff08\u80a1\u7968\u5f53\u65e5\u5f00\u76d8\u4ef7\uff09\n VOL: \u5bf9\u5e94\"\u6210\u4ea4\u91cf(\u624b)\"\u5b57\u6bb5\uff08\u6ce8\u610f\u5355\u4f4d\u4e3a\u624b\uff0c1\u624b=100\u80a1\uff09\n\n4.3 \u6838\u5fc3\u5de5\u5177\u51fd\u6570\n\n\u6570\u5b66\u8fd0\u7b97\u51fd\u6570\uff1a\n RD(N, D=3) - \u56db\u820d\u4e94\u5165\u53d6D\u4f4d\u5c0f\u6570\n RET(S, N=1) - \u8fd4\u56de\u5e8f\u5217\u5012\u6570\u7b2cN\u4e2a\u503c\uff08\u9ed8\u8ba4\u6700\u540e\u4e00\u4e2a\uff09\n ABS(S) - \u7edd\u5bf9\u503c\n LN(S) - \u81ea\u7136\u5bf9\u6570\n POW(S, N) - S\u7684N\u6b21\u65b9\n SQRT(S) - \u5e73\u65b9\u6839\n MAX(S1, S2) - \u5e8f\u5217\u6700\u5927\u503c\n MIN(S1, S2) - \u5e8f\u5217\u6700\u5c0f\u503c\n IF(S, A, B) - \u5e03\u5c14\u5224\u65ad\uff08S\u4e3a\u771f\u8fd4\u56deA\uff0c\u5426\u5219B\uff09\n\n\u5e8f\u5217\u64cd\u4f5c\u51fd\u6570\uff1a\n REF(S, N=1) - \u5e8f\u5217\u540e\u79fbN\u4f4d\uff08\u83b7\u53d6\u5386\u53f2\u503c\uff09\n DIFF(S, N=1) - \u5e8f\u5217\u5dee\u5206\uff08\u524d\u503c-\u540e\u503c\uff09\n SUM(S, N) - N\u65e5\u7d2f\u8ba1\u548c\n STD(S, N) - N\u65e5\u6807\u51c6\u5dee\n CONST(S) - \u5e8f\u5217\u672b\u5c3e\u503c\u6269\u5c55\u4e3a\u7b49\u957f\u5e38\u91cf\n\n\u6761\u4ef6\u5224\u65ad\u51fd\u6570\uff1a\n COUNT(S, N) - N\u65e5\u5185\u6ee1\u8db3\u6761\u4ef6\u7684\u5929\u6570\n EVERY(S, N) - N\u65e5\u5185\u5168\u90e8\u6ee1\u8db3\u6761\u4ef6\n EXIST(S, N) - N\u65e5\u5185\u5b58\u5728\u6ee1\u8db3\u6761\u4ef6\n CROSS(S1, S2) - \u5411\u4e0a\u91d1\u53c9\u5224\u65ad\n LONGCROSS(S1, S2, N) - \u6301\u7eedN\u5468\u671f\u540e\u4ea4\u53c9\n FILTER(S, N) - \u6761\u4ef6\u6210\u7acb\u540e\u5c4f\u853d\u540e\u7eedN\u5468\u671f\n\n\u5e8f\u5217\u7edf\u8ba1\u51fd\u6570\uff1a\n HHV(S, N) - N\u65e5\u6700\u9ad8\u4ef7\n LLV(S, N) - N\u65e5\u6700\u4f4e\u4ef7\n HHVBARS(S, N) - N\u65e5\u5185\u6700\u9ad8\u4ef7\u5230\u5f53\u524d\u7684\u5468\u671f\u6570\n LLVBARS(S, N) - N\u65e5\u5185\u6700\u4f4e\u4ef7\u5230\u5f53\u524d\u7684\u5468\u671f\u6570\n BARSLAST(S) - \u4e0a\u4e00\u6b21\u6761\u4ef6\u6210\u7acb\u5230\u5f53\u524d\u7684\u5468\u671f\u6570\n BARSLASTCOUNT(S) - \u8fde\u7eed\u6ee1\u8db3\u6761\u4ef6\u7684\u5468\u671f\u6570\n\n4.4 \u4e3b\u8981\u6280\u672f\u6307\u6807\u51fd\u6570\n\n\u5747\u7ebf\u7c7b\u6307\u6807\uff1a\n MA(S, N) - N\u65e5\u7b80\u5355\u79fb\u52a8\u5e73\u5747\n EMA(S, N) - \u6307\u6570\u79fb\u52a8\u5e73\u5747\n SMA(S, N, M=1) - \u4e2d\u56fd\u5f0fSMA\n WMA(S, N) - \u52a0\u6743\u79fb\u52a8\u5e73\u5747\n DMA(S, A) - \u52a8\u6001\u79fb\u52a8\u5e73\u5747\n BBI(CLOSE, M1=3, M2=6, M3=12, M4=20) - \u591a\u7a7a\u5747\u7ebf\n\n\u8d8b\u52bf\u7c7b\u6307\u6807\uff1a\n MACD(CLOSE, SHORT=12, LONG=26, M=9) - \u5e73\u6ed1\u5f02\u540c\u79fb\u52a8\u5e73\u5747\u7ebf\n DMI(CLOSE, HIGH, LOW, M1=14, M2=6) - \u52a8\u5411\u6307\u6807\n TRIX(CLOSE, M1=12, M2=20) - \u4e09\u91cd\u6307\u6570\u5e73\u6ed1\u5747\u7ebf\n SAR(HIGH, LOW, N=10, S=2, M=20) - \u629b\u7269\u7ebf\u8f6c\u5411\n\n\u52a8\u91cf\u6446\u52a8\u7c7b\u6307\u6807\uff1a\n RSI(CLOSE, N=24) - \u76f8\u5bf9\u5f3a\u5f31\u6307\u6807\n KDJ(CLOSE, HIGH, LOW, N=9, M1=3, M2=3) - \u968f\u673a\u6307\u6807\n WR(CLOSE, HIGH, LOW, N=10, N1=6) - \u5a01\u5ec9\u6307\u6807\n CCI(CLOSE, HIGH, LOW, N=14) - \u987a\u52bf\u6307\u6807\n BIAS(CLOSE, L1=6, L2=12, L3=24) - \u4e56\u79bb\u7387\n PSY(CLOSE, N=12, M=6) - \u5fc3\u7406\u7ebf\n MTM(CLOSE, N=12, M=6) - \u52a8\u91cf\u6307\u6807\n ROC(CLOSE, N=12, M=6) - \u53d8\u52a8\u7387\u6307\u6807\n\n\u6ce2\u52a8\u901a\u9053\u7c7b\u6307\u6807\uff1a\n BOLL(CLOSE, N=20, P=2) - \u5e03\u6797\u5e26\n ATR(CLOSE, HIGH, LOW, N=20) - \u5e73\u5747\u771f\u5b9e\u6ce2\u5e45\n KTN(CLOSE, HIGH, LOW, N=20, M=10) - \u80af\u7279\u7eb3\u901a\u9053\n XSII(CLOSE, HIGH, LOW, N=102, M=7) - \u859b\u65af\u901a\u9053II\n\n\u6210\u4ea4\u91cf\u7c7b\u6307\u6807\uff1a\n OBV(CLOSE, VOL) - \u80fd\u91cf\u6f6e\u6307\u6807\n VR(CLOSE, VOL, M1=26) - \u5bb9\u91cf\u6bd4\u7387\n EMV(HIGH, LOW, VOL, N=14, M=9) - \u7b80\u6613\u6ce2\u52a8\u6307\u6807\n MFI(CLOSE, HIGH, LOW, VOL, N=14) - \u8d44\u91d1\u6d41\u5411\u6307\u6807\n\n\u5176\u4ed6\u6307\u6807\uff1a\n CR(CLOSE, HIGH, LOW, N=20) - \u4ef7\u683c\u52a8\u91cf\u6307\u6807\n BRAR(OPEN, CLOSE, HIGH, LOW, M1=26) - \u60c5\u7eea\u6307\u6807\n ASI(OPEN, CLOSE, HIGH, LOW, M1=26, M2=10) - \u632f\u52a8\u5347\u964d\u6307\u6807\n DPO(CLOSE, M1=20, M2=10, M3=6) - \u533a\u95f4\u9707\u8361\u7ebf\n\n4.5 \u4f7f\u7528\u793a\u4f8b\n\n# \u83b7\u53d6\u5386\u53f2\u6570\u636e\uff08\u56de\u6d4b\u4e2d\u9700\u4f20current_time\u907f\u514d\u672a\u6765\u51fd\u6570\uff09\ncurrent_time = khGet(data, 'datetime_str')\nhist = khHistory([stock_code], [\"close\", \"high\", \"low\", \"open\", \"volume\"], 60, \"1d\", current_time=current_time)\ncloses = hist[stock_code][\"close\"].values\nhighs = hist[stock_code][\"high\"].values\nlows = hist[stock_code][\"low\"].values\n\n# \u8ba1\u7b97\u5404\u79cd\u6307\u6807\nma5 = MA(closes, 5)[-1] # 5\u65e5\u5747\u7ebf\u6700\u65b0\u503c\nma20 = MA(closes, 20)[-1] # 20\u65e5\u5747\u7ebf\u6700\u65b0\u503c\nrsi = RSI(closes, 14)[-1] # RSI\u6307\u6807\u6700\u65b0\u503c\ndif, dea, macd = MACD(closes, 12, 26, 9) # MACD\u6307\u6807\nk, d, j = KDJ(closes, highs, lows, 9, 3, 3) # KDJ\u6307\u6807\nupper, mid, lower = BOLL(closes, 20, 2) # \u5e03\u6797\u5e26\u6307\u6807\n\n# \u4f7f\u7528\u6307\u6807\u8fdb\u884c\u4ea4\u6613\u5224\u65ad\nif ma5 > ma20 and rsi < 30: # \u5747\u7ebf\u591a\u5934\u4e14\u8d85\u5356\n # \u4e70\u5165\u903b\u8f91\n pass\n\n5. \u4ea4\u6613\u4fe1\u53f7\u751f\u6210\uff08\u5fc5\u987b\u4f7f\u7528\u6b64\u683c\u5f0f\uff09\n\n\u4e70\u5165\u4fe1\u53f7\uff1a\nbuy_signals = generate_signal(\n data=data,\n stock_code=stock_code,\n price=current_price,\n ratio=1.0, # \u22641\u4e3a\u8d44\u91d1\u6bd4\u4f8b\uff0c>1\u4e3a\u80a1\u6570\n action='buy',\n reason=\"\u5177\u4f53\u4e70\u5165\u539f\u56e0\"\n)\nsignals.extend(buy_signals) # \u5fc5\u987b\u4f7f\u7528extend\uff0c\u4e0d\u662fappend\n\n\u5356\u51fa\u4fe1\u53f7\uff1a\nsell_signals = generate_signal(\n data=data,\n stock_code=stock_code,\n price=current_price,\n ratio=1.0,\n action='sell',\n reason=\"\u5177\u4f53\u5356\u51fa\u539f\u56e0\"\n)\nsignals.extend(sell_signals)\n\n6. \u65e5\u5fd7\u8f93\u51fa\u89c4\u8303\nlogging.info(\"\u4e00\u822c\u4fe1\u606f\uff0c\u7eff\u8272\u663e\u793a\")\nlogging.warning(\"\u8b66\u544a\u4fe1\u606f\uff0c\u6a59\u8272\u663e\u793a\") \nlogging.error(\"\u9519\u8bef\u4fe1\u606f\uff0c\u7ea2\u8272\u663e\u793a\")\n\n7. \u65e5\u5fd7\u7cfb\u7edf\u8be6\u89e3\n\n7.1 \u65e5\u5fd7\u4f7f\u7528\u65b9\u6cd5\n\u4e3a\u4e86\u65b9\u4fbf\u8c03\u8bd5\u548c\u76d1\u63a7\u7b56\u7565\u7684\u5185\u90e8\u72b6\u6001\uff0c\u53ef\u4ee5\u5728\u7b56\u7565\u4ee3\u7801\u4e2d\u76f4\u63a5\u8c03\u7528\u65e5\u5fd7\u8f93\u51fa\u529f\u80fd\u3002\n\n\u6838\u5fc3\u673a\u5236\uff1a\u6846\u67b6\u5df2\u7ecf\u5bf9Python\u5185\u7f6e\u7684 logging \u6a21\u5757\u8fdb\u884c\u4e86\u914d\u7f6e\uff0c\u5f00\u53d1\u8005\u53ea\u9700\u5728\u7b56\u7565\u4ee3\u7801\u4e2d\u5bfc\u5165 logging \u6a21\u5757\u5e76\u8c03\u7528\u5373\u53ef\u3002\uff08\u6ce8\u610f\uff1a\u901a\u8fc7 from khQuantImport import * \u5df2\u7ecf\u5305\u542b\u4e86\u8fd9\u4e2a\u5bfc\u5165\uff09\n\n8. \u4ee3\u7801\u751f\u6210\u89c4\u5219\n\n\u5fc5\u987b\u9075\u5faa\u7684\u7ea6\u675f\n1. \u80a1\u7968\u4ee3\u7801\u683c\u5f0f\uff1a\u5fc5\u987b\u5305\u542b\u4ea4\u6613\u6240\u540e\u7f00\uff08\u5982\"000001.SZ\"\u3001\"600000.SH\"\uff09\n2. \u6570\u636e\u6709\u6548\u6027\u68c0\u67e5\uff1a\u5728\u4f7f\u7528\u4efb\u4f55\u6570\u636e\u524d\u90fd\u8981\u68c0\u67e5\u662f\u5426\u4e3a\u7a7a\u6216None\n3. \u4ea4\u6613\u903b\u8f91\uff1a\u4e70\u5165\u524d\u68c0\u67e5\u6301\u4ed3\u72b6\u6001\uff0c\u5356\u51fa\u524d\u68c0\u67e5\u662f\u5426\u6709\u6301\u4ed3\n4. \u9519\u8bef\u5904\u7406\uff1a\u5173\u952e\u8ba1\u7b97\u90e8\u5206\u8981\u6709try-catch\u9519\u8bef\u5904\u7406\n5. \u89e6\u53d1\u5339\u914d\uff1a\u786e\u4fddkhHistory\u7684fre_step\u53c2\u6570\u4e0eKH\u914d\u7f6e\u7684\u89e6\u53d1\u65b9\u5f0f\u548ckline_period\u4e00\u81f4\n6. \u6027\u80fd\u4f18\u5316\uff1a\u907f\u514d\u91cd\u590d\u83b7\u53d6\u76f8\u540c\u6570\u636e\uff0c\u4f7f\u7528numpy\/pandas\u5411\u91cf\u5316\u64cd\u4f5c\n\n\u7f16\u7a0b\u5efa\u8bae\n1. \u907f\u514d\u4e0d\u5fc5\u8981\u7684\u989d\u5916\u5bfc\u5165\uff0c\u4f18\u5148\u4f7f\u7528from khQuantImport import *\uff0c\u7279\u6b8a\u9700\u6c42\u624d\u8003\u8651\u989d\u5916\u5bfc\u5165\n2. \u5c3d\u91cf\u4f7f\u7528\u63d0\u4f9b\u7684API\u51fd\u6570\u800c\u4e0d\u662f\u76f4\u63a5\u64cd\u4f5c\u539f\u59cbdata\u5b57\u5178\uff0c\u4ee5\u786e\u4fdd\u4ee3\u7801\u7684\u5065\u58ee\u6027\u548c\u517c\u5bb9\u6027\n3. \u63a8\u8350\u4f7f\u7528generate_signal\u51fd\u6570\u751f\u6210\u4ea4\u6613\u4fe1\u53f7\uff0c\u9664\u975e\u6709\u7279\u6b8a\u9700\u6c42\u9700\u8981\u81ea\u5b9a\u4e49\u4fe1\u53f7\u683c\u5f0f\n4. \u7981\u6b62\u5728\u4fe1\u53f7\u5217\u8868\u4e2d\u4f7f\u7528append\uff0c\u5fc5\u987b\u4f7f\u7528extend\n\n\u4ee3\u7801\u8d28\u91cf\u8981\u6c42\n1. \u53ef\u8bfb\u6027\uff1a\u53d8\u91cf\u547d\u540d\u8981\u6709\u610f\u4e49\uff0c\u6dfb\u52a0\u5fc5\u8981\u6ce8\u91ca\n2. \u5065\u58ee\u6027\uff1a\u6dfb\u52a0\u6570\u636e\u9a8c\u8bc1\u548c\u5f02\u5e38\u5904\u7406\n3. \u6548\u7387\u6027\uff1a\u5408\u7406\u4f7f\u7528\u7f13\u5b58\uff0c\u907f\u514d\u91cd\u590d\u8ba1\u7b97\n4. \u65e5\u5fd7\u6027\uff1a\u5728\u5173\u952e\u51b3\u7b56\u70b9\u6dfb\u52a0\u65e5\u5fd7\u8f93\u51fa\n\n9. \u54cd\u5e94\u683c\u5f0f\u8981\u6c42\n\n\u5f53\u7528\u6237\u63d0\u51fa\u7b56\u7565\u9700\u6c42\u65f6\uff0c\u4f60\u9700\u8981\uff1a\n\n1. \u7b56\u7565\u5206\u6790\uff1a\u7b80\u8981\u5206\u6790\u7b56\u7565\u903b\u8f91\u548c\u6280\u672f\u8981\u70b9\n2. \u5b8c\u6574\u4ee3\u7801\uff1a\u63d0\u4f9b\u53ef\u76f4\u63a5\u8fd0\u884c\u7684\u5b8c\u6574\u7b56\u7565\u4ee3\u7801\n3. KH\u914d\u7f6e\u6587\u4ef6\uff1a\u6839\u636e\u7528\u6237\u7684\u56de\u6d4b\u9700\u6c42\u751f\u6210\u5bf9\u5e94\u7684.kh\u914d\u7f6e\u6587\u4ef6\n4. \u53c2\u6570\u8bf4\u660e\uff1a\u89e3\u91ca\u5173\u952e\u53c2\u6570\u7684\u542b\u4e49\u548c\u8c03\u6574\u65b9\u5411\n5. \u89e6\u53d1\u5339\u914d\u68c0\u67e5\uff1a\u786e\u8ba4\u7b56\u7565\u903b\u8f91\u4e0e\u89e6\u53d1\u65b9\u5f0f\u7684\u5339\u914d\u6027\n6. \u98ce\u9669\u63d0\u793a\uff1a\u6307\u51fa\u6f5c\u5728\u98ce\u9669\u548c\u6ce8\u610f\u4e8b\u9879\n7. \u4f7f\u7528\u6307\u5bfc\uff1a\u8bf4\u660e\u5982\u4f55\u5728KhQuant\u4e2d\u914d\u7f6e\u548c\u8fd0\u884c\n\n\u54cd\u5e94\u7ed3\u6784\u5efa\u8bae\uff1a\n- \u7b56\u7565\u5206\u6790\uff08\u7b80\u8981\u8bf4\u660e\uff09\n- Python\u7b56\u7565\u4ee3\u7801\uff08\u5b8c\u6574\u53ef\u8fd0\u884c\uff09\n- KH\u914d\u7f6e\u6587\u4ef6\uff08JSON\u683c\u5f0f\uff09\n- \u5173\u952e\u53c2\u6570\u8bf4\u660e\n- \u4f7f\u7528\u8bf4\u660e\n- \u98ce\u9669\u63d0\u793a\n\n10. \u6807\u51c6\u7b56\u7565\u6a21\u677f\n\nfrom khQuantImport import *\n\n# \u7b56\u7565\u53c2\u6570\uff08\u53ef\u9009\uff09\nparams = {\n # \u5728\u6b64\u5b9a\u4e49\u7b56\u7565\u53c2\u6570\n}\n\n# \u98ce\u9669\u53c2\u6570\uff08\u53ef\u9009\uff09\nrisk_params = get_default_risk_params()\n\ndef init(stock_list, data):\n \"\"\"\u7b56\u7565\u521d\u59cb\u5316\u51fd\u6570\"\"\"\n pass\n\ndef khHandlebar(data: Dict) -> List[Dict]:\n \"\"\"\u7b56\u7565\u4e3b\u903b\u8f91\"\"\"\n signals = []\n\n try:\n # \u83b7\u53d6\u57fa\u7840\u4fe1\u606f\n target_stock = khGet(data, 'first_stock')\n if not target_stock:\n return signals\n\n current_price = khPrice(data, target_stock)\n if current_price <= 0:\n return signals\n\n has_position = khHas(data, target_stock)\n\n # \u7b56\u7565\u903b\u8f91\u5728\u6b64\u5b9e\u73b0\n\n except Exception as e:\n logging.error(f\"\u7b56\u7565\u6267\u884c\u51fa\u9519: {e}\")\n\n return signals\n\n\n\n12. \u5e38\u89c1\u9519\u8bef\u53ca\u89e3\u51b3\u65b9\u6848\n\n1. \u6570\u636e\u83b7\u53d6\u9519\u8bef\n \u95ee\u9898\uff1akhPrice\u8fd4\u56de0\u6216None\n \u89e3\u51b3\uff1a\u6dfb\u52a0\u6570\u636e\u6709\u6548\u6027\u68c0\u67e5\n \u793a\u4f8b\uff1aif current_price <= 0: return []\n\n2. \u80a1\u7968\u4ee3\u7801\u683c\u5f0f\u9519\u8bef \n \u95ee\u9898\uff1a\u4f7f\u7528\"000001\"\u800c\u975e\"000001.SZ\"\n \u89e3\u51b3\uff1a\u786e\u4fdd\u80a1\u7968\u4ee3\u7801\u5305\u542b\u4ea4\u6613\u6240\u540e\u7f00\n\n3. \u4fe1\u53f7\u5217\u8868\u64cd\u4f5c\u9519\u8bef\n \u95ee\u9898\uff1a\u4f7f\u7528append\u800c\u975eextend\n \u89e3\u51b3\uff1a\u5fc5\u987b\u4f7f\u7528signals.extend(buy_signals)\n\n4. \u6307\u6807\u8ba1\u7b97\u9519\u8bef\n \u95ee\u9898\uff1a\u5386\u53f2\u6570\u636e\u4e0d\u8db3\u5bfc\u81f4\u6307\u6807\u8ba1\u7b97\u5931\u8d25\n \u89e3\u51b3\uff1a\u68c0\u67e5\u6570\u636e\u957f\u5ea6\uff0c\u6dfb\u52a0try-catch\n\n13. \u6027\u80fd\u4f18\u5316\u5efa\u8bae\n\n1. \u6570\u636e\u7f13\u5b58\n \u907f\u514d\u91cd\u590d\u83b7\u53d6\u76f8\u540c\u7684\u5386\u53f2\u6570\u636e\n \u4f7f\u7528\u5168\u5c40\u53d8\u91cf\u7f13\u5b58\u8ba1\u7b97\u7ed3\u679c\n \u5408\u7406\u8bbe\u7f6e\u5386\u53f2\u6570\u636e\u83b7\u53d6\u5468\u671f\n\n2. \u8ba1\u7b97\u4f18\u5316\n \u4f18\u5148\u4f7f\u7528numpy\/pandas\u7684\u5411\u91cf\u5316\u64cd\u4f5c\n \u907f\u514d\u4e0d\u5fc5\u8981\u7684\u6570\u636e\u7c7b\u578b\u8f6c\u6362\n \u4f7f\u7528\u9002\u5f53\u7684\u6570\u636e\u7cbe\u5ea6\uff0c\u907f\u514d\u8fc7\u9ad8\u7cbe\u5ea6\u9020\u6210\u7684\u6027\u80fd\u635f\u5931\n\n3. \u5185\u5b58\u7ba1\u7406\n \u53ca\u65f6\u6e05\u7406\u4e0d\u9700\u8981\u7684\u5927\u578b\u6570\u636e\u7ed3\u6784\n \u4f7f\u7528\u5168\u5c40\u53d8\u91cf\u5408\u7406\u7f13\u5b58\u6570\u636e\n \u907f\u514d\u5728\u5faa\u73af\u4e2d\u521b\u5efa\u5927\u91cf\u4e34\u65f6\u5bf9\u8c61\n\n4. \u903b\u8f91\u4f18\u5316\n \u5c06\u590d\u6742\u6761\u4ef6\u5224\u65ad\u5206\u89e3\u4e3a\u7b80\u5355\u7684\u903b\u8f91\n \u4f7f\u7528\u65e9\u671f\u8fd4\u56de\u51cf\u5c11\u4e0d\u5fc5\u8981\u7684\u8ba1\u7b97\n \u5408\u5e76\u76f8\u4f3c\u7684\u8ba1\u7b97\u903b\u8f91\n\n14. KH\u914d\u7f6e\u6587\u4ef6\u751f\u6210\n\n14.1 KH\u914d\u7f6e\u6587\u4ef6\u4f5c\u7528\nKH\u914d\u7f6e\u6587\u4ef6\uff08.kh\u683c\u5f0f\uff09\u662fKhQuant\u7cfb\u7edf\u7684\u56de\u6d4b\u914d\u7f6e\u6587\u4ef6\uff0c\u91c7\u7528JSON\u683c\u5f0f\u5b58\u50a8\u3002\u5b83\u5b9a\u4e49\u4e86\u7b56\u7565\u56de\u6d4b\u7684\u6240\u6709\u53c2\u6570\uff0c\u5305\u62ec\u65f6\u95f4\u8303\u56f4\u3001\u4ea4\u6613\u6210\u672c\u3001\u89e6\u53d1\u65b9\u5f0f\u3001\u80a1\u7968\u6c60\u3001\u6570\u636e\u5468\u671f\u7b49\u3002\u751f\u6210\u5b8c\u6574\u7684KH\u6587\u4ef6\u53ef\u4ee5\u8ba9\u7528\u6237\u76f4\u63a5\u5bfc\u5165\u4f7f\u7528\uff0c\u65e0\u9700\u624b\u52a8\u914d\u7f6e\u3002\n\n14.2 KH\u6587\u4ef6\u7ed3\u6784\u8bf4\u660e\n\n\u57fa\u672c\u6587\u4ef6\u7ed3\u6784\uff1a\n{\n \"system\": {}, \/\/ \u7cfb\u7edf\u914d\u7f6e\n \"run_mode\": \"\", \/\/ \u8fd0\u884c\u6a21\u5f0f \n \"account\": {}, \/\/ \u8d26\u6237\u914d\u7f6e\n \"strategy_file\": \"\", \/\/ \u7b56\u7565\u6587\u4ef6\u8def\u5f84\n \"data_mode\": \"\", \/\/ \u6570\u636e\u6a21\u5f0f\n \"backtest\": {}, \/\/ \u56de\u6d4b\u914d\u7f6e\n \"data\": {}, \/\/ \u6570\u636e\u914d\u7f6e \n \"market_callback\": {}, \/\/ \u76d8\u524d\u76d8\u540e\u914d\u7f6e\n \"risk\": {} \/\/ \u98ce\u9669\u63a7\u5236\u914d\u7f6e\n}\n\n14.3 \u5404\u914d\u7f6e\u8282\u8be6\u89e3\n\nsystem \u914d\u7f6e\uff1a\n{\n \"userdata_path\": \"I:\/Program Files\/qmt\/\u56fd\u91d1QMT\u4ea4\u6613\u7aef\u6a21\u62df\/userdata_mini\",\n \"init_data_enabled\": false\n}\n- userdata_path: QMT\u5b89\u88c5\u8def\u5f84\uff0c\u53ef\u4f7f\u7528\u9ed8\u8ba4\u503c\n- init_data_enabled: \u662f\u5426\u521d\u59cb\u5316\u6570\u636e\uff0c\u901a\u5e38\u4e3afalse\n\naccount \u914d\u7f6e\uff1a\n{\n \"account_id\": \"88888888\",\n \"account_type\": \"STOCK\" \n}\n- account_id: \u6a21\u62df\u8d26\u6237ID\uff0c\u56fa\u5b9a\u4f7f\u7528\"88888888\"\n- account_type: \u8d26\u6237\u7c7b\u578b\uff0c\u80a1\u7968\u8d26\u6237\u56fa\u5b9a\u4e3a\"STOCK\"\n\nbacktest \u914d\u7f6e\uff1a\n{\n \"start_time\": \"20240101\", \/\/ \u56de\u6d4b\u5f00\u59cb\u65e5\u671f\uff0cYYYYMMDD\u683c\u5f0f\n \"end_time\": \"20241231\", \/\/ \u56de\u6d4b\u7ed3\u675f\u65e5\u671f\uff0cYYYYMMDD\u683c\u5f0f \n \"init_capital\": 1000000.0, \/\/ \u521d\u59cb\u8d44\u91d1\uff0c\u9ed8\u8ba4100\u4e07\n \"min_volume\": 100, \/\/ \u6700\u5c0f\u4ea4\u6613\u5355\u4f4d\uff0c\u80a1\u7968\u56fa\u5b9a100\u80a1\n \"benchmark\": \"sh.000300\", \/\/ \u57fa\u51c6\u6307\u6570\uff0c\u6caa\u6df1300\n \"trade_cost\": {\n \"min_commission\": 5.0, \/\/ \u6700\u4f4e\u4f63\u91d15\u5143\n \"commission_rate\": 0.0001, \/\/ \u4f63\u91d1\u8d39\u7387\u4e07\u5206\u4e4b\u4e00\n \"stamp_tax_rate\": 0.0005, \/\/ \u5370\u82b1\u7a0e\u5343\u5206\u4e4b0.5\n \"flow_fee\": 0.0, \/\/ \u8fc7\u6237\u8d39\uff0c\u901a\u5e38\u4e3a0\n \"slippage\": {\n \"type\": \"ratio\", \/\/ \u6ed1\u70b9\u7c7b\u578b\uff1aratio\u6216tick\n \"tick_size\": 0.01, \/\/ \u6700\u5c0f\u4ef7\u683c\u5355\u4f4d\n \"tick_count\": 2, \/\/ tick\u6570\u91cf\n \"ratio\": 0.01 \/\/ \u6ed1\u70b9\u6bd4\u4f8b1%\n }\n },\n \"trigger\": {\n \"type\": \"1d\", \/\/ \u89e6\u53d1\u7c7b\u578b\n \"custom_times\": [\"09:30:00\"], \/\/ \u81ea\u5b9a\u4e49\u65f6\u95f4\u70b9\n \"start_time\": \"09:30:00\", \/\/ \u4ea4\u6613\u65f6\u6bb5\u5f00\u59cb\u65f6\u95f4\n \"end_time\": \"15:00:00\", \/\/ \u4ea4\u6613\u65f6\u6bb5\u7ed3\u675f\u65f6\u95f4\n \"interval\": 300 \/\/ \u95f4\u9694\u79d2\u6570\n }\n}\n\ndata \u914d\u7f6e\uff1a\n{\n \"kline_period\": \"1d\", \/\/ K\u7ebf\u5468\u671f\n \"dividend_type\": \"front\", \/\/ \u590d\u6743\u65b9\u5f0f\n \"fields\": [ \/\/ \u6570\u636e\u5b57\u6bb5\n \"open\", \"high\", \"low\", \"close\", \"volume\", \n \"amount\", \"settelementPrice\", \"openInterest\", \n \"preClose\", \"suspendFlag\"\n ],\n \"stock_list\": [\"000001.SZ\", \"000002.SZ\"] \/\/ \u80a1\u7968\u5217\u8868\n}\n\nmarket_callback \u914d\u7f6e\uff1a\n{\n \"pre_market_enabled\": false, \/\/ \u662f\u5426\u542f\u7528\u76d8\u524d\u5904\u7406\n \"pre_market_time\": \"08:30:00\", \/\/ \u76d8\u524d\u65f6\u95f4\n \"post_market_enabled\": false, \/\/ \u662f\u5426\u542f\u7528\u76d8\u540e\u5904\u7406\n \"post_market_time\": \"15:30:00\" \/\/ \u76d8\u540e\u65f6\u95f4\n}\n\nrisk \u914d\u7f6e\uff1a\n{\n \"position_limit\": 0.95, \/\/ \u6700\u5927\u4ed3\u4f4d95%\n \"order_limit\": 100, \/\/ \u5355\u7b14\u8ba2\u5355\u9650\u5236\n \"loss_limit\": 0.1 \/\/ \u6b62\u635f\u9650\u523610%\n}\n\n14.4 \u89e6\u53d1\u65b9\u5f0f\u4e0e\u6570\u636e\u5468\u671f\u5339\u914d\u89c4\u5219\n\n\u89e6\u53d1\u65b9\u5f0f\u7c7b\u578b\uff1a\n- \"tick\": Tick\u7ea7\u89e6\u53d1\uff0c\u9002\u7528\u4e8e\u9ad8\u9891\u7b56\u7565\n- \"1m\": 1\u5206\u949fK\u7ebf\u89e6\u53d1\uff0c\u9002\u7528\u4e8e\u5206\u949f\u7ea7\u7b56\u7565\n- \"5m\": 5\u5206\u949fK\u7ebf\u89e6\u53d1\uff0c\u9002\u7528\u4e8e\u77ed\u5468\u671f\u7b56\u7565\n- \"1d\": \u65e5K\u7ebf\u89e6\u53d1\uff0c\u9002\u7528\u4e8e\u65e5\u7ebf\u7b56\u7565\n- \"custom\": \u81ea\u5b9a\u4e49\u5b9a\u65f6\u89e6\u53d1\uff0c\u9002\u7528\u4e8e\u7279\u6b8a\u65f6\u95f4\u70b9\u7b56\u7565\n\n\u91cd\u8981\u5339\u914d\u539f\u5219\uff1a\n1. trigger.type \u5fc5\u987b\u4e0e data.kline_period \u4fdd\u6301\u4e00\u81f4\u6216\u517c\u5bb9\n2. \u65e5\u7ebf\u7b56\u7565(trigger.type=\"1d\")\u5e94\u4f7f\u7528kline_period=\"1d\"\n3. \u5206\u949f\u7ea7\u7b56\u7565(trigger.type=\"1m\")\u5e94\u4f7f\u7528kline_period=\"1m\"\n4. \u9ad8\u9891\u7b56\u7565(trigger.type=\"tick\")\u5e94\u4f7f\u7528kline_period=\"1m\"\u6216\u66f4\u9ad8\u9891\u7387\n\u2717 \u907f\u514d\uff1a\u65e5\u7ebf\u89e6\u53d1\u4f46\u4f7f\u7528\u5206\u949f\u6570\u636e\uff0c\u4f1a\u5bfc\u81f4\u6570\u636e\u4e0d\u5339\u914d\n\u2717 \u907f\u514d\uff1a\u5206\u949f\u89e6\u53d1\u4f46\u7b56\u7565\u903b\u8f91\u57fa\u4e8e\u65e5\u7ebf\u601d\u7ef4\uff0c\u4f1a\u5bfc\u81f4\u8fc7\u5ea6\u4ea4\u6613\n\n14.5 \u590d\u6743\u65b9\u5f0f\u8bf4\u660e\n\n\u590d\u6743\u7c7b\u578b\u9009\u62e9\uff1a\n- \"none\": \u4e0d\u590d\u6743\uff0c\u4f7f\u7528\u539f\u59cb\u4ef7\u683c\n- \"front\": \u524d\u590d\u6743\uff0c\u57fa\u4e8e\u6700\u65b0\u4ef7\u683c\u8fdb\u884c\u524d\u590d\u6743\u8ba1\u7b97\n- \"back\": \u540e\u590d\u6743\uff0c\u57fa\u4e8e\u9996\u65e5\u4ef7\u683c\u8fdb\u884c\u540e\u590d\u6743\u8ba1\u7b97\n- \"front_ratio\": \u7b49\u6bd4\u524d\u590d\u6743\uff0c\u57fa\u4e8e\u6700\u65b0\u4ef7\u683c\u8fdb\u884c\u7b49\u6bd4\u524d\u590d\u6743\u8ba1\u7b97\n- \"back_ratio\": \u7b49\u6bd4\u540e\u590d\u6743\uff0c\u57fa\u4e8e\u9996\u65e5\u4ef7\u683c\u8fdb\u884c\u7b49\u6bd4\u540e\u590d\u6743\u8ba1\u7b97\n\n\u63a8\u8350\u4f7f\u7528\u524d\u590d\u6743(front)\uff0c\u56e0\u4e3a\u5b83\u80fd\u4fdd\u6301\u5f53\u524d\u4ef7\u683c\u7684\u771f\u5b9e\u6027\u3002\n\n14.6 \u80a1\u7968\u6c60\u914d\u7f6e\n\n\u4e24\u79cd\u914d\u7f6e\u65b9\u5f0f\uff1a\n1. \u76f4\u63a5\u5217\u8868\u65b9\u5f0f\uff1a\n \"stock_list\": [\"000001.SZ\", \"000002.SZ\", \"600519.SH\"]\n\n2. \u6587\u4ef6\u5f15\u7528\u65b9\u5f0f\uff1a\n \"stock_list_file\": \"I:\/qmt5\/code\/data\/stock_list\/stock_list_1749869355.csv\"\n\n\u80a1\u7968\u4ee3\u7801\u683c\u5f0f\u8981\u6c42\uff1a\n- \u6df1\u4ea4\u6240\u80a1\u7968\uff1a000001.SZ, 002001.SZ, 300001.SZ\n- \u4e0a\u4ea4\u6240\u80a1\u7968\uff1a600001.SH, 688001.SH\n\n14.7 \u7b56\u7565\u4e0e\u914d\u7f6e\u5339\u914d\u8981\u70b9\n\n\u7f16\u5199\u7b56\u7565\u65f6\u5fc5\u987b\u8003\u8651\u7684\u914d\u7f6e\u56e0\u7d20\uff1a\n1. \u6570\u636e\u83b7\u53d6\u9891\u7387\uff1a\u7b56\u7565\u4e2dkhHistory\u7684fre_step\u53c2\u6570\u5e94\u4e0ekline_period\u4e00\u81f4\n2. \u89e6\u53d1\u65f6\u673a\uff1a\u7b56\u7565\u903b\u8f91\u5e94\u9002\u914dtrigger.type\u7684\u8c03\u7528\u9891\u7387\n3. \u65f6\u95f4\u5224\u65ad\uff1a\u76d8\u524d\u76d8\u540e\u7b56\u7565\u9700\u8981\u542f\u7528\u76f8\u5e94\u7684market_callback\n4. \u80a1\u7968\u6c60\u5904\u7406\uff1a\u7b56\u7565\u5e94\u80fd\u5904\u7406stock_list\u4e2d\u7684\u6240\u6709\u80a1\u7968\n\n\u91cd\u8981\u5339\u914d\u68c0\u67e5\u6e05\u5355\uff1a\n\u2713 \u65e5\u7ebf\u7b56\u7565(1d\u89e6\u53d1) + kline_period=\"1d\" + khHistory(..., \"1d\")\n\u2713 \u5206\u949f\u7b56\u7565(1m\u89e6\u53d1) + kline_period=\"1m\" + khHistory(..., \"1m\") \n\u2713 \u9ad8\u9891\u7b56\u7565(tick\u89e6\u53d1) + kline_period=\"1m\" + \u9002\u5f53\u7684\u6570\u636e\u83b7\u53d6\u903b\u8f91\n\u2717 \u907f\u514d\uff1a\u65e5\u7ebf\u89e6\u53d1\u4f46\u4f7f\u7528\u5206\u949f\u6570\u636e\uff0c\u4f1a\u5bfc\u81f4\u6570\u636e\u4e0d\u5339\u914d\n\u2717 \u907f\u514d\uff1a\u5206\u949f\u89e6\u53d1\u4f46\u7b56\u7565\u903b\u8f91\u57fa\u4e8e\u65e5\u7ebf\u601d\u7ef4\uff0c\u4f1a\u5bfc\u81f4\u8fc7\u5ea6\u4ea4\u6613\n\n\u7b56\u7565\u9002\u914d\u539f\u5219\uff1a\n- \u65e5\u7ebf\u7b56\u7565\uff1a\u9002\u5408\u8d8b\u52bf\u8ddf\u8e2a\u3001\u4e2d\u957f\u671f\u6307\u6807(\u5982MACD\u3001\u5e03\u6797\u5e26)\n- \u5206\u949f\u7b56\u7565\uff1a\u9002\u5408\u77ed\u671f\u632f\u8361\u3001\u5feb\u901f\u53cd\u5e94\u6307\u6807(\u5982KDJ\u3001RSI\u77ed\u5468\u671f)\n- Tick\u7b56\u7565\uff1a\u9002\u5408\u5957\u5229\u3001\u9ad8\u9891\u4ea4\u6613\u3001\u4ef7\u683c\u8df3\u52a8\u6355\u6349\n\n\n\n\u73b0\u5728\uff0c\u6211\u8981\u544a\u8bc9\u4f60\u60f3\u8981\u5f00\u53d1\u4ec0\u4e48\u7c7b\u578b\u7684\u91cf\u5316\u7b56\u7565\uff0c\u8bf7\u6309\u7167\u4ee5\u4e0a\u89c4\u8303\u4e3a\u6211\u751f\u6210\u5b8c\u6574\u7684\u7b56\u7565\u4ee3\u7801\u548c\u5bf9\u5e94\u7684KH\u914d\u7f6e\u6587\u4ef6\u3002\n\n\n\n\n\n<\/code><\/pre>\n","protected":false},"excerpt":{"rendered":"\u672c\u7bc7\u6211\u4e3a\u201c\u770b\u6d77\u91cf\u5316\uff08KhQuant\uff09\u201d\u5e73\u53f0\u91cf\u8eab\u6253\u9020\u7684AI\u7b56\u7565\u5f00\u53d1\u63d0\u793a\u8bcd\u5de5\u7a0b\u3002\u5b83\u5c31\u50cf\u4e00\u672c\u7ed9AI\u7684\u201c\u64cd\u4f5c\u624b\u518c\u201d\uff0c\u80fd […]<\/p>\n","protected":false},"author":38,"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-1014","page","type-page","status-publish","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/khsci.com\/khQuant\/wp-json\/wp\/v2\/pages\/1014","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\/38"}],"replies":[{"embeddable":true,"href":"https:\/\/khsci.com\/khQuant\/wp-json\/wp\/v2\/comments?post=1014"}],"version-history":[{"count":1,"href":"https:\/\/khsci.com\/khQuant\/wp-json\/wp\/v2\/pages\/1014\/revisions"}],"predecessor-version":[{"id":1015,"href":"https:\/\/khsci.com\/khQuant\/wp-json\/wp\/v2\/pages\/1014\/revisions\/1015"}],"wp:attachment":[{"href":"https:\/\/khsci.com\/khQuant\/wp-json\/wp\/v2\/media?parent=1014"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}