{"id":1053,"date":"2026-04-18T22:56:08","date_gmt":"2026-04-18T14:56:08","guid":{"rendered":"https:\/\/khsci.com\/khQuant\/?page_id=1053"},"modified":"2026-04-19T23:58:32","modified_gmt":"2026-04-19T15:58:32","slug":"cli","status":"publish","type":"page","link":"https:\/\/khsci.com\/khQuant\/cli\/","title":{"rendered":"KhQuant CLI \u547d\u4ee4\u884c\u5de5\u5177\u5b8c\u6574\u6307\u5357"},"content":{"rendered":"<p>CLI\u547d\u4ee4\u884c\u754c\u9762\u529f\u80fd\u9700\u4f7f\u7528V3.3.0\u53ca\u4ee5\u4e0a\u7248\u672c\uff0c\u5185\u6d4b\u7528\u6237\u9700\u5148\u5347\u7ea7\u81f3\u6700\u65b0\u7248\u672c\u3002<br \/>\n<strong>\u5728\u4f7f\u7528\u8be5\u529f\u80fd\u524d\uff0c\u63a8\u8350\u5927\u5bb6\u90fd\u5148\u6309\u7167\u4e0b\u8fb9\u7684\u89c6\u9891\u64cd\u4f5c<\/strong>\uff0c\u5c06\u6781\u5927\u63d0\u5347\u4e0a\u624b\u6548\u7387\u3002<br \/>\n<div style=\"width: 2560px;\" class=\"wp-video\"><video  src=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/2026\/04\/CLI\u6307\u4ee4\u4f7f\u7528\u6559\u7a0b_x264.mp4?_=1\" controls=\"controls\"><\/video><\/div><\/p>\n<hr \/>\n<h2>\u76ee\u5f55<\/h2>\n<p><strong>\u7b2c\u4e00\u90e8\u5206 \u00b7 \u5feb\u901f\u5165\u95e8<\/strong><br \/>\n&#8211; <a class=\"wp-editor-md-post-content-link\" href=\"#\u4ec0\u4e48\u662f-khquant-cli\">\u4ec0\u4e48\u662f KhQuant CLI<\/a><br \/>\n&#8211; <a class=\"wp-editor-md-post-content-link\" href=\"#\u8fd0\u884c\u65b9\u5f0f\">\u8fd0\u884c\u65b9\u5f0f<\/a><br \/>\n&#8211; <a class=\"wp-editor-md-post-content-link\" href=\"#5-\u5206\u949f\u4e0a\u624b\u6d41\u7a0b\">5 \u5206\u949f\u4e0a\u624b\u6d41\u7a0b<\/a><\/p>\n<p><strong>\u7b2c\u4e8c\u90e8\u5206 \u00b7 \u547d\u4ee4\u8be6\u89e3<\/strong><br \/>\n&#8211; <a class=\"wp-editor-md-post-content-link\" href=\"#\u547d\u4ee4\u603b\u89c8\">\u547d\u4ee4\u603b\u89c8<\/a><br \/>\n&#8211; <a class=\"wp-editor-md-post-content-link\" href=\"#kh-init\">kh init \u2014 \u521d\u59cb\u5316\u914d\u7f6e<\/a><br \/>\n&#8211; <a class=\"wp-editor-md-post-content-link\" href=\"#kh-config\">kh config \u2014 \u5168\u5c40\u914d\u7f6e\u7ba1\u7406<\/a><br \/>\n&#8211; <a class=\"wp-editor-md-post-content-link\" href=\"#kh-run\">kh run \u2014 \u6267\u884c\u56de\u6d4b<\/a><br \/>\n&#8211; <a class=\"wp-editor-md-post-content-link\" href=\"#kh-data\">kh data \u2014 \u6570\u636e\u5e93\u7ba1\u7406<\/a><br \/>\n&#8211; <a class=\"wp-editor-md-post-content-link\" href=\"#kh-result\">kh result \u2014 \u56de\u6d4b\u7ed3\u679c\u7ba1\u7406<\/a><br \/>\n&#8211; <a class=\"wp-editor-md-post-content-link\" href=\"#kh-strategy\">kh strategy \u2014 \u7b56\u7565\u7ba1\u7406<\/a><br \/>\n&#8211; <a class=\"wp-editor-md-post-content-link\" href=\"#kh-tool\">kh tool \u2014 \u5c0f\u5de5\u5177<\/a><br \/>\n&#8211; <a class=\"wp-editor-md-post-content-link\" href=\"#kh-doctor\">kh doctor \u2014 \u73af\u5883\u8bca\u65ad<\/a><br \/>\n&#8211; <a class=\"wp-editor-md-post-content-link\" href=\"#kh-version\">kh version \u2014 \u7248\u672c\u4fe1\u606f<\/a><br \/>\n&#8211; <a class=\"wp-editor-md-post-content-link\" href=\"#kh-gui\">kh gui \u2014 \u542f\u52a8\u56fe\u5f62\u754c\u9762<\/a><\/p>\n<p><strong>\u7b2c\u4e09\u90e8\u5206 \u00b7 \u9644\u5f55<\/strong><br \/>\n&#8211; <a class=\"wp-editor-md-post-content-link\" href=\"#\u914d\u7f6e\u9879\u4e00\u89c8\">\u914d\u7f6e\u9879\u4e00\u89c8<\/a><br \/>\n&#8211; <a class=\"wp-editor-md-post-content-link\" href=\"#\u9884\u8bbe\u80a1\u7968\u6c60\">\u9884\u8bbe\u80a1\u7968\u6c60<\/a><br \/>\n&#8211; <a class=\"wp-editor-md-post-content-link\" href=\"#\u6570\u636e\u6e90\u5bf9\u6bd4\">\u6570\u636e\u6e90\u5bf9\u6bd4<\/a><br \/>\n&#8211; <a class=\"wp-editor-md-post-content-link\" href=\"#kh-\u914d\u7f6e\u6587\u4ef6\u683c\u5f0f\">.kh \u914d\u7f6e\u6587\u4ef6\u683c\u5f0f<\/a><br \/>\n&#8211; <a class=\"wp-editor-md-post-content-link\" href=\"#\u80a1\u7968\u4ee3\u7801\u683c\u5f0f\">\u80a1\u7968\u4ee3\u7801\u683c\u5f0f<\/a><br \/>\n&#8211; <a class=\"wp-editor-md-post-content-link\" href=\"#\u5e38\u89c1\u95ee\u9898\">\u5e38\u89c1\u95ee\u9898<\/a><\/p>\n<hr \/>\n<h1>\u7b2c\u4e00\u90e8\u5206 \u00b7 \u5feb\u901f\u5165\u95e8<\/h1>\n<hr \/>\n<p><a id=\"\u4ec0\u4e48\u662f-khquant-cli\"><\/a><\/p>\n<h2>\u4ec0\u4e48\u662f KhQuant CLI<\/h2>\n<p>KhQuant CLI \u662f\u770b\u6d77\u91cf\u5316\u56de\u6d4b\u5e73\u53f0\u7684\u547d\u4ee4\u884c\u5de5\u5177\uff0c\u8ba9\u4f60\u65e0\u9700\u6253\u5f00 GUI \u5373\u53ef\u5b8c\u6210\u4ee5\u4e0b\u6240\u6709\u64cd\u4f5c\uff1a<\/p>\n<ul>\n<li><strong>\u521d\u59cb\u5316\u914d\u7f6e<\/strong> \u2014 \u4e00\u6b21\u4ea4\u4e92\u5f0f\u5411\u5bfc\u641e\u5b9a\u6570\u636e\u6e90\u3001\u8def\u5f84\u3001Token \u7b49\u57fa\u672c\u8bbe\u7f6e<\/li>\n<li><strong>\u4e0b\u8f7d\u6570\u636e<\/strong> \u2014 \u4ece xtdata \/ BaoStock \/ Tushare \u6279\u91cf\u4e0b\u8f7d K \u7ebf\u548c Tick \u6570\u636e\u5230\u672c\u5730 DuckDB<\/li>\n<li><strong>\u8fd0\u884c\u56de\u6d4b<\/strong> \u2014 \u6307\u5b9a <code>.kh<\/code> \u914d\u7f6e\u6587\u4ef6\u4e00\u952e\u56de\u6d4b\uff0c\u652f\u6301\u53c2\u6570\u8986\u76d6<\/li>\n<li><strong>\u67e5\u770b\u7ed3\u679c<\/strong> \u2014 \u5217\u51fa\u5386\u53f2\u56de\u6d4b\u3001\u67e5\u770b\u6458\u8981\u3001\u5bf9\u6bd4\u591a\u6b21\u56de\u6d4b\u3001\u751f\u6210\u4ea4\u4e92\u5f0f HTML \u62a5\u544a<\/li>\n<li><strong>\u7ba1\u7406\u7b56\u7565<\/strong> \u2014 \u5217\u51fa\u3001\u521b\u5efa\u3001\u6821\u9a8c\u3001\u5206\u6790\u7b56\u7565\u6587\u4ef6<\/li>\n<li><strong>\u5b9e\u7528\u5de5\u5177<\/strong> \u2014 \u4ea4\u6613\u65e5\u67e5\u8be2\u3001\u9884\u8bbe\u80a1\u7968\u6c60\u67e5\u770b<\/li>\n<li><strong>\u73af\u5883\u8bca\u65ad<\/strong> \u2014 \u4e00\u952e\u68c0\u67e5 Python \u7248\u672c\u3001\u4f9d\u8d56\u3001\u6570\u636e\u6e90\u3001\u914d\u7f6e\u72b6\u6001<\/li>\n<\/ul>\n<p>\u5165\u53e3\u6587\u4ef6\u4e3a\u9879\u76ee\u6839\u76ee\u5f55\u4e0b\u7684 <code>kh.py<\/code>\uff0c\u914d\u5957\u6709 <code>kh.bat<\/code>\uff08Windows \u5feb\u6377\u65b9\u5f0f\uff09\u3002<\/p>\n<hr \/>\n<p><a id=\"\u8fd0\u884c\u65b9\u5f0f\"><\/a><\/p>\n<h2>\u8fd0\u884c\u65b9\u5f0f<\/h2>\n<h3>\u5b89\u88c5\u5305\u7528\u6237<\/h3>\n<p>\u5982\u679c\u4f60\u5df2\u5b89\u88c5\u4e86<strong>\u770b\u6d77\u91cf\u5316\u56de\u6d4b\u5e73\u53f0\u5b89\u88c5\u5305<\/strong>\uff0c\u5b89\u88c5\u7a0b\u5e8f\u4f1a\u81ea\u52a8\u914d\u7f6e\u7cfb\u7edf PATH\uff0c\u53ef\u4ee5\u5728<strong>\u4efb\u610f\u8def\u5f84<\/strong>\u76f4\u63a5\u4f7f\u7528\uff1a<\/p>\n<pre><code class=\"language-bash line-numbers\">kh &lt;command&gt; [options]\n<\/code><\/pre>\n<h3>\u6e90\u7801\u7528\u6237<\/h3>\n<p>\u5982\u679c\u4f60\u4f7f\u7528\u7684\u662f\u6e90\u7801\u8fd0\u884c\uff0c\u5148\u5207\u5230\u6e90\u7801\u6839\u76ee\u5f55\uff08\u4e0e <code>kh.py<\/code>\u3001<code>kh.bat<\/code> \u540c\u7ea7\uff09\uff1a<\/p>\n<pre><code class=\"language-bash line-numbers\">cd i:\\qmt5\\code\n<\/code><\/pre>\n<p>\u63a8\u8350\u5148\u6267\u884c\u4e00\u6b21\u914d\u7f6e\u811a\u672c\uff08\u6700\u7b80\u3001\u6700\u7a33\uff09\uff1a<\/p>\n<pre><code class=\"language-powershell line-numbers\">powershell -NoProfile -ExecutionPolicy Bypass -File .\\setup_kh_profile.ps1\n<\/code><\/pre>\n<p>\u6267\u884c\u540e\u5373\u53ef\u76f4\u63a5\u4f7f\u7528 <code>kh<\/code> \u547d\u4ee4\u3002<br \/>\n\u5982\u679c\u4ecd\u63d0\u793a\u627e\u4e0d\u5230 <code>kh<\/code>\uff0c\u53ef\u4f7f\u7528\uff1a<\/p>\n<ul>\n<li>\u4e34\u65f6\u65b9\u5f0f\uff08\u5f53\u524d\u76ee\u5f55\u7acb\u5373\u53ef\u7528\uff09\uff1a<code>.\\kh &lt;command&gt; [options]<\/code><\/li>\n<li>\u515c\u5e95\u65b9\u5f0f\uff08\u4e0d\u4f9d\u8d56 bat\uff09\uff1a<code>python kh.py &lt;command&gt; [options]<\/code><\/li>\n<\/ul>\n<blockquote><p>\n  <strong>\u6ce8\u610f\uff08PowerShell\uff09<\/strong>\uff1a\u82e5\u53ea\u60f3\u4e34\u65f6\u8fd0\u884c\uff0c\u53ef\u76f4\u63a5\u7528 <code>.\\kh<\/code>\uff0c\u4f8b\u5982 <code>.\\kh init<\/code>\u3002<br \/>\n  <strong>\u6ce8\u610f\uff08\u901a\u7528\uff09<\/strong>\uff1a\u672c\u6587\u6863\u7edf\u4e00\u4f7f\u7528 <code>kh<\/code> \u683c\u5f0f\uff1b\u6e90\u7801\u7528\u6237\u53ef\u7528 <code>python kh.py<\/code> \u7b49\u4ef7\u66ff\u4ee3\u3002\n<\/p><\/blockquote>\n<p><a id=\"5-\u5206\u949f\u4e0a\u624b\u6d41\u7a0b\"><\/a><\/p>\n<h2>5 \u5206\u949f\u4e0a\u624b\u6d41\u7a0b<\/h2>\n<p>\u4ee5\u4e0b\u662f\u4e00\u4e2a\u4ece\u96f6\u5f00\u59cb\u7684\u5b8c\u6574\u6d41\u7a0b\uff0c\u5e2e\u4f60\u5feb\u901f\u4f53\u9a8c CLI \u7684\u6838\u5fc3\u529f\u80fd\u3002<\/p>\n<h3>\u7b2c 1 \u6b65\uff1a\u73af\u5883\u68c0\u67e5<\/h3>\n<p>\u5148\u786e\u8ba4\u8fd0\u884c\u73af\u5883\u662f\u5426\u6b63\u5e38\uff1a<\/p>\n<pre><code class=\"language-bash line-numbers\">kh doctor\n<\/code><\/pre>\n<p>\u8fd0\u884c\u7ed3\u679c\uff1a<\/p>\n<pre><code class=\"line-numbers\">  \u770b\u6d77\u91cf\u5316\u56de\u6d4b\u5e73\u53f0 v3.2.12 \u73af\u5883\u8bca\u65ad\n  \u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\n  OK Python 3.11.9\n  OK PyQt5\n  OK numpy 2.2.6\n  OK pandas 2.3.1\n  OK duckdb 1.4.3\n  OK matplotlib 3.10.0\n  OK Pillow 11.3.0\n  OK holidays 0.69\n  OK requests 2.32.4\n  OK psutil 6.1.1\n  OK xtquant (\u53ef\u9009)\n  OK baostock (\u53ef\u9009)\n  OK schedule (\u53ef\u9009)\n  \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\n  OK DuckDB \u6570\u636e\u76ee\u5f55: D:\\khData (5800 \u53ea)\n  OK Tushare Token \u5df2\u914d\u7f6e\n  OK BaoStock \u5df2\u542f\u7528\n  OK \u7b56\u7565\u76ee\u5f55: D:\\CLIstrategies (12 \u4e2a\u7b56\u7565)\n  OK \u56de\u6d4b\u5386\u53f2: 1979 \u6b21\n  \u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\n  \u603b\u8ba1: 17 \u901a\u8fc7, 0 \u8b66\u544a\n<\/code><\/pre>\n<p>\u5168\u90e8 <code>OK<\/code> \u5373\u53ef\u7ee7\u7eed\u3002\u5982\u679c\u6709 <code>ERR<\/code> \u6216 <code>WARN<\/code>\uff0c\u6309\u63d0\u793a\u5b89\u88c5\u7f3a\u5931\u4f9d\u8d56\u3002<\/p>\n<h3>\u7b2c 2 \u6b65\uff1a\u9996\u6b21\u521d\u59cb\u5316<\/h3>\n<p>\u8fd0\u884c\u4ea4\u4e92\u5f0f\u521d\u59cb\u5316\u5411\u5bfc\uff0c\u914d\u7f6e\u6570\u636e\u6e90\u548c\u57fa\u672c\u53c2\u6570\uff1a<\/p>\n<pre><code class=\"language-bash line-numbers\">kh init\n<\/code><\/pre>\n<p>\u8fd0\u884c\u7ed3\u679c\uff08\u4ea4\u4e92\u5f0f\uff0c\u6309\u63d0\u793a\u8f93\u5165\uff09\uff1a<\/p>\n<pre><code class=\"line-numbers\">  \u2554\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2557\n  \u2551   \u770b\u6d77\u91cf\u5316\u56de\u6d4b\u5e73\u53f0 CLI \u521d\u59cb\u5316\u5411\u5bfc          \u2551\n  \u255a\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u255d\n\n  \u2500\u2500 \u6b65\u9aa4 1\/5: \u56de\u6d4b\u6570\u636e\u6e90 \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\n\n  \u8bf7\u9009\u62e9\u56de\u6d4b\u6570\u636e\u6e90:\n    [1] DuckDB \u672c\u5730\u6570\u636e\u5e93 (\u63a8\u8350\uff0c\u79bb\u7ebf\u5feb\u901f)\n    [2] miniQMT (\u9700 QMT \u5ba2\u6237\u7aef\u8fd0\u884c)\n  &gt; 1\n\n  \u2500\u2500 \u6b65\u9aa4 2\/5: \u6570\u636e\u8def\u5f84 \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\n\n  \u8bf7\u8f93\u5165 DuckDB \u6570\u636e\u6839\u76ee\u5f55 (\u5305\u542b SH\/SZ\/BJ \u5b50\u76ee\u5f55):\n  &gt; D:\\khData\n  OK \u76ee\u5f55\u6709\u6548\uff0c\u53d1\u73b0 5800 \u53ea\u80a1\u7968\u6570\u636e\n\n  \u2500\u2500 \u6b65\u9aa4 3\/5: \u7b56\u7565\u76ee\u5f55 \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\n\n  \u8bf7\u8bbe\u7f6e\u7b56\u7565\u6587\u4ef6\u5b58\u653e\u76ee\u5f55:\n  WARN \u5efa\u8bae\u4f7f\u7528\u72ec\u7acb\u76ee\u5f55\uff0c\u4e0d\u8981\u653e\u5728\u7a0b\u5e8f\u5b89\u88c5\u76ee\u5f55\u6216\u6e90\u7801\u76ee\u5f55\u4e0b\n  &gt; \u793a\u4f8b: D:\\CLIstrategies\n\n  &gt; D:\\CLIstrategies\n  OK \u5df2\u590d\u5236 20 \u4e2a\u5185\u7f6e\u793a\u4f8b\u5230\u7b56\u7565\u76ee\u5f55\n  &gt; \u7b56\u7565 12 \u4e2a, \u914d\u7f6e 8 \u4e2a \u2192 D:\\CLIstrategies\n\n  \u2500\u2500 \u6b65\u9aa4 4\/5: \u6570\u636e\u6e90\u914d\u7f6e (\u53ef\u9009) \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\n\n  \u662f\u5426\u914d\u7f6e Tushare? (\u7528\u4e8e\u4ece Tushare \u4e0b\u8f7d\u6570\u636e) [y\/N] n\n  \u662f\u5426\u542f\u7528 BaoStock? (\u514d\u8d39\u6570\u636e\u6e90\uff0c\u65e0\u9700 Token) [Y\/n] y\n  OK BaoStock \u53ef\u7528\n\n  \u2500\u2500 \u6b65\u9aa4 5\/5: \u5176\u4ed6\u53c2\u6570 \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\n\n  \u65e0\u98ce\u9669\u5229\u7387 (\u9ed8\u8ba4 0.03): 0.03\n\n  ==============================================\n  OK \u914d\u7f6e\u5df2\u4fdd\u5b58\u5230 C:\\Users\\KH\\.khquant\\settings.json\n\n  \u914d\u7f6e\u6458\u8981:\n  &gt; \u56de\u6d4b\u6570\u636e\u6e90:  DuckDB\n  &gt; \u6570\u636e\u76ee\u5f55:    D:\\khData\n  &gt; \u7b56\u7565\u76ee\u5f55:    D:\\CLIstrategies\n  &gt; Tushare:     \u672a\u914d\u7f6e\n  &gt; BaoStock:    \u5df2\u542f\u7528\n\n  \u73b0\u5728\u53ef\u4ee5\u4f7f\u7528 kh \u547d\u4ee4\u4e86\u3002\u8bd5\u8bd5:\n    kh data stats        \u67e5\u770b\u6570\u636e\u5e93\u6982\u51b5\n    kh strategy list     \u67e5\u770b\u53ef\u7528\u7b56\u7565\n    kh run &lt;config.kh&gt;   \u8fd0\u884c\u56de\u6d4b\n  ==============================================\n<\/code><\/pre>\n<h3>\u7b2c 3 \u6b65\uff1a\u4e0b\u8f7d\u6570\u636e<\/h3>\n<p>\u4ee5\u514d\u8d39\u7684 BaoStock \u4e3a\u4f8b\uff0c\u4e0b\u8f7d\u5e73\u5b89\u94f6\u884c\uff08000001.SZ\uff09\u7684\u65e5\u7ebf\u6570\u636e\uff08\u9ed8\u8ba4\u4ece 2020-01-01 \u81f3\u4eca\uff09\uff1a<\/p>\n<pre><code class=\"language-bash line-numbers\">kh data download --source baostock --stocks 000001.SZ --period 1d\n<\/code><\/pre>\n<p>\u8fd0\u884c\u7ed3\u679c\uff1a<\/p>\n<pre><code class=\"line-numbers\">  &gt; \u6570\u636e\u6e90: baostock | \u80a1\u7968: 1 \u53ea | \u5468\u671f: 1d\n  &gt; \u590d\u6743: front | \u8986\u5199: \u5426\n\n  [\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588] 100.0%  1\/1  000001.SZ\n  OK \u4e0b\u8f7d\u5b8c\u6210: \u6210\u529f 1\/1\n<\/code><\/pre>\n<p>\u4e0b\u8f7d\u5b8c\u6210\u540e\u67e5\u770b\u8be5\u80a1\u7968\u7684\u6570\u636e\u8be6\u60c5\uff1a<\/p>\n<pre><code class=\"language-bash line-numbers\">kh data info 000001.SZ\n<\/code><\/pre>\n<p>\u8fd0\u884c\u7ed3\u679c\uff1a<\/p>\n<pre><code class=\"line-numbers\">  &gt; \u80a1\u7968: 000001.SZ\n  &gt; \u6587\u4ef6: D:\\khData\\SZ\\000001.db (2.5 MB)\n  \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\n  \u5468\u671f  \u8bb0\u5f55\u6570  \u5f00\u59cb\u65e5\u671f             \u7ed3\u675f\u65e5\u671f\n  \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\n  1d    1520  2020-01-02 00:00:00  2026-04-14 00:00:00\n  1m    0     -                    -\n  5m    0     -                    -\n  tick  0     -                    -\n  \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\n<\/code><\/pre>\n<h3>\u7b2c 4 \u6b65\uff1a\u8fd0\u884c\u56de\u6d4b<\/h3>\n<p><code>kh init<\/code> \u5df2\u5c06\u5185\u7f6e\u793a\u4f8b\u7b56\u7565\u590d\u5236\u5230\u7b56\u7565\u76ee\u5f55\u4e2d\uff0c\u53ef\u4ee5\u76f4\u63a5\u8fd0\u884c\u3002\u4ee5\u53cc\u5747\u7ebf\u7b56\u7565\u4e3a\u4f8b\uff1a<\/p>\n<pre><code class=\"language-bash line-numbers\">kh run D:\\CLIstrategies\\\u30101-MA\u7b56\u7565\u6848\u4f8b\u3011\u53cc\u5747\u7ebf\u7cbe\u7b80_\u4f7f\u7528khMA\u51fd\u6570.kh --report\n<\/code><\/pre>\n<p>\u8fd0\u884c\u7ed3\u679c\uff08\u793a\u610f\uff09\uff1a<\/p>\n<pre><code class=\"line-numbers\">  &gt; \u7b56\u7565: \u30101-MA\u7b56\u7565\u6848\u4f8b\u3011\u53cc\u5747\u7ebf\u7cbe\u7b80_\u4f7f\u7528khMA\u51fd\u6570.py\n  &gt; \u533a\u95f4: 20250101 ~ 20250703\n  &gt; \u8d44\u91d1: 1,000,000 | \u80a1\u7968: 1 \u53ea\n\n  \u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\n  \u56de\u6d4b\u7ed3\u679c\n  \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\n  \u4ea4\u6613\u5929\u6570:    118 \u5929\n  \u521d\u59cb\u8d44\u91d1:    1,000,000.00\n  \u6700\u7ec8\u8d44\u91d1:    1,015,230.00\n  \u603b\u6536\u76ca\u7387:    +1.52%\n  \u5e74\u5316\u6536\u76ca\u7387:  +3.12%\n  \u6700\u5927\u56de\u64a4:    3.15%\n  \u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\n  \u2714 HTML \u62a5\u544a\u5df2\u751f\u6210\u5e76\u5728\u6d4f\u89c8\u5668\u4e2d\u6253\u5f00\n<\/code><\/pre>\n<blockquote><p>\n  \u7531\u4e8e <code>--report<\/code> \u53c2\u6570\uff0c\u56de\u6d4b\u5b8c\u6210\u540e\u4f1a\u81ea\u52a8\u751f\u6210\u4ea4\u4e92\u5f0f HTML \u62a5\u544a\u5e76\u6253\u5f00\u6d4f\u89c8\u5668\u3002<br \/>\n  \u4e3a\u907f\u514d\u8f93\u51fa\u76f4\u63a5\u6784\u6210\u6295\u8d44\u5efa\u8bae\uff0c\u5f53\u524d\u4ee3\u7801\u4e2d\u52a0\u5165\u4e86\u968f\u673a\u56e0\u5b50\u5904\u7406\uff0c\u56e0\u6b64\u540c\u4e00\u7b56\u7565\u4e0e\u53c2\u6570\u5728\u4e0d\u540c\u6b21\u8fd0\u884c\u4e2d\uff0c\u7ed3\u679c\u53ef\u80fd\u51fa\u73b0\u5c0f\u5e45\u5dee\u5f02\u3002<br \/>\n  \u5728\u5b9e\u9645\u7b56\u7565\u7814\u7a76\u3001\u53c2\u6570\u5bf9\u6bd4\u6216\u590d\u73b0\u5b9e\u9a8c\u65f6\uff0c\u5efa\u8bae\u53bb\u6389\u6216\u56fa\u5b9a\u968f\u673a\u6027\u76f8\u5173\u4ee3\u7801\uff1b\u5b9e\u9645\u6536\u76ca\u6570\u636e\u4ee5\u5f53\u6b21\u8fd0\u884c\u7ed3\u679c\u4e3a\u51c6\u3002\n<\/p><\/blockquote>\n<h3>\u7b2c 5 \u6b65\uff1a\u67e5\u770b\u7ed3\u679c<\/h3>\n<p>\u5982\u679c\u4f60\u60f3\u56de\u770b\u53ef\u89c6\u5316\u7684\u56de\u6d4b\u7ed3\u679c\uff08\u51c0\u503c\u66f2\u7ebf\u3001\u56de\u64a4\u3001\u6708\u5ea6\u70ed\u529b\u56fe\u3001\u4ea4\u6613\u660e\u7ec6\u7b49\uff09\uff0c\u53ef\u4ee5\u6267\u884c\u8fd9\u4e00\u6b65\u3002<\/p>\n<pre><code class=\"language-bash line-numbers\">kh result show\n<\/code><\/pre>\n<p>\u663e\u793a\u6700\u8fd1\u4e00\u6b21\u56de\u6d4b\u7684\u7ee9\u6548\u6458\u8981\u3002\u751f\u6210\u4ea4\u4e92\u5f0f HTML \u62a5\u544a\u5e76\u81ea\u52a8\u6253\u5f00\u6d4f\u89c8\u5668\uff1a<\/p>\n<pre><code class=\"language-bash line-numbers\">kh result report\n<\/code><\/pre>\n<p>\u6d4f\u89c8\u5668\u5c06\u81ea\u52a8\u6253\u5f00\u62a5\u544a\u9875\u9762\uff0c\u5305\u542b\u51c0\u503c\u66f2\u7ebf\u3001\u56de\u64a4\u56fe\u3001\u6708\u5ea6\u70ed\u529b\u56fe\u3001\u4ea4\u6613\u660e\u7ec6\u7b49\u56fe\u8868\u3002<\/p>\n<hr \/>\n<h1>\u7b2c\u4e8c\u90e8\u5206 \u00b7 \u547d\u4ee4\u8be6\u89e3<\/h1>\n<hr \/>\n<p><a id=\"\u547d\u4ee4\u603b\u89c8\"><\/a><\/p>\n<h2>\u547d\u4ee4\u603b\u89c8<\/h2>\n<pre><code class=\"line-numbers\">kh &lt;command&gt; [options]\n\n\u547d\u4ee4:\n  init                \u9996\u6b21\u4f7f\u7528\u5f15\u5bfc\u914d\u7f6e\n  config              \u67e5\u770b\/\u4fee\u6539\u5168\u5c40\u914d\u7f6e\n  run                 \u6267\u884c\u56de\u6d4b\n  data                \u6570\u636e\u5e93\u7ba1\u7406\uff089 \u4e2a\u5b50\u547d\u4ee4\uff09\n  result              \u56de\u6d4b\u7ed3\u679c\u7ba1\u7406\uff085 \u4e2a\u5b50\u547d\u4ee4\uff09\n  strategy            \u7b56\u7565\u7ba1\u7406\uff084 \u4e2a\u5b50\u547d\u4ee4\uff09\n  tool                \u5c0f\u5de5\u5177\uff082 \u4e2a\u5b50\u547d\u4ee4\uff09\n  doctor              \u73af\u5883\u8bca\u65ad\n  version             \u7248\u672c\u4fe1\u606f\n  gui                 \u542f\u52a8 GUI \u754c\u9762\n<\/code><\/pre>\n<p><strong>\u521d\u59cb\u5316\u8981\u6c42\uff1a<\/strong> \u9664 <code>init<\/code>\u3001<code>version<\/code>\u3001<code>doctor<\/code>\u3001<code>gui<\/code> \u5916\uff0c\u5176\u4f59\u547d\u4ee4\u5747\u9700\u5148\u5b8c\u6210 <code>kh init<\/code> \u521d\u59cb\u5316\uff0c\u5426\u5219\u4f1a\u62a5\u9519\uff1a<\/p>\n<pre><code class=\"line-numbers\">ERR \u5c1a\u672a\u521d\u59cb\u5316\uff0c\u8bf7\u5148\u8fd0\u884c: kh init\n<\/code><\/pre>\n<p><strong>\u67e5\u770b\u5e2e\u52a9\uff1a<\/strong> \u6bcf\u4e2a\u547d\u4ee4\u90fd\u652f\u6301 <code>--help<\/code>\uff1a<\/p>\n<pre><code class=\"language-bash line-numbers\">kh --help\nkh data --help\nkh result --help\nkh strategy --help\n<\/code><\/pre>\n<hr \/>\n<p><a id=\"kh-init\"><\/a><\/p>\n<h2>kh init \u2014 \u521d\u59cb\u5316\u914d\u7f6e<\/h2>\n<p>\u4ea4\u4e92\u5f0f 5 \u6b65\u5f15\u5bfc\uff0c\u914d\u7f6e\u5e73\u53f0\u8fd0\u884c\u6240\u9700\u7684\u57fa\u672c\u53c2\u6570\u3002<\/p>\n<pre><code class=\"language-bash line-numbers\">kh init\n<\/code><\/pre>\n<h3>\u5f15\u5bfc\u6b65\u9aa4<\/h3>\n<table>\n<thead>\n<tr>\n<th>\u6b65\u9aa4<\/th>\n<th>\u5185\u5bb9<\/th>\n<th>\u8bf4\u660e<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>1\/5<\/td>\n<td>\u56de\u6d4b\u6570\u636e\u6e90<\/td>\n<td><code>[1]<\/code> DuckDB \u672c\u5730\u6570\u636e\u5e93\uff08\u63a8\u8350\uff09 \/ <code>[2]<\/code> miniQMT<\/td>\n<\/tr>\n<tr>\n<td>2\/5<\/td>\n<td>\u6570\u636e\u8def\u5f84<\/td>\n<td>DuckDB \u2192 \u6570\u636e\u6839\u76ee\u5f55\uff08\u542b SH\/SZ\/BJ \u5b50\u76ee\u5f55\uff09\uff1bminiQMT \u2192 userdata_mini \u8def\u5f84<\/td>\n<\/tr>\n<tr>\n<td>3\/5<\/td>\n<td>\u7b56\u7565\u76ee\u5f55<\/td>\n<td>\u8bbe\u7f6e\u7b56\u7565\u6587\u4ef6\u5b58\u653e\u76ee\u5f55\uff08\u5efa\u8bae\u72ec\u7acb\u76ee\u5f55\uff0c\u4e0d\u8981\u653e\u5728\u7a0b\u5e8f\u5b89\u88c5\u76ee\u5f55\u6216\u6e90\u7801\u76ee\u5f55\u4e0b\uff09<\/td>\n<\/tr>\n<tr>\n<td>4\/5<\/td>\n<td>\u6570\u636e\u6e90\u914d\u7f6e<\/td>\n<td>\u53ef\u9009\u914d\u7f6e Tushare Token\uff08\u81ea\u52a8 base64 \u52a0\u5bc6\u5b58\u50a8\uff09\u548c BaoStock<\/td>\n<\/tr>\n<tr>\n<td>5\/5<\/td>\n<td>\u5176\u4ed6\u53c2\u6570<\/td>\n<td>\u65e0\u98ce\u9669\u5229\u7387\uff08\u9ed8\u8ba4 0.03\uff09<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>\u884c\u4e3a\u7ec6\u8282<\/h3>\n<ul>\n<li>\u9009\u62e9 DuckDB \u65f6\uff0c\u5411\u5bfc\u4f1a\u81ea\u52a8\u626b\u63cf\u76ee\u5f55\u4e0b\u7684 <code>.db<\/code> \u6587\u4ef6\u6570\u91cf\u5e76\u62a5\u544a<\/li>\n<li>\u7b56\u7565\u76ee\u5f55\u8bbe\u7f6e\u5b8c\u6210\u540e\uff0c\u4f1a\u81ea\u52a8\u5c06 <code>strategies\/<\/code> \u4e0b\u7684\u5185\u7f6e\u793a\u4f8b\uff08<code>.py<\/code> + <code>.kh<\/code>\uff09\u590d\u5236\u5230\u76ee\u6807\u76ee\u5f55\uff08\u5df2\u6709\u540c\u540d\u6587\u4ef6\u4e0d\u8986\u76d6\uff09\uff0c\u5e76\u63d0\u793a\u590d\u5236\u6570\u91cf<\/li>\n<li>\u5982\u679c\u7b56\u7565\u76ee\u5f55\u6307\u5411\u4e86\u7a0b\u5e8f\u5b89\u88c5\u76ee\u5f55\u6216\u6e90\u7801\u76ee\u5f55\uff0c\u4f1a\u53d1\u51fa\u8b66\u544a\u5e76\u4e8c\u6b21\u786e\u8ba4<\/li>\n<li>\u8f93\u5165 Tushare Token \u540e\u4f1a\u5c1d\u8bd5\u5728\u7ebf\u9a8c\u8bc1\u8fde\u63a5<\/li>\n<li>\u9009\u62e9 BaoStock \u65f6\u4f1a\u68c0\u6d4b <code>baostock<\/code> \u5e93\u662f\u5426\u5df2\u5b89\u88c5<\/li>\n<li>\u6240\u6709\u6b65\u9aa4\u5747\u53ef\u76f4\u63a5\u6309\u56de\u8f66\u4f7f\u7528\u9ed8\u8ba4\u503c<\/li>\n<li>\u6309 <code>Ctrl+C<\/code> \u968f\u65f6\u53d6\u6d88<\/li>\n<li>\u914d\u7f6e\u4fdd\u5b58\u5230 <code>~\/.khquant\/settings.json<\/code>\uff08\u5373 <code>C:\\Users\\&lt;\u7528\u6237\u540d&gt;\\.khquant\\settings.json<\/code>\uff09<\/li>\n<\/ul>\n<h3>\u91cd\u65b0\u521d\u59cb\u5316<\/h3>\n<p>\u76f4\u63a5\u518d\u6b21\u8fd0\u884c <code>kh init<\/code> \u5373\u53ef\u8986\u76d6\u4e4b\u524d\u7684\u914d\u7f6e\u3002<\/p>\n<hr \/>\n<p><a id=\"kh-config\"><\/a><\/p>\n<h2>kh config \u2014 \u5168\u5c40\u914d\u7f6e\u7ba1\u7406<\/h2>\n<p>\u7ba1\u7406 <code>~\/.khquant\/settings.json<\/code> \u4e2d\u7684\u5168\u5c40\u914d\u7f6e\u9879\u3002\u6709 3 \u4e2a\u5b50\u547d\u4ee4\uff1a<code>show<\/code>\u3001<code>set<\/code>\u3001<code>reset<\/code>\u3002<\/p>\n<h3>kh config show \u2014 \u67e5\u770b\u5f53\u524d\u914d\u7f6e<\/h3>\n<pre><code class=\"language-bash line-numbers\">kh config show\n<\/code><\/pre>\n<p>\u8f93\u51fa\u793a\u4f8b\uff1a<\/p>\n<pre><code class=\"line-numbers\">  &gt; \u56de\u6d4b\u6570\u636e\u6e90          : duckdb\n  &gt; DuckDB \u8def\u5f84         : D:\\khData\n  &gt; \u7b56\u7565\u76ee\u5f55            : D:\\CLIstrategies\n  &gt; miniQMT \u6570\u636e\u8def\u5f84    : \u672a\u914d\u7f6e\n  &gt; miniQMT \u5ba2\u6237\u7aef\u8def\u5f84  : \u672a\u914d\u7f6e\n  &gt; Tushare Token       : \u5df2\u914d\u7f6e (token: abc1****xyz9)\n  &gt; Tushare API URL     : https:\/\/api.tushare.pro\n  &gt; Tushare \u4ee3\u7406        : false\n  &gt; Tushare \u4ee3\u7406\u5730\u5740    : \u672a\u914d\u7f6e\n  &gt; BaoStock            : true\n  &gt; \u65e0\u98ce\u9669\u5229\u7387          : 0.03\n  &gt; \u6210\u4ea4\u91cf\u9650\u5236          : false\n  &gt; \u53c2\u4e0e\u7387              : 0.1\n  &gt; \u5141\u8bb8\u90e8\u5206\u6210\u4ea4        : true\n  &gt; \u81ea\u52a8\u751f\u6210\u62a5\u544a        : false\n\n  &gt; \u914d\u7f6e\u6587\u4ef6: C:\\Users\\KH\\.khquant\\settings.json\n<\/code><\/pre>\n<ul>\n<li>\u73b0\u5728\u4f1a\u5b8c\u6574\u663e\u793a\u6240\u6709\u914d\u7f6e\u9879\uff08\u6309\u9ed8\u8ba4\u914d\u7f6e\u987a\u5e8f\uff09\uff0c\u4e0d\u4f1a\u53ea\u663e\u793a\u90e8\u5206\u5b57\u6bb5<\/li>\n<li>Tushare Token \u4ee5\u8131\u654f\u5f62\u5f0f\u663e\u793a\uff08\u9996\u5c3e\u5404 4 \u4f4d\uff0c\u4e2d\u95f4\u7528 <code>****<\/code> \u66ff\u4ee3\uff09<\/li>\n<li>\u672a\u914d\u7f6e\u7684\u9879\u4f1a\u663e\u793a\u4e3a <code>\u672a\u914d\u7f6e<\/code><\/li>\n<\/ul>\n<h3>kh config set \u2014 \u4fee\u6539\u914d\u7f6e\u9879<\/h3>\n<pre><code class=\"language-bash line-numbers\">kh config set &lt;key&gt; &lt;value&gt;\n<\/code><\/pre>\n<p><strong>\u793a\u4f8b\uff1a<\/strong><\/p>\n<pre><code class=\"language-bash line-numbers\"># \u5207\u6362\u6570\u636e\u6e90\u4e3a DuckDB\nkh config set backtest_data_source duckdb\n\n# \u8bbe\u7f6e DuckDB \u6570\u636e\u8def\u5f84\nkh config set duckdb_data_path D:\\khData\n\n# \u8bbe\u7f6e\u7b56\u7565\u76ee\u5f55\nkh config set strategy_dir D:\\CLIstrategies\n\n# \u8bbe\u7f6e Tushare Token\uff08\u81ea\u52a8 base64 \u7f16\u7801\u5b58\u50a8\uff0c\u539f\u6587\u8f93\u5165\u5373\u53ef\uff09\nkh config set tushare_token your_token_here\n\n# \u542f\u7528 BaoStock\nkh config set baostock_enabled true\n\n# \u8bbe\u7f6e\u65e0\u98ce\u9669\u5229\u7387\u4e3a 2.5%\nkh config set risk_free_rate 0.025\n\n# \u542f\u7528\u6210\u4ea4\u91cf\u9650\u5236\nkh config set volume_limit_enabled true\n\n# \u8bbe\u7f6e\u53c2\u4e0e\u7387\u4e3a 20%\nkh config set participation_rate 0.2\n\n# \u542f\u7528\u56de\u6d4b\u540e\u81ea\u52a8\u751f\u6210 HTML \u62a5\u544a\nkh config set auto_report true\n<\/code><\/pre>\n<p><strong>\u503c\u57df\u6821\u9a8c\uff1a<\/strong> \u4ee5\u4e0b\u914d\u7f6e\u9879\u6709\u8303\u56f4\u9650\u5236\uff0c\u8d85\u51fa\u8303\u56f4\u4f1a\u88ab\u62d2\u7edd\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th>\u914d\u7f6e\u9879<\/th>\n<th>\u7c7b\u578b<\/th>\n<th>\u6709\u6548\u8303\u56f4<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><code>risk_free_rate<\/code><\/td>\n<td>float<\/td>\n<td>0.0 ~ 1.0<\/td>\n<\/tr>\n<tr>\n<td><code>participation_rate<\/code><\/td>\n<td>float<\/td>\n<td>0.0 ~ 1.0<\/td>\n<\/tr>\n<tr>\n<td><code>backtest_data_source<\/code><\/td>\n<td>string<\/td>\n<td><code>duckdb<\/code> \u6216 <code>miniqmt<\/code><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><strong>\u5e03\u5c14\u7c7b\u578b\u914d\u7f6e\u9879<\/strong> \u63a5\u53d7 <code>true\/false\/1\/0\/yes\/no<\/code>\uff08\u5927\u5c0f\u5199\u4e0d\u654f\u611f\uff09\u3002<\/p>\n<p><strong>\u9519\u8bef\u5904\u7406\uff1a<\/strong> \u8f93\u5165\u672a\u77e5\u914d\u7f6e\u9879\u540d\u79f0\u65f6\uff0c\u4f1a\u5217\u51fa\u6240\u6709\u53ef\u7528\u914d\u7f6e\u9879\u3002<\/p>\n<h3>kh config reset \u2014 \u91cd\u7f6e\u4e3a\u9ed8\u8ba4\u914d\u7f6e<\/h3>\n<pre><code class=\"language-bash line-numbers\">kh config reset\n<\/code><\/pre>\n<p>\u9700\u8981\u4ea4\u4e92\u786e\u8ba4\uff0c\u8f93\u5165 <code>y<\/code> \u540e\u6240\u6709\u914d\u7f6e\u9879\u6062\u590d\u4e3a\u9ed8\u8ba4\u503c\u3002<\/p>\n<hr \/>\n<p><a id=\"kh-run\"><\/a><\/p>\n<h2>kh run \u2014 \u6267\u884c\u56de\u6d4b<\/h2>\n<pre><code class=\"language-bash line-numbers\">kh run &lt;config.kh&gt; [options]\n<\/code><\/pre>\n<h3>\u53c2\u6570<\/h3>\n<table>\n<thead>\n<tr>\n<th>\u53c2\u6570<\/th>\n<th>\u7b80\u5199<\/th>\n<th>\u8bf4\u660e<\/th>\n<th>\u9ed8\u8ba4<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><code>config<\/code><\/td>\n<td>\u2014<\/td>\n<td><code>.kh<\/code> \u914d\u7f6e\u6587\u4ef6\u8def\u5f84\uff08<strong>\u5fc5\u9700<\/strong>\uff09<\/td>\n<td>\u2014<\/td>\n<\/tr>\n<tr>\n<td><code>--strategy<\/code><\/td>\n<td><code>-s<\/code><\/td>\n<td>\u7b56\u7565 .py \u8def\u5f84\uff08\u8986\u76d6\u914d\u7f6e\u6587\u4ef6\u4e2d\u7684\u503c\uff09<\/td>\n<td>\u914d\u7f6e\u6587\u4ef6\u4e2d\u7684\u503c<\/td>\n<\/tr>\n<tr>\n<td><code>--start<\/code><\/td>\n<td>\u2014<\/td>\n<td>\u5f00\u59cb\u65e5\u671f YYYYMMDD<\/td>\n<td>\u914d\u7f6e\u6587\u4ef6\u4e2d\u7684\u503c<\/td>\n<\/tr>\n<tr>\n<td><code>--end<\/code><\/td>\n<td>\u2014<\/td>\n<td>\u7ed3\u675f\u65e5\u671f YYYYMMDD<\/td>\n<td>\u914d\u7f6e\u6587\u4ef6\u4e2d\u7684\u503c<\/td>\n<\/tr>\n<tr>\n<td><code>--capital<\/code><\/td>\n<td><code>-c<\/code><\/td>\n<td>\u521d\u59cb\u8d44\u91d1<\/td>\n<td>\u914d\u7f6e\u6587\u4ef6\u4e2d\u7684\u503c<\/td>\n<\/tr>\n<tr>\n<td><code>--stocks<\/code><\/td>\n<td>\u2014<\/td>\n<td>\u80a1\u7968\u6c60\uff0c\u9017\u53f7\u5206\u9694<\/td>\n<td>\u914d\u7f6e\u6587\u4ef6\u4e2d\u7684\u503c<\/td>\n<\/tr>\n<tr>\n<td><code>--period<\/code><\/td>\n<td><code>-p<\/code><\/td>\n<td>K \u7ebf\u5468\u671f: tick\/1m\/5m\/1d<\/td>\n<td>\u914d\u7f6e\u6587\u4ef6\u4e2d\u7684\u503c<\/td>\n<\/tr>\n<tr>\n<td><code>--quiet<\/code><\/td>\n<td><code>-q<\/code><\/td>\n<td>\u9759\u9ed8\u6a21\u5f0f\uff0c\u4e0d\u8f93\u51fa\u8fc7\u7a0b\u4fe1\u606f<\/td>\n<td>\u5426<\/td>\n<\/tr>\n<tr>\n<td><code>--verbose<\/code><\/td>\n<td><code>-v<\/code><\/td>\n<td>\u8be6\u7ec6\u8f93\u51fa\uff08DEBUG \u7ea7\u522b\u65e5\u5fd7\uff09<\/td>\n<td>\u5426<\/td>\n<\/tr>\n<tr>\n<td><code>--report<\/code><\/td>\n<td>\u2014<\/td>\n<td>\u56de\u6d4b\u5b8c\u6210\u540e\u81ea\u52a8\u751f\u6210 HTML \u62a5\u544a<\/td>\n<td>\u5426<\/td>\n<\/tr>\n<tr>\n<td><code>--no-open<\/code><\/td>\n<td>\u2014<\/td>\n<td>\u751f\u6210\u62a5\u544a\u540e\u4e0d\u81ea\u52a8\u6253\u5f00\u6d4f\u89c8\u5668<\/td>\n<td>\u5426<\/td>\n<\/tr>\n<tr>\n<td><code>--json<\/code><\/td>\n<td>\u2014<\/td>\n<td>\u4ee5 JSON \u683c\u5f0f\u8f93\u51fa\u56de\u6d4b\u6458\u8981<\/td>\n<td>\u5426<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>\u4f7f\u7528\u793a\u4f8b<\/h3>\n<pre><code class=\"language-bash line-numbers\"># \u57fa\u672c\u7528\u6cd5\nkh run configs\/my_strategy.kh\n\n# \u8986\u76d6\u65e5\u671f\u533a\u95f4\u548c\u8d44\u91d1\nkh run configs\/my_strategy.kh --start 20240101 --end 20241231 --capital 500000\n\n# \u66ff\u6362\u7b56\u7565\u6587\u4ef6\nkh run configs\/my_strategy.kh -s D:\\CLIstrategies\\MACD.py\n\n# \u8986\u76d6\u80a1\u7968\u6c60\u548c\u5468\u671f\nkh run configs\/my_strategy.kh --stocks 000001.SZ,600000.SH -p 5m\n\n# \u9759\u9ed8\u8fd0\u884c + \u81ea\u52a8\u62a5\u544a\nkh run configs\/my_strategy.kh -q --report --no-open\n\n# JSON \u8f93\u51fa\uff08\u9002\u5408\u811a\u672c\u81ea\u52a8\u5316\uff09\nkh run configs\/my_strategy.kh --json\n<\/code><\/pre>\n<h3>\u53c2\u6570\u8986\u76d6\u673a\u5236<\/h3>\n<p>\u5f53\u901a\u8fc7 CLI \u53c2\u6570\u8986\u76d6\u914d\u7f6e\u65f6\uff0c\u7cfb\u7edf\u4f1a\uff1a<br \/>\n1. \u52a0\u8f7d <code>.kh<\/code> \u914d\u7f6e\u6587\u4ef6<br \/>\n2. \u7528 CLI \u53c2\u6570\u8986\u76d6\u5bf9\u5e94\u5b57\u6bb5<br \/>\n3. \u5199\u5165\u4e34\u65f6\u914d\u7f6e\u6587\u4ef6 <code>_tmp_&lt;\u539f\u6587\u4ef6\u540d&gt;<\/code> \u4f9b\u6846\u67b6\u8bfb\u53d6<br \/>\n4. \u56de\u6d4b\u5b8c\u6210\u540e\uff08\u65e0\u8bba\u6210\u529f\u6216\u5931\u8d25\uff09\u81ea\u52a8\u5220\u9664\u4e34\u65f6\u6587\u4ef6<br \/>\n5. \u542f\u52a8\u524d\u8fd8\u4f1a\u6e05\u7406\u540c\u76ee\u5f55\u4e0b\u6b8b\u7559\u7684\u65e7\u4e34\u65f6\u6587\u4ef6<\/p>\n<h3>\u56de\u6d4b\u7ed3\u679c\u8f93\u51fa<\/h3>\n<p>\u56de\u6d4b\u6210\u529f\u540e\u81ea\u52a8\u6253\u5370\u7ed3\u679c\u6458\u8981\uff1a<\/p>\n<pre><code class=\"line-numbers\">  \u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\n  \u56de\u6d4b\u7ed3\u679c\n  \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\n  \u4ea4\u6613\u5929\u6570:    120 \u5929\n  \u521d\u59cb\u8d44\u91d1:    1,000,000.00\n  \u6700\u7ec8\u8d44\u91d1:    1,150,000.00\n  \u603b\u6536\u76ca\u7387:    +15.00%\n  \u5e74\u5316\u6536\u76ca\u7387:  +18.75%\n  \u6700\u5927\u56de\u64a4:    5.20%\n  \u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\n<\/code><\/pre>\n<h3>\u7ed3\u679c\u6ce2\u52a8\u8bf4\u660e\uff08\u968f\u673a\u56e0\u5b50\uff09<\/h3>\n<p>\u4e3a\u907f\u514d\u8f93\u51fa\u76f4\u63a5\u6784\u6210\u6295\u8d44\u5efa\u8bae\uff0c\u5f53\u524d\u4ee3\u7801\u4e2d\u52a0\u5165\u4e86\u968f\u673a\u56e0\u5b50\u5904\u7406\u3002<br \/>\n\u56e0\u6b64\u540c\u4e00\u7b56\u7565\u3001\u540c\u4e00\u53c2\u6570\u5728\u4e0d\u540c\u6b21\u8fd0\u884c\u4e2d\uff0c\u7ed3\u679c\u53ef\u80fd\u51fa\u73b0\u5c0f\u5e45\u5dee\u5f02\u3002<\/p>\n<ul>\n<li>\u8fd9\u5c5e\u4e8e\u8bbe\u8ba1\u884c\u4e3a\uff0c\u4e0d\u4ee3\u8868\u7a0b\u5e8f\u5f02\u5e38<\/li>\n<li>\u505a\u7b56\u7565\u7814\u7a76\u3001\u53c2\u6570\u5bf9\u6bd4\u6216\u590d\u73b0\u5b9e\u9a8c\u65f6\uff0c\u5efa\u8bae\u53bb\u6389\/\u56fa\u5b9a\u968f\u673a\u6027\u76f8\u5173\u4ee3\u7801\u540e\u518d\u6d4b\u8bd5<\/li>\n<li>\u5bf9\u5916\u5c55\u793a\u7ed3\u8bba\u65f6\uff0c\u5efa\u8bae\u6ce8\u660e\u662f\u5426\u5df2\u79fb\u9664\u968f\u673a\u56e0\u5b50<\/li>\n<\/ul>\n<h3>JSON \u8f93\u51fa\u683c\u5f0f<\/h3>\n<p>\u4f7f\u7528 <code>--json<\/code> \u65f6\uff0c<code>stdout<\/code> \u8f93\u51fa JSON \u5bf9\u8c61\uff1a<\/p>\n<pre><code class=\"language-json line-numbers\">{\n  \"trade_days\": \"120\",\n  \"init_capital\": \"1000000.0\",\n  \"final_capital\": \"1150000.0\",\n  \"total_return\": \"15.0\",\n  \"annual_return\": \"18.75\",\n  \"max_drawdown\": \"5.2\"\n}\n<\/code><\/pre>\n<p>\u56de\u6d4b\u5931\u8d25\u65f6\u8f93\u51fa\uff1a<\/p>\n<pre><code class=\"language-json line-numbers\">{\"error\": \"\u56de\u6d4b\u6267\u884c\u5931\u8d25\"}\n<\/code><\/pre>\n<h3>\u81ea\u52a8\u62a5\u544a<\/h3>\n<p>\u751f\u6210 HTML \u62a5\u544a\u6709\u4e24\u79cd\u89e6\u53d1\u65b9\u5f0f\uff1a<br \/>\n&#8211; \u547d\u4ee4\u884c\u53c2\u6570 <code>--report<\/code><br \/>\n&#8211; \u5168\u5c40\u914d\u7f6e <code>auto_report<\/code> \u8bbe\u4e3a <code>true<\/code>\uff08<code>kh config set auto_report true<\/code>\uff09<\/p>\n<h3>\u6570\u636e\u6e90\u68c0\u67e5<\/h3>\n<p>\u5982\u679c\u5168\u5c40\u914d\u7f6e\u7684\u6570\u636e\u6e90\u4e0d\u662f DuckDB\uff08\u5373 miniQMT\uff09\uff0cCLI \u4f1a\u5728\u56de\u6d4b\u524d\u81ea\u52a8\u68c0\u67e5 xtquant \u662f\u5426\u53ef\u8fde\u63a5\uff0c\u4e0d\u53ef\u7528\u5219\u62a5\u9519\u9000\u51fa\u3002<\/p>\n<h3>\u5f02\u5e38\u5904\u7406<\/h3>\n<table>\n<thead>\n<tr>\n<th>\u9519\u8bef\u7c7b\u578b<\/th>\n<th>\u573a\u666f<\/th>\n<th>\u63d0\u793a<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><code>FileNotFoundError<\/code><\/td>\n<td>\u7b56\u7565\u6587\u4ef6\u6216\u6570\u636e\u6587\u4ef6\u7f3a\u5931<\/td>\n<td>\u6587\u4ef6\u672a\u627e\u5230: &#8230;<\/td>\n<\/tr>\n<tr>\n<td><code>JSONDecodeError<\/code><\/td>\n<td>.kh \u914d\u7f6e\u6587\u4ef6\u4e0d\u662f\u5408\u6cd5 JSON<\/td>\n<td>\u914d\u7f6e\u6587\u4ef6\u683c\u5f0f\u9519\u8bef: &#8230;<\/td>\n<\/tr>\n<tr>\n<td><code>ImportError<\/code><\/td>\n<td>khFrame \u6846\u67b6\u6a21\u5757\u7f3a\u5931<\/td>\n<td>\u6a21\u5757\u5bfc\u5165\u5931\u8d25: &#8230;<\/td>\n<\/tr>\n<tr>\n<td>\u5176\u4ed6\u5f02\u5e38<\/td>\n<td>\u56de\u6d4b\u8fd0\u884c\u65f6\u9519\u8bef<\/td>\n<td>\u56de\u6d4b\u6267\u884c\u5931\u8d25: &#8230;\uff08\u9644\u5b8c\u6574 traceback\uff09<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<blockquote><p>\n  <strong>\u6280\u672f\u7ec6\u8282\uff1a<\/strong> \u56de\u6d4b\u5b8c\u6210\u540e\u4f7f\u7528 <code>os._exit()<\/code> \u5f3a\u5236\u9000\u51fa\u8fdb\u7a0b\uff0c\u56e0\u4e3a xtquant \u7684\u540e\u53f0\u7ebf\u7a0b\u4f1a\u963b\u6b62 <code>sys.exit()<\/code> \u6b63\u5e38\u9000\u51fa\u3002\n<\/p><\/blockquote>\n<hr \/>\n<p><a id=\"kh-data\"><\/a><\/p>\n<h2>kh data \u2014 \u6570\u636e\u5e93\u7ba1\u7406<\/h2>\n<p>\u6570\u636e\u5e93\u7ba1\u7406\u662f CLI \u529f\u80fd\u6700\u4e30\u5bcc\u7684\u6a21\u5757\uff0c\u5305\u542b <strong>9 \u4e2a\u5b50\u547d\u4ee4<\/strong>\uff0c\u8986\u76d6\u6570\u636e\u7684\u67e5\u8be2\u3001\u4e0b\u8f7d\u3001\u7ef4\u62a4\u5168\u6d41\u7a0b\u3002<\/p>\n<pre><code class=\"line-numbers\">kh data &lt;\u5b50\u547d\u4ee4&gt;\n\n\u5b50\u547d\u4ee4:\n  list         \u5217\u51fa\u5df2\u6709\u80a1\u7968\u6570\u636e\n  stats        \u6570\u636e\u5e93\u7edf\u8ba1\u6982\u89c8\n  info         \u67e5\u770b\u5355\u53ea\u80a1\u7968\u8be6\u60c5\n  download     \u4ece\u6307\u5b9a\u6570\u636e\u6e90\u4e0b\u8f7d\u6570\u636e\n  scan         \u626b\u63cf\u6570\u636e\u7f3a\u53e3\n  export       \u5bfc\u51fa\u4e3a CSV\n  repair       WAL \u4fee\u590d\n  update-pool  \u66f4\u65b0\u9884\u8bbe\u677f\u5757\u6210\u5206\u80a1\u5217\u8868\n  sync         \u540c\u6b65\u5f53\u65e5\u6570\u636e\n<\/code><\/pre>\n<h3>kh data list \u2014 \u5217\u51fa\u5df2\u6709\u6570\u636e<\/h3>\n<pre><code class=\"language-bash line-numbers\">kh data list [--market SH|SZ|BJ] [--period 1d|1m|5m|tick]\n<\/code><\/pre>\n<table>\n<thead>\n<tr>\n<th>\u53c2\u6570<\/th>\n<th>\u8bf4\u660e<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><code>--market<\/code><\/td>\n<td>\u6309\u5e02\u573a\u8fc7\u6ee4: SH\uff08\u4e0a\u6d77\uff09\u3001SZ\uff08\u6df1\u5733\uff09\u3001BJ\uff08\u5317\u4eac\uff09<\/td>\n<\/tr>\n<tr>\n<td><code>--period<\/code><\/td>\n<td>\u6309 K \u7ebf\u5468\u671f\u8fc7\u6ee4<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><strong>\u793a\u4f8b\uff1a<\/strong><\/p>\n<pre><code class=\"language-bash line-numbers\"># \u5217\u51fa\u6240\u6709\u80a1\u7968\nkh data list\n\n# \u53ea\u770b\u4e0a\u8bc1\u80a1\u7968\nkh data list --market SH\n\n# \u53ea\u770b\u6709 5 \u5206\u949f\u6570\u636e\u7684\u80a1\u7968\nkh data list --period 5m\n<\/code><\/pre>\n<h3>kh data stats \u2014 \u6570\u636e\u5e93\u7edf\u8ba1\u6982\u89c8<\/h3>\n<pre><code class=\"language-bash line-numbers\">kh data stats\n<\/code><\/pre>\n<p>\u663e\u793a\u5404\u5e02\u573a\u80a1\u7968\u6570\u3001\u78c1\u76d8\u5360\u7528\u3001\u6700\u540e\u66f4\u65b0\u65f6\u95f4\u3002\u8f93\u51fa\u793a\u4f8b\uff1a<\/p>\n<pre><code class=\"line-numbers\">  &gt; DuckDB \u6570\u636e\u76ee\u5f55: I:\/khData\n  \u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\n  \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\n  \u5e02\u573a  \u80a1\u7968\u6570  \u78c1\u76d8\u5360\u7528\n  \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\n  SH    2100    12.3 GB\n  SZ    3500    18.7 GB\n  BJ    200     1.1 GB\n  \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\n  \u5408\u8ba1: 5800 \u53ea | \u78c1\u76d8: 32.1 GB\n  &gt; \u6700\u540e\u66f4\u65b0: 2026-04-14 15:30\n<\/code><\/pre>\n<h3>kh data info \u2014 \u67e5\u770b\u5355\u53ea\u80a1\u7968\u8be6\u60c5<\/h3>\n<pre><code class=\"language-bash line-numbers\">kh data info &lt;code&gt;\n<\/code><\/pre>\n<p>\u67e5\u770b\u6307\u5b9a\u80a1\u7968\u5728\u6570\u636e\u5e93\u4e2d\u5404\u5468\u671f\u7684\u8bb0\u5f55\u6570\u548c\u65e5\u671f\u8303\u56f4\u3002<\/p>\n<p><strong>\u793a\u4f8b\uff1a<\/strong><\/p>\n<pre><code class=\"language-bash line-numbers\">kh data info 000001.SZ\n<\/code><\/pre>\n<p>\u8f93\u51fa\u793a\u4f8b\uff1a<\/p>\n<pre><code class=\"line-numbers\">  &gt; \u80a1\u7968: 000001.SZ\n  &gt; \u6587\u4ef6: I:\/khData\/SZ\/000001.db (45.2 MB)\n  \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\n  \u5468\u671f  \u8bb0\u5f55\u6570    \u5f00\u59cb\u65e5\u671f      \u7ed3\u675f\u65e5\u671f\n  \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\n  1d    1200     2020-01-02   2026-04-14\n  1m    288000   2023-01-03   2026-04-14\n  5m    57600    2023-01-03   2026-04-14\n  tick  0        -            -\n  \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\n<\/code><\/pre>\n<h3>kh data download \u2014 \u4e0b\u8f7d\u6570\u636e<\/h3>\n<p>\u4ece\u6307\u5b9a\u6570\u636e\u6e90\u4e0b\u8f7d\u884c\u60c5\u6570\u636e\u5230\u672c\u5730 DuckDB\uff0c\u652f\u6301\u591a\u80a1\u7968\u5e76\u884c\u4e0b\u8f7d\u3002<\/p>\n<pre><code class=\"language-bash line-numbers\">kh data download --source &lt;source&gt; [options]\n<\/code><\/pre>\n<table>\n<thead>\n<tr>\n<th>\u53c2\u6570<\/th>\n<th>\u8bf4\u660e<\/th>\n<th>\u9ed8\u8ba4<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><code>--source<\/code><\/td>\n<td><strong>\u5fc5\u9700<\/strong>\u3002\u6570\u636e\u6e90: <code>xtdata<\/code>\u3001<code>baostock<\/code>\u3001<code>tushare<\/code><\/td>\n<td>\u2014<\/td>\n<\/tr>\n<tr>\n<td><code>--stocks<\/code><\/td>\n<td>\u80a1\u7968\u4ee3\u7801\uff0c\u9017\u53f7\u5206\u9694<\/td>\n<td>\u2014<\/td>\n<\/tr>\n<tr>\n<td><code>--pool<\/code><\/td>\n<td>\u9884\u8bbe\u80a1\u7968\u6c60\u540d\u79f0\uff0c\u9017\u53f7\u5206\u9694\uff08\u89c1<a class=\"wp-editor-md-post-content-link\" href=\"#\u9884\u8bbe\u80a1\u7968\u6c60\">\u9884\u8bbe\u80a1\u7968\u6c60<\/a>\uff09<\/td>\n<td>\u2014<\/td>\n<\/tr>\n<tr>\n<td><code>--file<\/code><\/td>\n<td>\u80a1\u7968\u5217\u8868\u6587\u4ef6\u8def\u5f84\uff08CSV\uff0c\u652f\u6301\u591a\u79cd\u683c\u5f0f\uff09<\/td>\n<td>\u2014<\/td>\n<\/tr>\n<tr>\n<td><code>--period<\/code><\/td>\n<td>K \u7ebf\u5468\u671f\uff0c\u9017\u53f7\u5206\u9694: <code>1d,1m,5m,tick<\/code><\/td>\n<td><code>1d<\/code><\/td>\n<\/tr>\n<tr>\n<td><code>--start<\/code><\/td>\n<td>\u5f00\u59cb\u65e5\u671f YYYYMMDD<\/td>\n<td><code>20200101<\/code><\/td>\n<\/tr>\n<tr>\n<td><code>--end<\/code><\/td>\n<td>\u7ed3\u675f\u65e5\u671f YYYYMMDD<\/td>\n<td>\u4eca\u5929<\/td>\n<\/tr>\n<tr>\n<td><code>--adj<\/code><\/td>\n<td>\u590d\u6743\u7c7b\u578b\uff0c\u9017\u53f7\u5206\u9694: <code>none,front,back,front_ratio,back_ratio<\/code><\/td>\n<td><code>front<\/code><\/td>\n<\/tr>\n<tr>\n<td><code>--force<\/code><\/td>\n<td>\u5f3a\u5236\u8986\u5199\u5df2\u6709\u6570\u636e<\/td>\n<td>\u5426<\/td>\n<\/tr>\n<tr>\n<td><code>--workers<\/code><\/td>\n<td>\u5e76\u884c\u8fdb\u7a0b\u6570<\/td>\n<td><code>2<\/code><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<blockquote><p>\n  <code>--stocks<\/code>\u3001<code>--pool<\/code>\u3001<code>--file<\/code> \u81f3\u5c11\u9700\u63d0\u4f9b\u4e00\u4e2a\uff0c\u53ef\u7ec4\u5408\u4f7f\u7528\uff08\u81ea\u52a8\u53bb\u91cd\uff09\u3002\n<\/p><\/blockquote>\n<p><strong>\u793a\u4f8b\uff1a<\/strong><\/p>\n<pre><code class=\"language-bash line-numbers\"># \u4e0b\u8f7d\u6caa\u6df1 300 \u65e5\u7ebf\u6570\u636e\nkh data download --source baostock --pool hs300 --period 1d\n\n# \u4e0b\u8f7d\u6307\u5b9a\u80a1\u7968\u7684\u591a\u5468\u671f\u6570\u636e\nkh data download --source tushare --stocks 000001.SZ,600000.SH --period 1d,5m\n\n# \u4ece CSV \u6587\u4ef6\u8bfb\u53d6\u80a1\u7968\u5217\u8868\uff0c\u7528 xtdata \u4e0b\u8f7d tick \u6570\u636e\nkh data download --source xtdata --file stocks.csv --period tick --workers 4\n\n# \u4e0b\u8f7d\u524d\u590d\u6743 + \u540e\u590d\u6743\u6570\u636e\nkh data download --source tushare --pool sz50 --adj front,back\n\n# \u6307\u5b9a\u65e5\u671f\u8303\u56f4\nkh data download --source baostock --pool hs300 --period 1d --start 20240101 --end 20241231\n<\/code><\/pre>\n<p><strong>\u5404\u6570\u636e\u6e90\u652f\u6301\u7684\u5468\u671f\u548c\u590d\u6743\uff1a<\/strong><\/p>\n<table>\n<thead>\n<tr>\n<th>\u6570\u636e\u6e90<\/th>\n<th>\u652f\u6301\u5468\u671f<\/th>\n<th>\u652f\u6301\u590d\u6743<\/th>\n<th>\u524d\u7f6e\u8981\u6c42<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><code>xtdata<\/code><\/td>\n<td>1d, 1m, 5m, tick<\/td>\n<td>none, front, back, front_ratio, back_ratio<\/td>\n<td>QMT \u5ba2\u6237\u7aef\u8fd0\u884c<\/td>\n<\/tr>\n<tr>\n<td><code>baostock<\/code><\/td>\n<td>1d, 5m<\/td>\n<td>none, front, back<\/td>\n<td><code>pip install baostock<\/code><\/td>\n<\/tr>\n<tr>\n<td><code>tushare<\/code><\/td>\n<td>1d, 1m, 5m<\/td>\n<td>none, front, back<\/td>\n<td>Tushare Token<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><strong>\u517c\u5bb9\u6027\u6821\u9a8c\uff1a<\/strong> CLI \u4f1a\u5728\u4e0b\u8f7d\u524d\u81ea\u52a8\u68c0\u67e5\u5468\u671f\u548c\u590d\u6743\u7c7b\u578b\u662f\u5426\u88ab\u6240\u9009\u6570\u636e\u6e90\u652f\u6301\uff0c\u4e0d\u517c\u5bb9\u65f6\u62a5\u9519\u5e76\u9000\u51fa\u3002<\/p>\n<p><strong>\u7f51\u7edc\u91cd\u8bd5\uff1a<\/strong> Tushare \u4e0b\u8f7d\u5931\u8d25\u65f6\u81ea\u52a8\u91cd\u8bd5 3 \u6b21\uff08\u6307\u6570\u9000\u907f: 2s \u2192 4s \u2192 8s\uff09\u3002<\/p>\n<p><strong>CSV \u6587\u4ef6\u683c\u5f0f\uff1a<\/strong> \u652f\u6301\u591a\u79cd\u683c\u5f0f\u7684 CSV \u6587\u4ef6\uff1a<br \/>\n&#8211; \u81ea\u52a8\u8bc6\u522b\u8868\u5934\uff1a<code>\u4ee3\u7801<\/code>\u3001<code>code<\/code>\u3001<code>stock_code<\/code>\u3001<code>ts_code<\/code>\u3001<code>\u8bc1\u5238\u4ee3\u7801<\/code> \u7b49\u5217\u540d<br \/>\n&#8211; \u5982\u679c\u8868\u5934\u4e0d\u542b\u4e0a\u8ff0\u5217\u540d\uff0c\u9ed8\u8ba4\u4f7f\u7528\u7b2c\u4e00\u5217<br \/>\n&#8211; \u7eaf\u6570\u5b57\u4ee3\u7801\u4f1a\u81ea\u52a8\u8865\u5145\u5e02\u573a\u540e\u7f00\uff086\/5 \u5f00\u5934 \u2192 SH\uff0c0\/3 \u5f00\u5934 \u2192 SZ\uff0c4\/8 \u5f00\u5934 \u2192 BJ\uff09<\/p>\n<p><strong>\u8fdb\u5ea6\u663e\u793a\uff1a<\/strong> \u4e0b\u8f7d\u8fc7\u7a0b\u4e2d\u663e\u793a\u5b9e\u65f6\u8fdb\u5ea6\u6761\uff1a<\/p>\n<pre><code class=\"line-numbers\">  [\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2591\u2591\u2591\u2591\u2591\u2591\u2591\u2591\u2591\u2591\u2591\u2591\u2591\u2591\u2591\u2591\u2591\u2591]  40.0%  120\/300  600000.SH\n<\/code><\/pre>\n<h3>kh data scan \u2014 \u626b\u63cf\u6570\u636e\u7f3a\u53e3<\/h3>\n<p>\u626b\u63cf\u6570\u636e\u5e93\u4e2d\u7684\u7f3a\u5931\u4ea4\u6613\u65e5\uff0c\u53ef\u9009\u81ea\u52a8\u8865\u5145\u3002<\/p>\n<pre><code class=\"language-bash line-numbers\">kh data scan [options]\n<\/code><\/pre>\n<table>\n<thead>\n<tr>\n<th>\u53c2\u6570<\/th>\n<th>\u8bf4\u660e<\/th>\n<th>\u9ed8\u8ba4<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><code>--period<\/code><\/td>\n<td>\u626b\u63cf\u7684 K \u7ebf\u5468\u671f<\/td>\n<td><code>1d<\/code><\/td>\n<\/tr>\n<tr>\n<td><code>--stocks<\/code><\/td>\n<td>\u53ea\u626b\u63cf\u6307\u5b9a\u80a1\u7968\uff08\u9017\u53f7\u5206\u9694\uff09<\/td>\n<td>\u5168\u90e8<\/td>\n<\/tr>\n<tr>\n<td><code>--start<\/code><\/td>\n<td>\u626b\u63cf\u8d77\u59cb\u65e5\u671f<\/td>\n<td><code>20200101<\/code><\/td>\n<\/tr>\n<tr>\n<td><code>--end<\/code><\/td>\n<td>\u626b\u63cf\u7ed3\u675f\u65e5\u671f<\/td>\n<td>\u4eca\u5929<\/td>\n<\/tr>\n<tr>\n<td><code>--fix<\/code><\/td>\n<td>\u81ea\u52a8\u8865\u5145\u7f3a\u5931\u6570\u636e<\/td>\n<td>\u5426<\/td>\n<\/tr>\n<tr>\n<td><code>--source<\/code><\/td>\n<td>\u8865\u5145\u6570\u636e\u65f6\u4f7f\u7528\u7684\u6570\u636e\u6e90<\/td>\n<td>\u81ea\u52a8\u9009\u62e9<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><strong>\u793a\u4f8b\uff1a<\/strong><\/p>\n<pre><code class=\"language-bash line-numbers\"># \u53ea\u626b\u63cf 000001 \u548c 000002 \u7684\u65e5\u7ebf\u5b8c\u6574\u6027\nkh data scan --period 1d --stocks 000001,000002\n\n# \u626b\u63cf\u5e76\u81ea\u52a8\u8865\u5145 000001 \u548c 000002 \u7684\u7f3a\u53e3\nkh data scan --period 1d --stocks 000001,000002 --fix --source baostock\n<\/code><\/pre>\n<p><strong>\u81ea\u52a8\u6570\u636e\u6e90\u9009\u62e9\uff1a<\/strong> \u672a\u6307\u5b9a <code>--source<\/code> \u65f6\uff0c\u6309\u4f18\u5148\u7ea7\u81ea\u52a8\u9009\u62e9\uff1aTushare\uff08\u5df2\u914d\u7f6e Token\uff09\u2192 BaoStock\uff08\u5df2\u542f\u7528\uff09\u2192 xtdata\u3002<\/p>\n<p><strong>\u5b89\u5168\u68c0\u67e5\uff1a<\/strong> \u4f7f\u7528 <code>--fix<\/code> \u65f6\uff0c\u4f1a\u5148\u9a8c\u8bc1\u6307\u5b9a\u6570\u636e\u6e90\u662f\u5426\u53ef\u7528\u3002\u5982\u679c xtquant \u672a\u5b89\u88c5\u3001Tushare Token \u672a\u914d\u7f6e\u6216 baostock \u672a\u5b89\u88c5\uff0c\u4f1a\u7ed9\u51fa\u5177\u4f53\u9519\u8bef\u63d0\u793a\u3002<\/p>\n<h3>kh data export \u2014 \u5bfc\u51fa\u4e3a CSV<\/h3>\n<pre><code class=\"language-bash line-numbers\">kh data export &lt;code&gt; [options]\n<\/code><\/pre>\n<table>\n<thead>\n<tr>\n<th>\u53c2\u6570<\/th>\n<th>\u8bf4\u660e<\/th>\n<th>\u9ed8\u8ba4<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><code>code<\/code><\/td>\n<td>\u80a1\u7968\u4ee3\u7801\uff08<strong>\u5fc5\u9700<\/strong>\uff09<\/td>\n<td>\u2014<\/td>\n<\/tr>\n<tr>\n<td><code>--period<\/code><\/td>\n<td>K \u7ebf\u5468\u671f<\/td>\n<td><code>1d<\/code><\/td>\n<\/tr>\n<tr>\n<td><code>--start<\/code><\/td>\n<td>\u5f00\u59cb\u65e5\u671f<\/td>\n<td>\u5168\u90e8<\/td>\n<\/tr>\n<tr>\n<td><code>--end<\/code><\/td>\n<td>\u7ed3\u675f\u65e5\u671f<\/td>\n<td>\u5168\u90e8<\/td>\n<\/tr>\n<tr>\n<td><code>--output<\/code><\/td>\n<td>\u8f93\u51fa\u6587\u4ef6\u8def\u5f84<\/td>\n<td><code>&lt;code&gt;_&lt;period&gt;.csv<\/code><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><strong>\u793a\u4f8b\uff1a<\/strong><\/p>\n<pre><code class=\"language-bash line-numbers\"># \u5bfc\u51fa\u65e5\u7ebf\u6570\u636e\nkh data export 000001.SZ --period 1d --start 20240101 --output \u5e73\u5b89\u94f6\u884c.csv\n<\/code><\/pre>\n<p>CSV \u4f7f\u7528 <code>utf-8-sig<\/code> \u7f16\u7801\uff08Excel \u517c\u5bb9\uff09\u3002<\/p>\n<h3>kh data repair \u2014 WAL \u4fee\u590d<\/h3>\n<p>\u4fee\u590d DuckDB Write-Ahead Log\uff08WAL\uff09\u635f\u574f\u95ee\u9898\u3002<\/p>\n<pre><code class=\"language-bash line-numbers\">kh data repair [--db-path PATH] [--memory-limit SIZE]\n<\/code><\/pre>\n<table>\n<thead>\n<tr>\n<th>\u53c2\u6570<\/th>\n<th>\u8bf4\u660e<\/th>\n<th>\u9ed8\u8ba4<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><code>--db-path<\/code><\/td>\n<td>\u6570\u636e\u76ee\u5f55<\/td>\n<td>\u5168\u5c40\u914d\u7f6e\u4e2d\u7684 <code>duckdb_data_path<\/code><\/td>\n<\/tr>\n<tr>\n<td><code>--memory-limit<\/code><\/td>\n<td>\u4fee\u590d\u65f6\u5185\u5b58\u9650\u5236<\/td>\n<td><code>256MB<\/code><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<blockquote><p>\n  \u5f53 DuckDB \u6587\u4ef6\u51fa\u73b0 <code>IO Error<\/code> \u6216\u6570\u636e\u5e93\u6253\u5f00\u5931\u8d25\u65f6\uff0c\u53ef\u5c1d\u8bd5\u6b64\u547d\u4ee4\u4fee\u590d\u3002\n<\/p><\/blockquote>\n<h3>kh data update-pool \u2014 \u66f4\u65b0\u6210\u5206\u80a1\u5217\u8868<\/h3>\n<p>\u66f4\u65b0\u9884\u8bbe\u677f\u5757\uff08\u6caa\u6df1 300\u3001\u4e0a\u8bc1 50 \u7b49\uff09\u7684\u6210\u5206\u80a1\u5217\u8868\u6587\u4ef6\u3002<\/p>\n<pre><code class=\"language-bash line-numbers\">kh data update-pool\n<\/code><\/pre>\n<p><strong>\u9700\u8981 xtquant (miniQMT)\u3002<\/strong> \u6b64\u547d\u4ee4\u4f1a\u8c03\u7528 xtquant \u83b7\u53d6\u6700\u65b0\u6210\u5206\u80a1\u6570\u636e\u5e76\u4fdd\u5b58\u5230 <code>data\/<\/code> \u76ee\u5f55\u3002<\/p>\n<h3>kh data sync \u2014 \u540c\u6b65\u5f53\u65e5\u6570\u636e<\/h3>\n<p>\u540c\u6b65\u6570\u636e\u5e93\u4e2d\u5df2\u6709\u80a1\u7968\u7684\u5f53\u65e5\u6570\u636e\uff0c\u652f\u6301\u5b9a\u65f6\u6267\u884c\u3002<\/p>\n<pre><code class=\"language-bash line-numbers\">kh data sync [--period PERIOD] [--schedule TIME]\n<\/code><\/pre>\n<table>\n<thead>\n<tr>\n<th>\u53c2\u6570<\/th>\n<th>\u8bf4\u660e<\/th>\n<th>\u9ed8\u8ba4<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><code>--period<\/code><\/td>\n<td>\u540c\u6b65\u7684\u5468\u671f\uff0c\u9017\u53f7\u5206\u9694<\/td>\n<td><code>1d<\/code><\/td>\n<\/tr>\n<tr>\n<td><code>--schedule<\/code><\/td>\n<td>\u5b9a\u65f6\u6267\u884c\u65f6\u95f4\uff08\u5982 <code>15:30<\/code>\uff09<\/td>\n<td>\u7acb\u5373\u6267\u884c<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><strong>\u793a\u4f8b\uff1a<\/strong><\/p>\n<pre><code class=\"language-bash line-numbers\"># \u7acb\u5373\u540c\u6b65\u65e5\u7ebf\nkh data sync\n\n# \u540c\u6b65\u591a\u5468\u671f\nkh data sync --period 1d,5m\n\n# \u6bcf\u4e2a\u4ea4\u6613\u65e5 15:30 \u81ea\u52a8\u540c\u6b65\nkh data sync --schedule 15:30\n<\/code><\/pre>\n<p><strong>\u7acb\u5373\u540c\u6b65\u6a21\u5f0f\uff1a<\/strong><br \/>\n1. \u68c0\u67e5\u4eca\u5929\u662f\u5426\u4e3a\u4ea4\u6613\u65e5\uff08\u975e\u4ea4\u6613\u65e5\u81ea\u52a8\u8df3\u8fc7\uff09<br \/>\n2. \u83b7\u53d6\u6570\u636e\u5e93\u4e2d\u6240\u6709\u5df2\u6709\u80a1\u7968<br \/>\n3. \u4f7f\u7528\u81ea\u52a8\u9009\u62e9\u7684\u6570\u636e\u6e90\u4e0b\u8f7d\u5f53\u65e5\u6570\u636e<\/p>\n<p><strong>\u5b9a\u65f6\u6a21\u5f0f\uff1a<\/strong><br \/>\n&#8211; \u6bcf\u5468\u4e00\u81f3\u5468\u4e94\u7684\u6307\u5b9a\u65f6\u95f4\u81ea\u52a8\u6267\u884c<br \/>\n&#8211; \u6309 <code>Ctrl+C<\/code> \u9000\u51fa<br \/>\n&#8211; \u9700\u8981 <code>schedule<\/code> \u5e93\uff1a<code>pip install schedule<\/code><\/p>\n<hr \/>\n<p><a id=\"kh-result\"><\/a><\/p>\n<h2>kh result \u2014 \u56de\u6d4b\u7ed3\u679c\u7ba1\u7406<\/h2>\n<p>\u7ba1\u7406 <code>backtest_results\/<\/code> \u76ee\u5f55\u4e0b\u7684\u56de\u6d4b\u7ed3\u679c\uff0c\u5305\u542b 5 \u4e2a\u5b50\u547d\u4ee4\u3002<\/p>\n<pre><code class=\"line-numbers\">kh result &lt;\u5b50\u547d\u4ee4&gt;\n\n\u5b50\u547d\u4ee4:\n  list     \u5217\u51fa\u6240\u6709\u56de\u6d4b\n  show     \u67e5\u770b\u56de\u6d4b\u6458\u8981\n  report   \u751f\u6210 HTML \u62a5\u544a\n  compare  \u5bf9\u6bd4\u591a\u6b21\u56de\u6d4b\n  clean    \u6e05\u7406\u65e7\u56de\u6d4b\n<\/code><\/pre>\n<h3>kh result list \u2014 \u5217\u51fa\u6240\u6709\u56de\u6d4b<\/h3>\n<pre><code class=\"language-bash line-numbers\">kh result list [--all] [--strategy NAME] [--json]\n<\/code><\/pre>\n<table>\n<thead>\n<tr>\n<th>\u53c2\u6570<\/th>\n<th>\u8bf4\u660e<\/th>\n<th>\u9ed8\u8ba4<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><code>--all<\/code><\/td>\n<td>\u663e\u793a\u5168\u90e8\u7ed3\u679c\uff08\u9ed8\u8ba4\u53ea\u663e\u793a\u6700\u8fd1 20 \u6761\uff09<\/td>\n<td>\u5426<\/td>\n<\/tr>\n<tr>\n<td><code>--strategy<\/code><\/td>\n<td>\u6309\u7b56\u7565\u540d\u8fc7\u6ee4\uff08\u6a21\u7cca\u5339\u914d\uff0c\u5927\u5c0f\u5199\u4e0d\u654f\u611f\uff09<\/td>\n<td>\u2014<\/td>\n<\/tr>\n<tr>\n<td><code>--json<\/code><\/td>\n<td>\u4ee5 JSON \u683c\u5f0f\u8f93\u51fa<\/td>\n<td>\u5426<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><strong>\u793a\u4f8b\uff1a<\/strong><\/p>\n<pre><code class=\"language-bash line-numbers\"># \u67e5\u770b\u6700\u8fd1 20 \u6b21\u56de\u6d4b\nkh result list\n\n# \u6309\u7b56\u7565\u540d\u8fc7\u6ee4\nkh result list --strategy RSI\n\n# \u663e\u793a\u5168\u90e8\nkh result list --all\n\n# JSON \u8f93\u51fa\nkh result list --json\n<\/code><\/pre>\n<p>\u5217\u8868\u6309\u65f6\u95f4\u5012\u5e8f\u6392\u5217\uff0c\u6bcf\u884c\u5c55\u793a\u5e8f\u53f7\u3001\u7b56\u7565\u540d\u3001\u56de\u6d4b\u533a\u95f4\u3001\u603b\u6536\u76ca\u7387\u3001\u6700\u5927\u56de\u64a4\u3001\u8fd0\u884c\u65f6\u95f4\u3002<\/p>\n<h3>kh result show \u2014 \u67e5\u770b\u56de\u6d4b\u6458\u8981<\/h3>\n<pre><code class=\"language-bash line-numbers\">kh result show [dir] [--id NUM] [--json]\n<\/code><\/pre>\n<table>\n<thead>\n<tr>\n<th>\u53c2\u6570<\/th>\n<th>\u8bf4\u660e<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><code>dir<\/code><\/td>\n<td>\u56de\u6d4b\u7ed3\u679c\u76ee\u5f55\u540d\u6216\u5b8c\u6574\u8def\u5f84\uff08\u53ef\u9009\uff09<\/td>\n<\/tr>\n<tr>\n<td><code>--id<\/code><\/td>\n<td>\u6309 <code>result list<\/code> \u4e2d\u7684\u5e8f\u53f7\u6307\u5b9a<\/td>\n<\/tr>\n<tr>\n<td><code>--json<\/code><\/td>\n<td>\u4ee5 JSON \u683c\u5f0f\u8f93\u51fa<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u4e0d\u6307\u5b9a\u53c2\u6570\u65f6\u9ed8\u8ba4\u663e\u793a\u6700\u8fd1\u4e00\u6b21\u56de\u6d4b\u3002<\/p>\n<p><strong>\u793a\u4f8b\uff1a<\/strong><\/p>\n<pre><code class=\"language-bash line-numbers\"># \u6700\u8fd1\u4e00\u6b21\u56de\u6d4b\nkh result show\n\n# \u6309\u5e8f\u53f7\u67e5\u770b\nkh result show --id 3\n\n# JSON \u8f93\u51fa\nkh result show --id 1 --json\n<\/code><\/pre>\n<p>\u8f93\u51fa\u793a\u4f8b\uff1a<\/p>\n<pre><code class=\"line-numbers\">  &gt; \u56de\u6d4b: strategy_00582727_20250101_20251120\n  &gt; \u7b56\u7565: RSI\u7b56\u7565.py\n  &gt; \u533a\u95f4: 20250101 ~ 20251120\n\n  \u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\n  \u7ee9\u6548\u6307\u6807\n  \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\n  \u521d\u59cb\u8d44\u91d1:      1,000,000.00\n  \u6700\u7ec8\u8d44\u91d1:      1,150,000.00\n  \u603b\u6536\u76ca\u7387:      +15.00%\n  \u5e74\u5316\u6536\u76ca\u7387:    +18.75%\n  \u6700\u5927\u56de\u64a4:      5.20%\n  \u4ea4\u6613\u5929\u6570:      120 \u5929\n  \u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\n  kh result report --id 3  \u751f\u6210 HTML \u8be6\u7ec6\u62a5\u544a\n<\/code><\/pre>\n<blockquote><p>\n  <strong>\u914d\u8272\u7ea6\u5b9a<\/strong>\uff1a\u91c7\u7528 A \u80a1\u5e38\u7528\u914d\u8272\u2014\u2014<code>\u603b\u6536\u76ca\u7387<\/code> \u4e0e <code>\u5e74\u5316\u6536\u76ca\u7387<\/code> \u6b63\u503c\u663e\u793a\u4e3a <strong>\u7ea2\u8272<\/strong>\uff0c\u8d1f\u503c\u663e\u793a\u4e3a <strong>\u7eff\u8272<\/strong>\u3002\n<\/p><\/blockquote>\n<h3>kh result report \u2014 \u751f\u6210 HTML \u62a5\u544a<\/h3>\n<pre><code class=\"language-bash line-numbers\">kh result report [dir] [--id NUM] [--index] [--no-open] [--output PATH]\n<\/code><\/pre>\n<table>\n<thead>\n<tr>\n<th>\u53c2\u6570<\/th>\n<th>\u8bf4\u660e<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><code>dir<\/code><\/td>\n<td>\u56de\u6d4b\u7ed3\u679c\u76ee\u5f55\uff08\u53ef\u9009\uff09<\/td>\n<\/tr>\n<tr>\n<td><code>--id<\/code><\/td>\n<td>\u6309\u5e8f\u53f7\u6307\u5b9a<\/td>\n<\/tr>\n<tr>\n<td><code>--index<\/code><\/td>\n<td>\u751f\u6210\u6240\u6709\u56de\u6d4b\u7684\u7d22\u5f15\u9875<\/td>\n<\/tr>\n<tr>\n<td><code>--no-open<\/code><\/td>\n<td>\u4e0d\u81ea\u52a8\u6253\u5f00\u6d4f\u89c8\u5668<\/td>\n<\/tr>\n<tr>\n<td><code>--output<\/code><\/td>\n<td>\u81ea\u5b9a\u4e49\u8f93\u51fa\u8def\u5f84<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><strong>\u793a\u4f8b\uff1a<\/strong><\/p>\n<pre><code class=\"language-bash line-numbers\"># \u751f\u6210\u6700\u65b0\u56de\u6d4b\u7684\u62a5\u544a\u5e76\u6253\u5f00\u6d4f\u89c8\u5668\nkh result report\n\n# \u6309\u5e8f\u53f7\u6307\u5b9a\nkh result report --id 1\n\n# \u751f\u6210\u7d22\u5f15\u9875\uff08\u6240\u6709\u56de\u6d4b\u7684\u6c47\u603b\u9875\u9762\uff09\nkh result report --index\n\n# \u6307\u5b9a\u8f93\u51fa\u8def\u5f84\uff0c\u4e0d\u81ea\u52a8\u6253\u5f00\nkh result report --id 1 --output report.html --no-open\n<\/code><\/pre>\n<p><strong>HTML \u62a5\u544a\u5305\u542b\uff1a<\/strong><br \/>\n&#8211; <strong>\u7ee9\u6548\u6982\u89c8\u5361\u7247<\/strong> \u2014 \u521d\u59cb\/\u6700\u7ec8\u8d44\u91d1\u3001\u603b\u6536\u76ca\u7387\u3001\u5e74\u5316\u6536\u76ca\u7387\u3001\u6700\u5927\u56de\u64a4\u3001\u590f\u666e\u6bd4\u7387\u3001\u6ce2\u52a8\u7387\u3001\u80dc\u7387\u3001\u76c8\u4e8f\u6bd4\u3001\u4ea4\u6613\u5929\u6570<br \/>\n&#8211; <strong>\u4e3b\u56fe<\/strong> \u2014 \u56db\u884c\u8054\u52a8\u56fe\u8868\uff1a\u7b56\u7565\u51c0\u503c\u66f2\u7ebf\uff08\u53e0\u52a0\u57fa\u51c6\uff09\u3001\u56de\u64a4\u533a\u57df\u56fe\u3001\u65e5\u76c8\u4e8f\u67f1\u72b6\u56fe\u3001\u4e70\u5356\u6210\u4ea4\u91cf<br \/>\n&#8211; <strong>\u6536\u76ca\u5206\u5e03\u76f4\u65b9\u56fe<\/strong> \u2014 \u65e5\u6536\u76ca\u7387\u9891\u7387\u5206\u5e03<br \/>\n&#8211; <strong>\u6708\u5ea6\u6536\u76ca\u70ed\u529b\u56fe<\/strong> \u2014 \u6309\u5e74\u6708\u5c55\u793a\u6708\u5ea6\u6536\u76ca\u7387\u7684\u989c\u8272\u77e9\u9635<br \/>\n&#8211; <strong>\u4ea4\u6613\u8bb0\u5f55\u8868<\/strong> \u2014 \u5b8c\u6574\u7684\u4e70\u5356\u4ea4\u6613\u660e\u7ec6\uff0c\u652f\u6301\u70b9\u51fb\u8868\u5934\u6392\u5e8f<br \/>\n&#8211; <strong>\u65e5\u6536\u76ca\u8868<\/strong> \u2014 \u6bcf\u65e5\u603b\u8d44\u4ea7\u3001\u6301\u4ed3\u5e02\u503c\u3001\u53ef\u7528\u8d44\u91d1\u3001\u65e5\u6536\u76ca\u7387<br \/>\n&#8211; <strong>\u4e2a\u80a1\u5206\u6790<\/strong> \u2014 \u6bcf\u53ea\u80a1\u7968\u7684\u72ec\u7acb K \u7ebf\u56fe\uff08\u53e0\u52a0\u4e70\u5356\u70b9\u6807\u6ce8\uff09\u3001\u4e70\u5356\u7edf\u8ba1\u3001\u51c0\u76c8\u4e8f<br \/>\n&#8211; <strong>\u65e5\u5185 K \u7ebf\u5f39\u7a97<\/strong> \u2014 \u70b9\u51fb\u65e5 K \u7ebf\u53ef\u5f39\u51fa\u8be5\u65e5\u7684 5 \u5206\u949f\/1 \u5206\u949f K \u7ebf\u56fe\uff08\u9700\u6709\u65e5\u5185\u6570\u636e\uff09<\/p>\n<p><strong>\u7d22\u5f15\u9875<\/strong> \u2014 \u4f7f\u7528 <code>--index<\/code> \u751f\u6210\u7684\u9875\u9762\u6c47\u603b\u6240\u6709\u56de\u6d4b\u7ed3\u679c\uff0c\u5305\u542b\u7b56\u7565\u540d\u3001\u533a\u95f4\u3001\u6536\u76ca\u7387\u3001\u56de\u64a4\u7b49\u6307\u6807\uff0c\u5df2\u751f\u6210\u62a5\u544a\u7684\u53ef\u76f4\u63a5\u8df3\u8f6c\u67e5\u770b\u3002<\/p>\n<blockquote><p>\n  \u62a5\u544a\u4f7f\u7528 ECharts 5.x \u6e32\u67d3\u56fe\u8868\uff08CDN \u52a0\u8f7d\uff09\uff0c\u9700\u8981\u7f51\u7edc\u8fde\u63a5\u624d\u80fd\u6b63\u5e38\u663e\u793a\u56fe\u8868\u3002\n<\/p><\/blockquote>\n<h3>kh result compare \u2014 \u5bf9\u6bd4\u591a\u6b21\u56de\u6d4b<\/h3>\n<pre><code class=\"language-bash line-numbers\">kh result compare [--last N]\n<\/code><\/pre>\n<table>\n<thead>\n<tr>\n<th>\u53c2\u6570<\/th>\n<th>\u8bf4\u660e<\/th>\n<th>\u9ed8\u8ba4<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><code>--last<\/code><\/td>\n<td>\u5bf9\u6bd4\u6700\u8fd1 N \u6b21\u56de\u6d4b<\/td>\n<td><code>3<\/code><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u81f3\u5c11\u9700\u8981 2 \u6b21\u56de\u6d4b\u7ed3\u679c\u624d\u80fd\u5bf9\u6bd4\u3002\u8f93\u51fa\u5bf9\u6bd4\u8868\u683c\uff1a<\/p>\n<pre><code class=\"line-numbers\">  \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\n  \u6307\u6807        \u56de\u6d4b1       \u56de\u6d4b2       \u56de\u6d4b3\n  \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\n  \u7b56\u7565        RSI\u7b56\u7565     MACD       \u53cc\u5747\u7ebf\n  \u603b\u6536\u76ca\u7387    +15.00%    +8.50%     +12.30%\n  \u5e74\u5316\u6536\u76ca\u7387  +18.75%    +10.62%    +15.37%\n  \u6700\u5927\u56de\u64a4    5.20%      8.10%      6.50%\n  \u4ea4\u6613\u5929\u6570    120        120        120\n  \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\n<\/code><\/pre>\n<h3>kh result clean \u2014 \u6e05\u7406\u65e7\u56de\u6d4b<\/h3>\n<pre><code class=\"language-bash line-numbers\">kh result clean [--keep N] [--dry-run]\n<\/code><\/pre>\n<table>\n<thead>\n<tr>\n<th>\u53c2\u6570<\/th>\n<th>\u8bf4\u660e<\/th>\n<th>\u9ed8\u8ba4<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><code>--keep<\/code><\/td>\n<td>\u4fdd\u7559\u6700\u8fd1 N \u6b21<\/td>\n<td><code>10<\/code><\/td>\n<\/tr>\n<tr>\n<td><code>--dry-run<\/code><\/td>\n<td>\u9884\u89c8\u6a21\u5f0f\uff0c\u4ec5\u663e\u793a\u5c06\u5220\u9664\u7684\u76ee\u5f55<\/td>\n<td>\u5426<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><strong>\u793a\u4f8b\uff1a<\/strong><\/p>\n<pre><code class=\"language-bash line-numbers\"># \u9884\u89c8\u5c06\u5220\u9664\u54ea\u4e9b\u56de\u6d4b\nkh result clean --keep 5 --dry-run\n\n# \u6267\u884c\u6e05\u7406\uff0c\u4fdd\u7559\u6700\u8fd1 5 \u6b21\nkh result clean --keep 5\n<\/code><\/pre>\n<hr \/>\n<p><a id=\"kh-strategy\"><\/a><\/p>\n<h2>kh strategy \u2014 \u7b56\u7565\u7ba1\u7406<\/h2>\n<p>\u7ba1\u7406\u7b56\u7565\u6587\u4ef6\uff0c\u5305\u542b 4 \u4e2a\u5b50\u547d\u4ee4\u3002<\/p>\n<pre><code class=\"line-numbers\">kh strategy &lt;\u5b50\u547d\u4ee4&gt;\n\n\u5b50\u547d\u4ee4:\n  list       \u5217\u51fa\u53ef\u7528\u7b56\u7565\n  create     \u521b\u5efa\u7b56\u7565\u6a21\u677f\n  validate   \u6821\u9a8c\u7b56\u7565\u6587\u4ef6\n  info       \u67e5\u770b\u7b56\u7565\u4fe1\u606f\n<\/code><\/pre>\n<h3>kh strategy list \u2014 \u5217\u51fa\u53ef\u7528\u7b56\u7565<\/h3>\n<pre><code class=\"language-bash line-numbers\">kh strategy list [--dir DIR]\n<\/code><\/pre>\n<table>\n<thead>\n<tr>\n<th>\u53c2\u6570<\/th>\n<th>\u8bf4\u660e<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><code>--dir<\/code><\/td>\n<td>\u6307\u5b9a\u7b56\u7565\u76ee\u5f55\uff08\u9ed8\u8ba4\u4f7f\u7528 <code>kh init<\/code> \u914d\u7f6e\u7684\u7b56\u7565\u76ee\u5f55\uff09<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u8f93\u51fa\u793a\u4f8b\uff1a<\/p>\n<pre><code class=\"line-numbers\">  &gt; D:\\CLIstrategies\/ (3 \u4e2a\u7b56\u7565)\n  \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\n  #   \u7b56\u7565\u6587\u4ef6                                         \u914d\u5957.kh\n  \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\n  1   \u30101-MA\u7b56\u7565\u6848\u4f8b\u3011\u53cc\u5747\u7ebf\u7cbe\u7b80_\u4f7f\u7528khMA\u51fd\u6570.py       \u30101-MA\u7b56\u7565\u6848\u4f8b\u3011\u53cc\u5747\u7ebf\u7cbe\u7b80_\u4f7f\u7528khMA\u51fd\u6570.kh\n  2   \u30102-RSI\u7b56\u7565\u6848\u4f8b\u3011RSI\u7b56\u7565.py                      \u30102-RSI\u7b56\u7565\u6848\u4f8b\u3011RSI\u7b56\u7565.kh\n  3   MACD.py                                          -\n  \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\n<\/code><\/pre>\n<blockquote><p>\n  <strong>\u672a\u914d\u7f6e\u7b56\u7565\u76ee\u5f55\u65f6<\/strong>\uff0c\u4f1a\u56de\u9000\u5230\u7a0b\u5e8f\u5185\u7f6e\u7684 <code>strategies\/<\/code> \u76ee\u5f55\uff0c\u5e76\u63d0\u793a\u8fd0\u884c <code>kh init<\/code> \u8bbe\u7f6e\u72ec\u7acb\u7b56\u7565\u76ee\u5f55\u3002\n<\/p><\/blockquote>\n<ul>\n<li>\u81ea\u52a8\u8df3\u8fc7\u4ee5 <code>_<\/code> \u6216 <code>.<\/code> \u5f00\u5934\u7684\u6587\u4ef6<\/li>\n<li><code>\u914d\u5957.kh<\/code> \u5217\u663e\u793a\u540c\u540d\u7684 <code>.kh<\/code> \u914d\u7f6e\u6587\u4ef6\u540d\uff1b\u82e5\u65e0\u914d\u5957\u6587\u4ef6\u5219\u663e\u793a <code>-<\/code><\/li>\n<\/ul>\n<h3>kh strategy create \u2014 \u521b\u5efa\u7b56\u7565\u6a21\u677f<\/h3>\n<pre><code class=\"language-bash line-numbers\">kh strategy create &lt;name&gt; [--dir DIR]\n<\/code><\/pre>\n<table>\n<thead>\n<tr>\n<th>\u53c2\u6570<\/th>\n<th>\u8bf4\u660e<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><code>name<\/code><\/td>\n<td>\u7b56\u7565\u540d\u79f0\uff08\u7528\u4f5c\u6587\u4ef6\u540d\uff09<\/td>\n<\/tr>\n<tr>\n<td><code>--dir<\/code><\/td>\n<td>\u8f93\u51fa\u76ee\u5f55\uff08\u9ed8\u8ba4\u4f7f\u7528 <code>kh init<\/code> \u914d\u7f6e\u7684\u7b56\u7565\u76ee\u5f55\uff09<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><strong>\u751f\u6210\u4e24\u4e2a\u6587\u4ef6\uff1a<\/strong><br \/>\n&#8211; <code>&lt;name&gt;.py<\/code> \u2014 \u7b56\u7565\u4ee3\u7801\u6a21\u677f<br \/>\n&#8211; <code>&lt;name&gt;.kh<\/code> \u2014 \u914d\u5957\u914d\u7f6e\u6587\u4ef6<\/p>\n<p><strong>\u7b56\u7565\u6a21\u677f\u7ed3\u6784\uff1a<\/strong><\/p>\n<pre><code class=\"language-python line-numbers\"># coding: utf-8\n\"\"\"\u7b56\u7565: &lt;name&gt;\"\"\"\nfrom khQuantImport import *\n\ndef init():\n    \"\"\"\u521d\u59cb\u5316\u7b56\u7565\u72b6\u6001 - \u8bbe\u7f6e\u5168\u5c40\u53d8\u91cf\u3001\u53c2\u6570\u7b49\"\"\"\n    pass\n\ndef khPreMarket(data):\n    \"\"\"\u76d8\u524d\u51c6\u5907 - \u8fd4\u56de\u4fe1\u53f7\u5217\u8868\"\"\"\n    return []\n\ndef khHandlebar(data):\n    \"\"\"\u6bcf\u6839K\u7ebf\u89e6\u53d1\uff08\u4e3b\u7b56\u7565\u903b\u8f91\uff09\n    Args:\n        data: \u5305\u542b\u884c\u60c5\u6570\u636e\u7684\u5b57\u5178\uff0c\u7279\u6b8a key:\n            - \"__current_time__\": {date, time, datetime, timestamp}\n            - \u80a1\u7968\u4ee3\u7801\u4f5c\u4e3a key\uff0c\u503c\u4e3a OHLCV \u6570\u636e\n    Returns:\n        \u4fe1\u53f7\u5217\u8868: [{code, action, price, volume, reason}, ...]\n    \"\"\"\n    return []\n\ndef khPostMarket(data):\n    \"\"\"\u76d8\u540e\u6e05\u7406 - \u8fd4\u56de\u4fe1\u53f7\u5217\u8868\"\"\"\n    return []\n<\/code><\/pre>\n<p><strong>\u914d\u5957\u914d\u7f6e\u6587\u4ef6\uff08.kh\uff09\u9ed8\u8ba4\u5185\u5bb9\uff1a<\/strong><\/p>\n<pre><code class=\"language-json line-numbers\">{\n  \"strategy_file\": \"&lt;name&gt;.py\",\n  \"backtest\": {\n    \"start_time\": \"20240101\",\n    \"end_time\": \"20241231\",\n    \"init_capital\": 1000000,\n    \"period\": \"1d\"\n  },\n  \"data\": {\n    \"kline_period\": \"1d\",\n    \"stock_list\": [\"000001.SZ\"]\n  }\n}\n<\/code><\/pre>\n<p><strong>\u5b89\u5168\u68c0\u67e5\uff1a<\/strong> \u5982\u679c\u76ee\u6807\u6587\u4ef6\u5df2\u5b58\u5728\uff0c\u4f1a\u62d2\u7edd\u8986\u76d6\u5e76\u62a5\u9519\u3002<\/p>\n<h3>kh strategy validate \u2014 \u6821\u9a8c\u7b56\u7565\u6587\u4ef6<\/h3>\n<p>\u6821\u9a8c\u7b56\u7565\u6587\u4ef6\u662f\u5426\u7b26\u5408\u6846\u67b6\u8981\u6c42\u3002<strong>\u6ce8\u610f\uff1a\u6b64\u547d\u4ee4\u4f1a\u5b9e\u9645\u52a0\u8f7d\u5e76\u6267\u884c\u6a21\u5757<\/strong>\uff08\u975e\u7eaf\u9759\u6001\u5206\u6790\uff09\u3002<\/p>\n<pre><code class=\"language-bash line-numbers\">kh strategy validate &lt;path&gt;\n<\/code><\/pre>\n<p>\u68c0\u67e5\u9879\u76ee\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th>\u51fd\u6570<\/th>\n<th>\u7ea7\u522b<\/th>\n<th>\u8bf4\u660e<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><code>khHandlebar<\/code><\/td>\n<td><strong>\u5fc5\u9700<\/strong><\/td>\n<td>\u4e3b\u7b56\u7565\u903b\u8f91\uff0c\u7f3a\u5931\u5219\u65e0\u6cd5\u8fd0\u884c<\/td>\n<\/tr>\n<tr>\n<td><code>init<\/code><\/td>\n<td>\u63a8\u8350<\/td>\n<td>\u521d\u59cb\u5316\u51fd\u6570\uff0c\u7f3a\u5931\u4f1a WARN<\/td>\n<\/tr>\n<tr>\n<td><code>khPreMarket<\/code><\/td>\n<td>\u53ef\u9009<\/td>\n<td>\u76d8\u524d\u56de\u8c03<\/td>\n<\/tr>\n<tr>\n<td><code>khPostMarket<\/code><\/td>\n<td>\u53ef\u9009<\/td>\n<td>\u76d8\u540e\u56de\u8c03<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><strong>\u793a\u4f8b\uff1a<\/strong><\/p>\n<pre><code class=\"language-bash line-numbers\">kh strategy validate D:\\CLIstrategies\\RSI\u7b56\u7565.py\n<\/code><\/pre>\n<p>\u8f93\u51fa\uff1a<\/p>\n<pre><code class=\"line-numbers\">  OK khHandlebar  (\u5fc5\u9700)\n  OK init         (\u63a8\u8350)\n  OK khPreMarket  (\u53ef\u9009)\n  OK khPostMarket (\u53ef\u9009)\n<\/code><\/pre>\n<h3>kh strategy info \u2014 \u67e5\u770b\u7b56\u7565\u4fe1\u606f<\/h3>\n<p><strong>\u7eaf\u9759\u6001\u5206\u6790<\/strong>\uff08AST \u89e3\u6790\uff09\uff0c\u4e0d\u6267\u884c\u4ee3\u7801\u3002\u5c55\u793a\uff1a<br \/>\n&#8211; \u5b9a\u4e49\u7684\u6240\u6709\u51fd\u6570\uff08\u6807\u6ce8\u6807\u51c6\u56de\u8c03\u51fd\u6570\uff09<br \/>\n&#8211; import \u4f9d\u8d56\u5217\u8868<br \/>\n&#8211; \u662f\u5426\u6709\u914d\u5957 .kh \u914d\u7f6e\u6587\u4ef6<\/p>\n<pre><code class=\"language-bash line-numbers\">kh strategy info &lt;path&gt;\n<\/code><\/pre>\n<p><strong>\u793a\u4f8b\uff1a<\/strong><\/p>\n<pre><code class=\"language-bash line-numbers\">kh strategy info D:\\CLIstrategies\\RSI\u7b56\u7565.py\n<\/code><\/pre>\n<p>\u8f93\u51fa\uff1a<\/p>\n<pre><code class=\"line-numbers\">  &gt; \u7b56\u7565\u6587\u4ef6: RSI\u7b56\u7565.py\n\n  &gt; \u51fd\u6570\u5217\u8868:\n    init [\u56de\u8c03]\n    khHandlebar [\u56de\u8c03]\n\n  &gt; \u5bfc\u5165\u6a21\u5757:\n    khQuantImport\n\n  OK \u914d\u5957\u914d\u7f6e: RSI\u7b56\u7565.kh\n<\/code><\/pre>\n<blockquote><p>\n  <strong>validate vs info \u7684\u533a\u522b\uff1a<\/strong> <code>validate<\/code> \u4f1a\u5b9e\u9645\u52a0\u8f7d\u4ee3\u7801\uff08\u53ef\u80fd\u89e6\u53d1 import \u9519\u8bef\uff09\uff0c<code>info<\/code> \u53ea\u505a AST \u9759\u6001\u89e3\u6790\uff0c\u66f4\u5b89\u5168\u3002\n<\/p><\/blockquote>\n<hr \/>\n<p><a id=\"kh-tool\"><\/a><\/p>\n<h2>kh tool \u2014 \u5c0f\u5de5\u5177<\/h2>\n<pre><code class=\"line-numbers\">kh tool &lt;\u5b50\u547d\u4ee4&gt;\n\n\u5b50\u547d\u4ee4:\n  trade-day   \u67e5\u8be2\u4ea4\u6613\u65e5\n  pool        \u67e5\u770b\u9884\u8bbe\u80a1\u7968\u6c60\n<\/code><\/pre>\n<h3>kh tool trade-day \u2014 \u67e5\u8be2\u4ea4\u6613\u65e5<\/h3>\n<pre><code class=\"language-bash line-numbers\">kh tool trade-day [DATE] [--range-start START --range-end END]\n<\/code><\/pre>\n<table>\n<thead>\n<tr>\n<th>\u53c2\u6570<\/th>\n<th>\u8bf4\u660e<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><code>date<\/code><\/td>\n<td>\u65e5\u671f YYYYMMDD\uff08\u9ed8\u8ba4\u4eca\u5929\uff09<\/td>\n<\/tr>\n<tr>\n<td><code>--range-start<\/code><\/td>\n<td>\u533a\u95f4\u8d77\u59cb\u65e5\u671f<\/td>\n<\/tr>\n<tr>\n<td><code>--range-end<\/code><\/td>\n<td>\u533a\u95f4\u7ed3\u675f\u65e5\u671f<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><strong>\u793a\u4f8b\uff1a<\/strong><\/p>\n<pre><code class=\"language-bash line-numbers\"># \u67e5\u8be2\u4eca\u5929\nkh tool trade-day\n\n# \u67e5\u8be2\u6307\u5b9a\u65e5\u671f\nkh tool trade-day 20260501\n\n# \u5217\u51fa\u533a\u95f4\u5185\u6240\u6709\u4ea4\u6613\u65e5\nkh tool trade-day --range-start 20260401 --range-end 20260430\n<\/code><\/pre>\n<p>\u8f93\u51fa\u793a\u4f8b\uff08\u5355\u65e5\u67e5\u8be2\uff09\uff1a<\/p>\n<pre><code class=\"line-numbers\">  OK 20260414 (\u5468\u4e8c) \u662f\u4ea4\u6613\u65e5\n<\/code><\/pre>\n<p>\u8f93\u51fa\u793a\u4f8b\uff08\u533a\u95f4\u67e5\u8be2\uff09\uff1a<\/p>\n<pre><code class=\"line-numbers\">  &gt; \u4ea4\u6613\u65e5: 20260401 ~ 20260430 (\u5171 22 \u5929)\n    2026-04-01 (\u5468\u4e09)\n    2026-04-02 (\u5468\u56db)\n    ...\n<\/code><\/pre>\n<p>\u4ea4\u6613\u65e5\u5224\u65ad\u89c4\u5219\uff1a\u975e\u5468\u672b \u4e14 \u975e\u4e2d\u56fd\u6cd5\u5b9a\u8282\u5047\u65e5\uff08\u4f7f\u7528 <code>holidays.China()<\/code> \u5e93\uff09\u3002<\/p>\n<h3>kh tool pool \u2014 \u67e5\u770b\u9884\u8bbe\u80a1\u7968\u6c60<\/h3>\n<pre><code class=\"language-bash line-numbers\">kh tool pool [NAME] [--all]\n<\/code><\/pre>\n<table>\n<thead>\n<tr>\n<th>\u53c2\u6570<\/th>\n<th>\u8bf4\u660e<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><code>name<\/code><\/td>\n<td>\u80a1\u7968\u6c60\u540d\u79f0<\/td>\n<\/tr>\n<tr>\n<td><code>--all<\/code><\/td>\n<td>\u5217\u51fa\u6240\u6709\u53ef\u7528\u80a1\u7968\u6c60<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><strong>\u793a\u4f8b\uff1a<\/strong><\/p>\n<pre><code class=\"language-bash line-numbers\"># \u5217\u51fa\u6240\u6709\u53ef\u7528\u80a1\u7968\u6c60\nkh tool pool --all\n\n# \u67e5\u770b\u6caa\u6df1 300 \u6210\u5206\u80a1\nkh tool pool hs300\n<\/code><\/pre>\n<p>\u4e0d\u5e26\u53c2\u6570\u65f6\u9ed8\u8ba4\u5217\u51fa\u6240\u6709\u6c60\u3002\u67e5\u770b\u5177\u4f53\u6c60\u65f6\uff0c\u6bcf\u884c\u663e\u793a 6 \u53ea\u80a1\u7968\u4ee3\u7801\u3002<\/p>\n<hr \/>\n<p><a id=\"kh-doctor\"><\/a><\/p>\n<h2>kh doctor \u2014 \u73af\u5883\u8bca\u65ad<\/h2>\n<p>\u5168\u9762\u68c0\u67e5\u8fd0\u884c\u73af\u5883\uff0c<strong>\u65e0\u9700\u521d\u59cb\u5316\u5373\u53ef\u8fd0\u884c<\/strong>\u3002<\/p>\n<pre><code class=\"language-bash line-numbers\">kh doctor\n<\/code><\/pre>\n<p><strong>\u68c0\u67e5\u5185\u5bb9\uff1a<\/strong><\/p>\n<table>\n<thead>\n<tr>\n<th>\u7c7b\u522b<\/th>\n<th>\u68c0\u67e5\u9879<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>Python<\/strong><\/td>\n<td>\u7248\u672c\u53f7<\/td>\n<\/tr>\n<tr>\n<td><strong>\u6838\u5fc3\u4f9d\u8d56<\/strong> (9 \u9879)<\/td>\n<td>PyQt5, numpy, pandas, duckdb, matplotlib, Pillow, holidays, requests, psutil<\/td>\n<\/tr>\n<tr>\n<td><strong>\u53ef\u9009\u4f9d\u8d56<\/strong> (3 \u9879)<\/td>\n<td>xtquant\uff08miniQMT\uff09, baostock, schedule\uff08\u5b9a\u65f6\u540c\u6b65\uff09<\/td>\n<\/tr>\n<tr>\n<td><strong>\u6570\u636e\u6e90<\/strong><\/td>\n<td>DuckDB \u76ee\u5f55\u6709\u6548\u6027\u53ca <code>.db<\/code> \u6587\u4ef6\u6570<\/td>\n<\/tr>\n<tr>\n<td><strong>\u914d\u7f6e<\/strong><\/td>\n<td>Tushare Token\uff08\u5b58\u5728\u6027 + base64 \u683c\u5f0f\u6821\u9a8c\uff09\u3001BaoStock \u542f\u7528\u72b6\u6001<\/td>\n<\/tr>\n<tr>\n<td><strong>\u8def\u5f84<\/strong><\/td>\n<td>QMT \u8def\u5f84\u662f\u5426\u5b58\u5728<\/td>\n<\/tr>\n<tr>\n<td><strong>\u7b56\u7565\u76ee\u5f55<\/strong><\/td>\n<td>\u7b56\u7565\u76ee\u5f55\u662f\u5426\u914d\u7f6e\u3001\u662f\u5426\u5b58\u5728\u3001\u7b56\u7565\u6587\u4ef6\u6570\u91cf<\/td>\n<\/tr>\n<tr>\n<td><strong>\u56de\u6d4b\u5386\u53f2<\/strong><\/td>\n<td><code>backtest_results\/<\/code> \u4e0b\u7684\u56de\u6d4b\u7ed3\u679c\u76ee\u5f55\u6570\u91cf<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><strong>\u8f93\u51fa\u72b6\u6001\u6807\u8bb0\uff1a<\/strong><br \/>\n&#8211; <code>OK<\/code> \u2014 \u68c0\u67e5\u901a\u8fc7\uff08\u7eff\u8272\uff09<br \/>\n&#8211; <code>WARN<\/code> \u2014 \u8b66\u544a\uff0c\u4e0d\u5f71\u54cd\u6838\u5fc3\u529f\u80fd\uff08\u9ec4\u8272\uff09<br \/>\n&#8211; <code>ERR<\/code> \u2014 \u9519\u8bef\uff0c\u7f3a\u5c11\u5fc5\u8981\u4f9d\u8d56\uff08\u7ea2\u8272\uff09<\/p>\n<blockquote><p>\n  <strong>\u6ce8\u610f\uff1a<\/strong> PyQt5 \u7f3a\u5931\u65f6\u53ea\u4f1a WARN\uff08CLI \u4e0d\u9700\u8981\uff0c\u4f46 GUI \u9700\u8981\uff09\u3002\n<\/p><\/blockquote>\n<hr \/>\n<p><a id=\"kh-version\"><\/a><\/p>\n<h2>kh version \u2014 \u7248\u672c\u4fe1\u606f<\/h2>\n<pre><code class=\"language-bash line-numbers\">kh version\n<\/code><\/pre>\n<p>\u8f93\u51fa\u793a\u4f8b\uff1a<\/p>\n<pre><code class=\"line-numbers\">  \u770b\u6d77\u91cf\u5316\u56de\u6d4b\u5e73\u53f0 v3.2.12 (2026-04-14)\n<\/code><\/pre>\n<p><strong>\u65e0\u9700\u521d\u59cb\u5316\u5373\u53ef\u8fd0\u884c\u3002<\/strong><\/p>\n<hr \/>\n<p><a id=\"kh-gui\"><\/a><\/p>\n<h2>kh gui \u2014 \u542f\u52a8\u56fe\u5f62\u754c\u9762<\/h2>\n<pre><code class=\"language-bash line-numbers\">kh gui\n<\/code><\/pre>\n<p>\u6e90\u7801\u6a21\u5f0f\u4e0b\u7b49\u4ef7\u4e8e\u8fd0\u884c <code>python GUIkhQuant.py<\/code>\uff1b\u6253\u5305\u6a21\u5f0f\u4e0b\u4f1a\u542f\u52a8 <code>\u770b\u6d77\u91cf\u5316\u56de\u6d4b\u5e73\u53f0.exe<\/code>\u3002<\/p>\n<p><strong>\u65e0\u9700\u521d\u59cb\u5316\u5373\u53ef\u8fd0\u884c\u3002<\/strong><\/p>\n<hr \/>\n<h1>\u7b2c\u4e09\u90e8\u5206 \u00b7 \u9644\u5f55<\/h1>\n<hr \/>\n<p><a id=\"\u914d\u7f6e\u9879\u4e00\u89c8\"><\/a><\/p>\n<h2>\u914d\u7f6e\u9879\u4e00\u89c8<\/h2>\n<p>\u914d\u7f6e\u6587\u4ef6\u8def\u5f84\uff1a<code>~\/.khquant\/settings.json<\/code><\/p>\n<table>\n<thead>\n<tr>\n<th>\u914d\u7f6e\u9879<\/th>\n<th>\u7c7b\u578b<\/th>\n<th>\u9ed8\u8ba4\u503c<\/th>\n<th>\u8bf4\u660e<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><code>backtest_data_source<\/code><\/td>\n<td>string<\/td>\n<td><code>\"duckdb\"<\/code><\/td>\n<td>\u56de\u6d4b\u6570\u636e\u6e90: <code>duckdb<\/code> \u6216 <code>miniqmt<\/code><\/td>\n<\/tr>\n<tr>\n<td><code>duckdb_data_path<\/code><\/td>\n<td>string<\/td>\n<td><code>\"\"<\/code><\/td>\n<td>DuckDB \u6570\u636e\u6839\u76ee\u5f55<\/td>\n<\/tr>\n<tr>\n<td><code>strategy_dir<\/code><\/td>\n<td>string<\/td>\n<td><code>\"\"<\/code><\/td>\n<td>\u7b56\u7565\u6587\u4ef6\u5b58\u653e\u76ee\u5f55\uff08\u5efa\u8bae\u72ec\u7acb\u76ee\u5f55\uff09<\/td>\n<\/tr>\n<tr>\n<td><code>qmt_path<\/code><\/td>\n<td>string<\/td>\n<td><code>\"\"<\/code><\/td>\n<td>miniQMT userdata_mini \u8def\u5f84<\/td>\n<\/tr>\n<tr>\n<td><code>client_path<\/code><\/td>\n<td>string<\/td>\n<td><code>\"\"<\/code><\/td>\n<td>miniQMT \u5ba2\u6237\u7aef\u8def\u5f84<\/td>\n<\/tr>\n<tr>\n<td><code>tushare_token<\/code><\/td>\n<td>string<\/td>\n<td><code>\"\"<\/code><\/td>\n<td>Tushare Token\uff08base64 \u7f16\u7801\u5b58\u50a8\uff09<\/td>\n<\/tr>\n<tr>\n<td><code>tushare_api_url<\/code><\/td>\n<td>string<\/td>\n<td><code>\"https:\/\/api.tushare.pro\"<\/code><\/td>\n<td>Tushare API \u5730\u5740<\/td>\n<\/tr>\n<tr>\n<td><code>tushare_use_proxy<\/code><\/td>\n<td>bool<\/td>\n<td><code>false<\/code><\/td>\n<td>\u662f\u5426\u4f7f\u7528 Tushare \u4ee3\u7406<\/td>\n<\/tr>\n<tr>\n<td><code>tushare_proxy_url<\/code><\/td>\n<td>string<\/td>\n<td><code>\"\"<\/code><\/td>\n<td>Tushare \u4ee3\u7406\u5730\u5740<\/td>\n<\/tr>\n<tr>\n<td><code>baostock_enabled<\/code><\/td>\n<td>bool<\/td>\n<td><code>false<\/code><\/td>\n<td>\u662f\u5426\u542f\u7528 BaoStock<\/td>\n<\/tr>\n<tr>\n<td><code>risk_free_rate<\/code><\/td>\n<td>float<\/td>\n<td><code>0.03<\/code><\/td>\n<td>\u65e0\u98ce\u9669\u5229\u7387\uff080.0~1.0\uff09<\/td>\n<\/tr>\n<tr>\n<td><code>volume_limit_enabled<\/code><\/td>\n<td>bool<\/td>\n<td><code>false<\/code><\/td>\n<td>\u662f\u5426\u542f\u7528\u6210\u4ea4\u91cf\u9650\u5236<\/td>\n<\/tr>\n<tr>\n<td><code>participation_rate<\/code><\/td>\n<td>float<\/td>\n<td><code>0.1<\/code><\/td>\n<td>\u6210\u4ea4\u91cf\u53c2\u4e0e\u7387\uff080.0~1.0\uff09<\/td>\n<\/tr>\n<tr>\n<td><code>allow_partial_fill<\/code><\/td>\n<td>bool<\/td>\n<td><code>true<\/code><\/td>\n<td>\u662f\u5426\u5141\u8bb8\u90e8\u5206\u6210\u4ea4<\/td>\n<\/tr>\n<tr>\n<td><code>auto_report<\/code><\/td>\n<td>bool<\/td>\n<td><code>false<\/code><\/td>\n<td>\u56de\u6d4b\u540e\u81ea\u52a8\u751f\u6210 HTML \u62a5\u544a<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<hr \/>\n<p><a id=\"\u9884\u8bbe\u80a1\u7968\u6c60\"><\/a><\/p>\n<h2>\u9884\u8bbe\u80a1\u7968\u6c60<\/h2>\n<p>\u53ef\u7528\u4e8e <code>--pool<\/code> \u53c2\u6570\u548c <code>kh tool pool<\/code> \u547d\u4ee4\u3002<\/p>\n<table>\n<thead>\n<tr>\n<th>\u540d\u79f0<\/th>\n<th>\u63cf\u8ff0<\/th>\n<th>CSV \u6587\u4ef6<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><code>a<\/code><\/td>\n<td>\u6caa\u6df1A\u80a1<\/td>\n<td>\u6caa\u6df1A\u80a1_\u80a1\u7968\u5217\u8868.csv<\/td>\n<\/tr>\n<tr>\n<td><code>sha<\/code><\/td>\n<td>\u4e0a\u8bc1A\u80a1<\/td>\n<td>\u4e0a\u8bc1A\u80a1_\u80a1\u7968\u5217\u8868.csv<\/td>\n<\/tr>\n<tr>\n<td><code>sza<\/code><\/td>\n<td>\u6df1\u8bc1A\u80a1<\/td>\n<td>\u6df1\u8bc1A\u80a1_\u80a1\u7968\u5217\u8868.csv<\/td>\n<\/tr>\n<tr>\n<td><code>hs300<\/code><\/td>\n<td>\u6caa\u6df1300<\/td>\n<td>\u6caa\u6df1300\u6210\u5206\u80a1_\u80a1\u7968\u5217\u8868.csv<\/td>\n<\/tr>\n<tr>\n<td><code>sz50<\/code><\/td>\n<td>\u4e0a\u8bc150<\/td>\n<td>\u4e0a\u8bc150\u6210\u5206\u80a1_\u80a1\u7968\u5217\u8868.csv<\/td>\n<\/tr>\n<tr>\n<td><code>zz500<\/code><\/td>\n<td>\u4e2d\u8bc1500<\/td>\n<td>\u4e2d\u8bc1500\u6210\u5206\u80a1_\u80a1\u7968\u5217\u8868.csv<\/td>\n<\/tr>\n<tr>\n<td><code>gem<\/code><\/td>\n<td>\u521b\u4e1a\u677f<\/td>\n<td>\u521b\u4e1a\u677f_\u80a1\u7968\u5217\u8868.csv<\/td>\n<\/tr>\n<tr>\n<td><code>star<\/code><\/td>\n<td>\u79d1\u521b\u677f<\/td>\n<td>\u79d1\u521b\u677f_\u80a1\u7968\u5217\u8868.csv<\/td>\n<\/tr>\n<tr>\n<td><code>etf<\/code><\/td>\n<td>\u6caa\u6df1ETF<\/td>\n<td>\u6caa\u6df1ETF_\u80a1\u7968\u5217\u8868.csv<\/td>\n<\/tr>\n<tr>\n<td><code>t0etf<\/code><\/td>\n<td>T0\u578bETF<\/td>\n<td>T0\u578bETF_\u80a1\u7968\u5217\u8868.csv<\/td>\n<\/tr>\n<tr>\n<td><code>t0stock<\/code><\/td>\n<td>T0\u80a1\u7968\u578bETF<\/td>\n<td>T0\u80a1\u7968\u578bETF_\u80a1\u7968\u5217\u8868.csv<\/td>\n<\/tr>\n<tr>\n<td><code>bond<\/code><\/td>\n<td>\u6caa\u6df1\u8f6c\u503a<\/td>\n<td>\u6caa\u6df1\u8f6c\u503a_\u80a1\u7968\u5217\u8868.csv<\/td>\n<\/tr>\n<tr>\n<td><code>index<\/code><\/td>\n<td>\u5e38\u7528\u6307\u6570<\/td>\n<td>\u5e38\u7528\u6307\u6570_\u80a1\u7968\u5217\u8868.csv<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<blockquote><p>\n  \u80a1\u7968\u6c60\u6587\u4ef6\u4f4d\u4e8e <code>data\/<\/code> \u76ee\u5f55\u3002\u5982\u679c\u6587\u4ef6\u4e0d\u5b58\u5728\uff0c\u8fd0\u884c <code>kh data update-pool<\/code> \u66f4\u65b0\uff08\u9700\u8981 xtquant\uff09\u3002\n<\/p><\/blockquote>\n<hr \/>\n<p><a id=\"\u6570\u636e\u6e90\u5bf9\u6bd4\"><\/a><\/p>\n<h2>\u6570\u636e\u6e90\u5bf9\u6bd4<\/h2>\n<table>\n<thead>\n<tr>\n<th>\u7279\u6027<\/th>\n<th>xtdata (miniQMT)<\/th>\n<th>Tushare<\/th>\n<th>BaoStock<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>\u8d39\u7528<\/strong><\/td>\n<td>\u5238\u5546\u5f00\u6237\u514d\u8d39<\/td>\n<td>\u79ef\u5206\u5236\uff08\u57fa\u7840\u514d\u8d39\uff09<\/td>\n<td>\u5b8c\u5168\u514d\u8d39<\/td>\n<\/tr>\n<tr>\n<td><strong>\u65e5\u7ebf<\/strong><\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<\/tr>\n<tr>\n<td><strong>1 \u5206\u949f\u7ebf<\/strong><\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u274c<\/td>\n<\/tr>\n<tr>\n<td><strong>5 \u5206\u949f\u7ebf<\/strong><\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<td>\u2705<\/td>\n<\/tr>\n<tr>\n<td><strong>Tick \u6570\u636e<\/strong><\/td>\n<td>\u2705<\/td>\n<td>\u274c<\/td>\n<td>\u274c<\/td>\n<\/tr>\n<tr>\n<td><strong>\u590d\u6743\u7c7b\u578b<\/strong><\/td>\n<td>\u524d\/\u540e\/\u524d\u6bd4\u4f8b\/\u540e\u6bd4\u4f8b<\/td>\n<td>\u524d\/\u540e<\/td>\n<td>\u524d\/\u540e<\/td>\n<\/tr>\n<tr>\n<td><strong>\u5b9e\u65f6\u6570\u636e<\/strong><\/td>\n<td>\u2705<\/td>\n<td>\u274c<\/td>\n<td>\u274c<\/td>\n<\/tr>\n<tr>\n<td><strong>\u5b89\u88c5\u8981\u6c42<\/strong><\/td>\n<td>QMT \u5ba2\u6237\u7aef\u8fd0\u884c<\/td>\n<td>pip install tushare<\/td>\n<td>pip install baostock<\/td>\n<\/tr>\n<tr>\n<td><strong>\u7f51\u7edc\u91cd\u8bd5<\/strong><\/td>\n<td>worker \u5185\u90e8\u5904\u7406<\/td>\n<td>\u81ea\u52a8 3 \u6b21\u6307\u6570\u9000\u907f<\/td>\n<td>worker \u5185\u90e8\u5904\u7406<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<hr \/>\n<p><a id=\"kh-\u914d\u7f6e\u6587\u4ef6\u683c\u5f0f\"><\/a><\/p>\n<h2>.kh \u914d\u7f6e\u6587\u4ef6\u683c\u5f0f<\/h2>\n<p><code>.kh<\/code> \u6587\u4ef6\u662f JSON \u683c\u5f0f\u7684\u56de\u6d4b\u914d\u7f6e\u6587\u4ef6\u3002<\/p>\n<pre><code class=\"language-json line-numbers\">{\n  \"strategy_file\": \"RSI\u7b56\u7565.py\",\n  \"backtest\": {\n    \"start_time\": \"20240101\",\n    \"end_time\": \"20241231\",\n    \"init_capital\": 1000000,\n    \"period\": \"1d\",\n    \"trade_cost\": {\n      \"commission_rate\": 0.0003,\n      \"stamp_tax_rate\": 0.001,\n      \"min_commission\": 5.0,\n      \"slippage\": {\n        \"type\": \"ratio\",\n        \"ratio\": 0.001\n      }\n    }\n  },\n  \"data\": {\n    \"kline_period\": \"1d\",\n    \"stock_list\": [\"000001.SZ\", \"600000.SH\"],\n    \"dividend_type\": \"front\"\n  },\n  \"risk\": {\n    \"max_position_ratio\": 1.0,\n    \"single_stock_ratio\": 0.3\n  }\n}\n<\/code><\/pre>\n<p><strong>\u6838\u5fc3\u5b57\u6bb5\uff1a<\/strong><\/p>\n<table>\n<thead>\n<tr>\n<th>\u5b57\u6bb5<\/th>\n<th>\u8bf4\u660e<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><code>strategy_file<\/code><\/td>\n<td>\u7b56\u7565 .py \u6587\u4ef6\u8def\u5f84\uff08\u76f8\u5bf9\u4e8e\u9879\u76ee\u6839\u76ee\u5f55\uff09<\/td>\n<\/tr>\n<tr>\n<td><code>backtest.start_time<\/code><\/td>\n<td>\u56de\u6d4b\u5f00\u59cb\u65e5\u671f YYYYMMDD<\/td>\n<\/tr>\n<tr>\n<td><code>backtest.end_time<\/code><\/td>\n<td>\u56de\u6d4b\u7ed3\u675f\u65e5\u671f YYYYMMDD<\/td>\n<\/tr>\n<tr>\n<td><code>backtest.init_capital<\/code><\/td>\n<td>\u521d\u59cb\u8d44\u91d1\uff08\u5143\uff09<\/td>\n<\/tr>\n<tr>\n<td><code>data.kline_period<\/code><\/td>\n<td>K \u7ebf\u5468\u671f: <code>tick<\/code>, <code>1m<\/code>, <code>5m<\/code>, <code>1d<\/code><\/td>\n<\/tr>\n<tr>\n<td><code>data.stock_list<\/code><\/td>\n<td>\u80a1\u7968\u6c60\uff08\u4ee3\u7801\u6570\u7ec4\uff09<\/td>\n<\/tr>\n<tr>\n<td><code>backtest.trade_cost.commission_rate<\/code><\/td>\n<td>\u4f63\u91d1\u7387\uff08\u9ed8\u8ba4\u4e07\u4e09\uff09<\/td>\n<\/tr>\n<tr>\n<td><code>backtest.trade_cost.stamp_tax_rate<\/code><\/td>\n<td>\u5370\u82b1\u7a0e\u7387\uff08\u9ed8\u8ba4\u5343\u4e00\uff09<\/td>\n<\/tr>\n<tr>\n<td><code>backtest.trade_cost.slippage.type<\/code><\/td>\n<td>\u6ed1\u70b9\u7c7b\u578b: <code>tick<\/code>\uff08\u7edd\u5bf9\u503c\uff09\u6216 <code>ratio<\/code>\uff08\u767e\u5206\u6bd4\uff09<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<hr \/>\n<p><a id=\"\u80a1\u7968\u4ee3\u7801\u683c\u5f0f\"><\/a><\/p>\n<h2>\u80a1\u7968\u4ee3\u7801\u683c\u5f0f<\/h2>\n<p>\u6807\u51c6\u683c\u5f0f\u4e3a <code>\u4ee3\u7801.\u5e02\u573a\u540e\u7f00<\/code>\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th>\u5e02\u573a<\/th>\n<th>\u540e\u7f00<\/th>\n<th>\u4ee3\u7801\u524d\u7f00<\/th>\n<th>\u793a\u4f8b<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u4e0a\u6d77<\/td>\n<td><code>.SH<\/code><\/td>\n<td>6, 5 \u5f00\u5934<\/td>\n<td><code>600000.SH<\/code><\/td>\n<\/tr>\n<tr>\n<td>\u6df1\u5733<\/td>\n<td><code>.SZ<\/code><\/td>\n<td>0, 3 \u5f00\u5934<\/td>\n<td><code>000001.SZ<\/code><\/td>\n<\/tr>\n<tr>\n<td>\u5317\u4eac<\/td>\n<td><code>.BJ<\/code><\/td>\n<td>4, 8 \u5f00\u5934<\/td>\n<td><code>430047.BJ<\/code><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u8f93\u5165\u7eaf\u6570\u5b57\u65f6 CLI \u4f1a\u81ea\u52a8\u8865\u5145\u540e\u7f00\u3002<\/p>\n<hr \/>\n<p><a id=\"\u5e38\u89c1\u95ee\u9898\"><\/a><\/p>\n<h2>\u5e38\u89c1\u95ee\u9898<\/h2>\n<h3>Q: \u63d0\u793a &#8220;\u5c1a\u672a\u521d\u59cb\u5316&#8221;<\/h3>\n<pre><code class=\"line-numbers\">ERR \u5c1a\u672a\u521d\u59cb\u5316\uff0c\u8bf7\u5148\u8fd0\u884c: kh init\n<\/code><\/pre>\n<p>\u8fd0\u884c <code>kh init<\/code> \u5b8c\u6210\u9996\u6b21\u914d\u7f6e\u3002<\/p>\n<h3>Q: PowerShell \u63d0\u793a &#8220;\u65e0\u6cd5\u5c06 kh \u8bc6\u522b\u4e3a\u547d\u4ee4&#8221;<\/h3>\n<p>\u5e38\u89c1\u62a5\u9519\uff1a<\/p>\n<pre><code class=\"language-text line-numbers\">kh : \u65e0\u6cd5\u5c06\u201ckh\u201d\u9879\u8bc6\u522b\u4e3a cmdlet\u3001\u51fd\u6570\u3001\u811a\u672c\u6587\u4ef6\u6216\u53ef\u8fd0\u884c\u7a0b\u5e8f\u7684\u540d\u79f0\n<\/code><\/pre>\n<p>\u5904\u7406\u65b9\u5f0f\uff1a<\/p>\n<ul>\n<li>\u4e34\u65f6\u8fd0\u884c\uff1a\u5728\u9879\u76ee\u6839\u76ee\u5f55\u6267\u884c <code>.\\kh init<\/code><\/li>\n<li>\u63a8\u8350\u65b9\u5f0f\uff1a\u6267\u884c <code>.\\setup_kh_profile.ps1<\/code>\uff08\u82e5\u53d7\u6267\u884c\u7b56\u7565\u9650\u5236\uff0c\u7528 <code>powershell -ExecutionPolicy Bypass -File .\\setup_kh_profile.ps1<\/code>\uff09<\/li>\n<li>\u957f\u671f\u65b9\u6848\uff1a\u628a <code>kh.bat<\/code> \u6240\u5728\u76ee\u5f55\u52a0\u5165\u7528\u6237 PATH\uff08\u89c1\u4e0a\u6587\u201c\u6e90\u7801\u6a21\u5f0f\u4e00\u952e\u52a0\u5165\u7528\u6237 PATH\uff08\u901a\u7528\u5199\u6cd5\uff09\u201d\uff09<\/li>\n<li>\u517c\u5bb9\u5199\u6cd5\uff1a\u76f4\u63a5\u7528 <code>python kh.py &lt;command&gt;<\/code><\/li>\n<\/ul>\n<h3>Q: xtquant \u65e0\u6cd5\u8fde\u63a5<\/h3>\n<pre><code class=\"line-numbers\">ERR xtquant \u65e0\u6cd5\u8fde\u63a5\uff0c\u8bf7\u786e\u8ba4 QMT \u5ba2\u6237\u7aef\u5df2\u542f\u52a8\u5e76\u767b\u5f55\n<\/code><\/pre>\n<ul>\n<li>\u786e\u4fdd QMT \u5ba2\u6237\u7aef\u6b63\u5728\u8fd0\u884c\u4e14\u5df2\u767b\u5f55<\/li>\n<li>\u5982\u679c\u53ea\u4f7f\u7528 DuckDB \u672c\u5730\u6570\u636e\uff1a<code>kh config set backtest_data_source duckdb<\/code><\/li>\n<\/ul>\n<h3>Q: \u56de\u6d4b\u8fdb\u7a0b\u4e0d\u9000\u51fa<\/h3>\n<p>\u56de\u6d4b\u5b8c\u6210\u540e\u8fdb\u7a0b\u53ef\u80fd\u56e0 xtquant \u540e\u53f0\u7ebf\u7a0b\u800c\u6302\u8d77\u3002CLI \u5df2\u5185\u7f6e <code>os._exit()<\/code> \u5f3a\u5236\u9000\u51fa\u673a\u5236\uff0c\u6b63\u5e38\u4f7f\u7528\u65e0\u9700\u5173\u6ce8\u3002<\/p>\n<h3>Q: \u5b9a\u65f6\u540c\u6b65\u63d0\u793a\u7f3a\u5c11 schedule \u5e93<\/h3>\n<pre><code class=\"language-bash line-numbers\">pip install schedule\n<\/code><\/pre>\n<h3>Q: \u5982\u4f55\u5728\u811a\u672c\u4e2d\u81ea\u52a8\u5316\u56de\u6d4b\uff1f<\/h3>\n<p>\u4f7f\u7528 <code>--json<\/code> \u53c2\u6570\u83b7\u53d6\u7ed3\u6784\u5316\u8f93\u51fa\uff1a<\/p>\n<pre><code class=\"language-bash line-numbers\">kh run configs\/my.kh --json 2&gt;nul\n<\/code><\/pre>\n<h3>Q: \u63d0\u793a &#8220;DuckDB \u6570\u636e\u5e93\u88ab\u5176\u4ed6\u8fdb\u7a0b\u5360\u7528&#8221;<\/h3>\n<pre><code class=\"line-numbers\">ERR DuckDB \u6570\u636e\u5e93\u88ab\u5176\u4ed6\u8fdb\u7a0b\u5360\u7528\uff0c\u65e0\u6cd5\u6253\u5f00\n&gt; \u88ab\u9501\u6587\u4ef6: D:\\khData\\metadata.db\n&gt; \u5360\u7528\u8fdb\u7a0b: python.exe (PID 12345)\n\n&gt; \u8bf7\u5148\u5173\u95ed\u5360\u7528\u7a0b\u5e8f\uff08\u5982 GUI\u3001\u6570\u636e\u67e5\u770b\u5668\uff09\uff0c\u6216\u624b\u52a8\u7ed3\u675f\u8fdb\u7a0b:\n    taskkill \/pid 12345 \/f\n<\/code><\/pre>\n<p>DuckDB \u662f\u5355\u8fdb\u7a0b\u72ec\u5360\u6570\u636e\u5e93\uff0c\u540c\u4e00\u65f6\u523b\u53ea\u80fd\u6709\u4e00\u4e2a\u8fdb\u7a0b\u6253\u5f00\u3002\u5173\u95ed\u6b63\u5728\u5360\u7528\u7684\u7a0b\u5e8f\uff08\u5982 GUI\u3001\u6570\u636e\u67e5\u770b\u5668\uff09\uff0c\u6216\u6309\u63d0\u793a\u4e2d\u7684 <code>taskkill<\/code> \u547d\u4ee4\u7ed3\u675f\u8fdb\u7a0b\u540e\u91cd\u8bd5\u3002<\/p>\n<h3>Q: \u6570\u636e\u5e93\u6587\u4ef6\u635f\u574f\u600e\u4e48\u529e\uff1f<\/h3>\n<pre><code class=\"language-bash line-numbers\">kh data repair\n<\/code><\/pre>\n<h3>Q: \u5982\u4f55\u67e5\u770b\u6240\u6709\u53ef\u7528\u547d\u4ee4\u548c\u9009\u9879\uff1f<\/h3>\n<pre><code class=\"language-bash line-numbers\">kh --help              # \u663e\u793a\u6240\u6709\u9876\u7ea7\u547d\u4ee4: init, config, run, data, result, strategy, tool, doctor, version, gui\nkh data --help         # \u6570\u636e\u5e93\u7ba1\u7406\u5b50\u547d\u4ee4: list, stats, info, download, scan, export, repair, update-pool, sync\nkh result --help       # \u56de\u6d4b\u7ed3\u679c\u5b50\u547d\u4ee4: list, show, report, compare, clean\nkh strategy --help     # \u7b56\u7565\u7ba1\u7406\u5b50\u547d\u4ee4: list, create, validate, info\nkh tool --help         # \u5c0f\u5de5\u5177\u5b50\u547d\u4ee4: trade-day, pool\n<\/code><\/pre>\n","protected":false},"excerpt":{"rendered":"<p>CLI\u547d\u4ee4\u884c\u754c\u9762\u529f\u80fd\u9700\u4f7f\u7528V3.3.0\u53ca\u4ee5\u4e0a\u7248\u672c\uff0c\u5185\u6d4b\u7528\u6237\u9700\u5148\u5347\u7ea7\u81f3\u6700\u65b0\u7248\u672c\u3002 \u5728\u4f7f\u7528\u8be5\u529f\u80fd\u524d\uff0c\u63a8\u8350\u5927\u5bb6\u90fd\u5148\u6309 [&hellip;]<\/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-1053","page","type-page","status-publish","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/khsci.com\/khQuant\/wp-json\/wp\/v2\/pages\/1053","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=1053"}],"version-history":[{"count":5,"href":"https:\/\/khsci.com\/khQuant\/wp-json\/wp\/v2\/pages\/1053\/revisions"}],"predecessor-version":[{"id":1060,"href":"https:\/\/khsci.com\/khQuant\/wp-json\/wp\/v2\/pages\/1053\/revisions\/1060"}],"wp:attachment":[{"href":"https:\/\/khsci.com\/khQuant\/wp-json\/wp\/v2\/media?parent=1053"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}