{"id":1360,"date":"2026-08-09T10:16:49","date_gmt":"2026-08-09T02:16:49","guid":{"rendered":"https:\/\/khsci.com\/khQuant\/?page_id=1360"},"modified":"2026-08-09T10:20:25","modified_gmt":"2026-08-09T02:20:25","slug":"web-backtest","status":"publish","type":"page","link":"https:\/\/khsci.com\/khQuant\/web-backtest\/","title":{"rendered":"\u770b\u6d77\u91cf\u5316 Web \u56de\u6d4b\u5de5\u4f5c\u53f0\u4f7f\u7528\u6559\u7a0b"},"content":{"rendered":"<style>\n.khq-web-manual{max-width:980px;margin:0 auto;padding:8px 0 36px;line-height:1.82;font-size:16px;color:#243042;word-break:break-word;}\n.khq-web-manual h1{font-size:2.05rem;line-height:1.28;margin:0 0 18px;color:#10213f;}\n.khq-web-manual h2{font-size:1.45rem;line-height:1.4;margin:38px 0 14px;padding-top:8px;color:#12345f;border-top:1px solid #e7edf5;}\n.khq-web-manual h3{font-size:1.16rem;line-height:1.5;margin:24px 0 10px;color:#163b68;}\n.khq-web-manual blockquote{margin:18px 0;padding:14px 18px;border-left:4px solid #1e88e5;background:#f4f9ff;color:#36506f;border-radius:0 10px 10px 0;}\n.khq-web-manual code{background:#f3f6fa;border:1px solid #e6edf5;border-radius:5px;padding:.12em .36em;font-size:.92em;}\n.khq-web-manual pre{background:#0f172a;color:#e5edf7;border-radius:12px;padding:16px;overflow:auto;line-height:1.65;border:1px solid #24324a;}\n.khq-web-manual pre code{background:transparent;border:0;color:inherit;padding:0;font-size:.93em;white-space:pre;}\n.khq-web-manual table{width:100%;border-collapse:collapse;margin:16px 0 22px;font-size:.96em;display:block;overflow-x:auto;}\n.khq-web-manual th,.khq-web-manual td{border:1px solid #e2e8f0;padding:10px 12px;vertical-align:top;}\n.khq-web-manual th{background:#f7fafc;color:#173b63;font-weight:600;}\n.khq-web-manual img{max-width:100%;height:auto;border-radius:10px;box-shadow:0 8px 28px rgba(15,35,60,.09);}\n.khq-web-manual div[align=\"center\"]{margin:18px auto 8px;}\n.khq-web-manual div[align=\"center\"] em{display:inline-block;margin-top:4px;color:#66758a;font-size:.92em;line-height:1.6;}\n.khq-web-manual a{color:#1167b1;text-decoration:none;border-bottom:1px solid rgba(17,103,177,.25);}\n.khq-web-manual a:hover{border-bottom-color:rgba(17,103,177,.8);}\n@media (max-width:768px){.khq-web-manual{font-size:15px;padding:0 2px 24px}.khq-web-manual h1{font-size:1.62rem}.khq-web-manual h2{font-size:1.27rem}.khq-web-manual h3{font-size:1.08rem}.khq-web-manual pre{padding:13px;border-radius:10px}.khq-web-manual div[align=\"center\"] img{width:auto!important;max-width:100%!important}.khq-web-manual blockquote{padding:12px 14px;margin:16px 0}}\n<\/style>\n<div class=\"khq-web-manual\">\n<blockquote><p>\n\u9002\u7528\u7248\u672c\uff1a\u770b\u6d77\u91cf\u5316 V3.4.0 VIP \u4e13\u9879\u684c\u9762\u7248\uff0c\u4ee5\u53ca\u540e\u7eed\u660e\u786e\u5305\u542b Web \u6a21\u5757\u7684\u7248\u672c\u3002\u672c\u6587\u4ee5 Windows V3.4.0 \u4e3a\u4f8b\uff0c\u8bb2\u89e3\u5982\u4f55\u4ece\u684c\u9762\u4e3b\u7a0b\u5e8f\u6253\u5f00\u7f51\u9875\u5de5\u4f5c\u53f0\u3001\u5bfc\u5165\u7b56\u7565\u3001\u914d\u7f6e\u53c2\u6570\u3001\u8fd0\u884c\u56de\u6d4b\u3001\u67e5\u770b\u62a5\u544a\uff0c\u5e76\u901a\u8fc7\u624b\u673a\u4e34\u65f6\u8fdc\u7a0b\u63a7\u5236\u3002\u6e90\u7801\u90e8\u7f72\u7684\u5b89\u88c5\u65b9\u5f0f\u548c\u53d1\u884c\u8fb9\u754c\u4e0e\u684c\u9762\u4e13\u9879\u7248\u4e0d\u540c\uff0c\u8bf7\u4ee5\u5bf9\u5e94\u4ed3\u5e93\u8bf4\u660e\u4e3a\u51c6\u3002\n<\/p><\/blockquote>\n<p>Web \u56de\u6d4b\u5de5\u4f5c\u53f0\u4e0d\u662f\u4e00\u5957\u65b0\u7684\u56de\u6d4b\u5f15\u64ce\u3002\u5b83\u628a\u770b\u6d77\u91cf\u5316\u539f\u6709\u7684 <code>kh run<\/code> \u56de\u6d4b\u80fd\u529b\u505a\u6210\u4e86\u9002\u5408\u7535\u8111\u3001\u5e73\u677f\u548c\u624b\u673a\u4f7f\u7528\u7684\u7f51\u9875\u754c\u9762\u3002\u7b56\u7565\u3001DuckDB \u884c\u60c5\u3001\u56de\u6d4b\u7ed3\u679c\u4ecd\u4fdd\u5b58\u5728\u8fd0\u884c\u770b\u6d77\u91cf\u5316\u7684\u4e3b\u673a\u4e0a\uff0c\u6d4f\u89c8\u5668\u4e3b\u8981\u8d1f\u8d23\u914d\u7f6e\u3001\u63a7\u5236\u548c\u67e5\u770b\u3002<\/p>\n<p>\u8fd9\u5e26\u6765\u4e09\u4e2a\u76f4\u63a5\u597d\u5904\uff1a<\/p>\n<ol>\n<li>\u7535\u8111\u4e0a\u53ef\u4ee5\u4f7f\u7528\u66f4\u6e05\u6670\u7684\u7f51\u9875\u5e03\u5c40\u7ba1\u7406\u7b56\u7565\u3001\u53c2\u6570\u548c\u5386\u53f2\u7ed3\u679c\uff1b<\/li>\n<li>\u6d4f\u89c8\u5668\u5173\u95ed\u540e\uff0c\u56de\u6d4b\u4efb\u52a1\u4ecd\u7531\u72ec\u7acb\u8fdb\u7a0b\u7ee7\u7eed\u8fd0\u884c\uff0c\u91cd\u65b0\u6253\u5f00\u9875\u9762\u4f1a\u6062\u590d\u72b6\u6001\uff1b<\/li>\n<li>\u4e34\u65f6\u5916\u51fa\u65f6\uff0c\u53ef\u4ee5\u5728\u4e0d\u7533\u8bf7\u516c\u7f51 IP\u3001\u4e0d\u914d\u7f6e\u8def\u7531\u5668\u7aef\u53e3\u7684\u60c5\u51b5\u4e0b\uff0c\u7528\u624b\u673a\u67e5\u770b\u65e5\u5fd7\u3001\u505c\u6b62\u4efb\u52a1\u6216\u542f\u52a8\u4e0b\u4e00\u6b21\u56de\u6d4b\u3002<\/li>\n<\/ol>\n<div align=\"center\">\n  <img decoding=\"async\" src=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/2026\/08\/khquant-web-v340-01-overview.png\" alt=\"\u770b\u6d77\u91cf\u5316 Web \u56de\u6d4b\u5de5\u4f5c\u53f0\u6982\u89c8\" width=\"88%\" \/>\n<\/div>\n<div align=\"center\"><em>\u56fe 1 \u00b7 Web \u5de5\u4f5c\u53f0\u628a\u672c\u673a\u7b56\u7565\u3001DuckDB\u3001\u56de\u6d4b\u4efb\u52a1\u548c\u8de8\u8bbe\u5907\u63a7\u5236\u8fde\u63a5\u5728\u4e00\u8d77<\/em><\/div>\n<hr>\n<h2 id=\"md-heading-1\">\u4e00\u3001\u5f00\u59cb\u524d\u9700\u8981\u51c6\u5907\u4ec0\u4e48<\/h2>\n<p>\u7b2c\u4e00\u6b21\u4f7f\u7528\u524d\uff0c\u8bf7\u9010\u9879\u786e\u8ba4\u4e0b\u9762\u7684\u6761\u4ef6\u3002<\/p>\n<h3 id=\"md-heading-2\">1. \u5b89\u88c5\u5305\u542b Web \u6a21\u5757\u7684 V3.4.0 VIP \u4e13\u9879\u7248<\/h3>\n<p>\u770b\u6d77\u91cf\u5316 V3 \u684c\u9762\u4e13\u9879\u7248\u4ec5\u5411\u6743\u76ca\u6709\u6548\u7684 khQuant VIP \u7528\u6237\u63d0\u4f9b\u3002\u5df2\u5f00\u901a VIP \u7684\u7528\u6237\u8bf7\u767b\u5f55 V3 \u4e13\u9879\u4e0b\u8f7d\u9875\u83b7\u53d6\u5f53\u524d\u5b89\u88c5\u5305\uff1a<\/p>\n<p><a href=\"https:\/\/khsci.com\/khQuant\/beta\/\">https:\/\/khsci.com\/khQuant\/beta\/<\/a><\/p>\n<p>\u975e VIP \u7528\u6237\u4e0d\u80fd\u4ece\u8be5\u4e13\u9879\u9875\u4e0b\u8f7d V3 \u684c\u9762\u5b89\u88c5\u5305\uff1b\u5b98\u7f51\u516c\u5f00\u4e0b\u8f7d\u533a\u7ee7\u7eed\u63d0\u4f9b V2.1 \u516c\u5f00\u7248\u3002V3 \u5b89\u88c5\u5305\u7684\u771f\u5b9e\u4e0b\u8f7d\u5730\u5740\u53ea\u5728\u767b\u5f55\u540e\u7684 VIP \u4e13\u9879\u9875\u9762\u663e\u793a\uff0c\u4e0d\u5e94\u4ece\u5176\u4ed6\u9875\u9762\u6216\u4ed6\u4eba\u8f6c\u53d1\u7684\u76f4\u94fe\u83b7\u53d6\u3002<\/p>\n<blockquote><p>\n\u4e0b\u8f7d V3 \u7684 VIP \u6743\u9650\uff0c\u548c\u7a0d\u540e\u624b\u673a\u4e34\u65f6\u8bbf\u95ee\u4f7f\u7528\u7684\u5b89\u5168\u5bc6\u94a5\uff0c\u662f\u4e24\u5957\u5b8c\u5168\u4e0d\u540c\u7684\u673a\u5236\uff1a\u524d\u8005\u51b3\u5b9a\u80fd\u5426\u83b7\u53d6\u684c\u9762\u5b89\u88c5\u5305\uff0c\u540e\u8005\u53ea\u4fdd\u62a4\u7528\u6237\u81ea\u5df1\u7535\u8111\u4e0a\u4e34\u65f6\u5f00\u542f\u7684 Web \u94fe\u63a5\u3002\n<\/p><\/blockquote>\n<p>\u5982\u679c\u684c\u9762\u4e3b\u7a0b\u5e8f\u9876\u90e8\u5de5\u5177\u680f\u6ca1\u6709\u5730\u7403\u56fe\u6807\uff0c\u901a\u5e38\u8bf4\u660e\u5f53\u524d\u5b89\u88c5\u5305\u6ca1\u6709\u5305\u542b Web \u5de5\u4f5c\u53f0\uff0c\u6216\u7248\u672c\u65e9\u4e8e V3.4.0\u3002\u8bf7\u5148\u5347\u7ea7\uff0c\u4e0d\u8981\u5355\u72ec\u590d\u5236\u7f51\u9875\u6587\u4ef6\u5230\u65e7\u7248\u672c\u76ee\u5f55\u3002<\/p>\n<h3 id=\"md-heading-3\">2. \u5148\u5728\u684c\u9762\u7aef\u914d\u7f6e\u597d DuckDB<\/h3>\n<p>Web \u5de5\u4f5c\u53f0\u5f53\u524d\u56fa\u5b9a\u4f7f\u7528\u684c\u9762\u7aef\u8bbe\u7f6e\u4e2d\u7684 DuckDB \u6570\u636e\u6e90\uff0c\u4e0d\u5728\u7f51\u9875\u91cc\u5207\u6362 miniQMT\u3001BaoStock \u6216 Tushare\u3002\u5f00\u59cb\u524d\u5e94\u5148\u5728\u684c\u9762\u7aef\u5b8c\u6210\uff1a<\/p>\n<ul>\n<li>\u8bbe\u7f6e DuckDB \u6570\u636e\u76ee\u5f55\uff1b<\/li>\n<li>\u4e0b\u8f7d\u6216\u5bfc\u5165\u7b56\u7565\u6240\u9700\u7684\u80a1\u7968\u3001\u5468\u671f\u3001\u590d\u6743\u548c\u5b57\u6bb5\uff1b<\/li>\n<li>\u786e\u8ba4\u56de\u6d4b\u65e5\u671f\u8303\u56f4\u5185\u786e\u5b9e\u6709\u6570\u636e\u3002<\/li>\n<\/ul>\n<p>\u7f51\u9875\u4e2d\u7684\u300c\u8bbe\u7f6e\u4e0e\u72b6\u6001\u300d\u9875\u9762\u53ea\u5c55\u793a\u6838\u5fc3\u73af\u5883\uff0c\u4e0d\u76f4\u63a5\u4fee\u6539\u8fd9\u4e9b\u5168\u5c40\u8bbe\u7f6e\u3002\u9700\u8981\u4e0b\u8f7d\u3001\u8865\u5145\u3001\u6838\u9a8c\u6216\u4fee\u590d\u884c\u60c5\u65f6\uff0c\u4ecd\u5e94\u56de\u5230\u684c\u9762\u7aef\u300c\u6570\u636e\u7ba1\u7406\u300d\u3002<\/p>\n<h3 id=\"md-heading-4\">3. \u51c6\u5907\u7b56\u7565\u914d\u7f6e<\/h3>\n<p>\u6700\u63a8\u8350\u7684\u5165\u53e3\u662f\u4e00\u4efd\u5df2\u7ecf\u80fd\u5728\u684c\u9762\u7aef\u6216 CLI \u4e2d\u8fd0\u884c\u7684 <code>.kh<\/code> \u914d\u7f6e\u3002\u914d\u7f6e\u5e94\u6b63\u786e\u5f15\u7528\u7b56\u7565 <code>.py<\/code> \u6587\u4ef6\uff1b\u5982\u679c\u7b56\u7565\u8fd8\u4f1a\u5bfc\u5165\u540c\u4e00\u9879\u76ee\u4e2d\u7684\u5176\u4ed6 Python \u6a21\u5757\uff0c\u4e5f\u5e94\u628a\u8fd9\u4e9b\u4f9d\u8d56\u6587\u4ef6\u4fdd\u7559\u5728\u7b56\u7565\u76ee\u5f55\u6216\u9879\u76ee\u76ee\u5f55\u4e2d\u3002<\/p>\n<blockquote><p>\n\u5efa\u8bae\u9996\u6b21\u4f7f\u7528\u5148\u9009\u4e00\u53ea\u80a1\u7968\u548c\u8f83\u77ed\u65e5\u671f\u8303\u56f4\u8dd1\u901a\u3002\u786e\u8ba4\u7b56\u7565\u3001\u884c\u60c5\u4e0e\u62a5\u544a\u94fe\u8def\u6b63\u5e38\u540e\uff0c\u518d\u6269\u5927\u80a1\u7968\u6c60\u548c\u56de\u6d4b\u533a\u95f4\u3002\n<\/p><\/blockquote>\n<hr>\n<h2 id=\"md-heading-5\">\u4e8c\u3001\u6253\u5f00 Web \u56de\u6d4b\u5de5\u4f5c\u53f0<\/h2>\n<h3 id=\"md-heading-6\">\u65b9\u5f0f\u4e00\uff1a\u4ece\u684c\u9762\u4e3b\u7a0b\u5e8f\u6253\u5f00\uff08\u63a8\u8350\uff09<\/h3>\n<ol>\n<li>\u6253\u5f00\u770b\u6d77\u91cf\u5316\u4e3b\u7a0b\u5e8f\uff1b<\/li>\n<li>\u5982\u9700\u628a\u5f53\u524d\u7b56\u7565\u76f4\u63a5\u5e26\u5165\u7f51\u9875\uff0c\u53ef\u5148\u5728\u684c\u9762\u7aef\u52a0\u8f7d\u5bf9\u5e94 <code>.kh<\/code> \u914d\u7f6e\uff1b<\/li>\n<li>\u70b9\u51fb\u9876\u90e8\u5de5\u5177\u680f\u53f3\u4fa7\u7684\u5730\u7403\u56fe\u6807\uff1b<\/li>\n<li>\u7b49\u5f85\u72b6\u6001\u680f\u63d0\u793a\u300c\u7f51\u9875\u56de\u6d4b\u670d\u52a1\u5df2\u542f\u52a8\u5e76\u6253\u5f00\u300d\u3002<\/li>\n<\/ol>\n<p>\u9f20\u6807\u505c\u5728\u5730\u7403\u56fe\u6807\u4e0a\u65f6\uff0c\u4f1a\u663e\u793a\u300c\u6253\u5f00\u7f51\u9875\u56de\u6d4b\u5de5\u4f5c\u53f0\u300d\u3002\u7a0b\u5e8f\u9ed8\u8ba4\u5728\u672c\u673a\u542f\u52a8 <code>127.0.0.1:8766<\/code>\uff0c\u5065\u5eb7\u68c0\u67e5\u901a\u8fc7\u540e\u624d\u4f1a\u6253\u5f00\u6d4f\u89c8\u5668\u3002\u5982\u679c 8766 \u7aef\u53e3\u4e0a\u5df2\u7ecf\u8fd0\u884c\u7684\u662f\u770b\u6d77\u91cf\u5316 Web\uff0c\u8f6f\u4ef6\u4f1a\u590d\u7528\u73b0\u6709\u670d\u52a1\uff1b\u5982\u679c\u7aef\u53e3\u5c5e\u4e8e\u5176\u4ed6\u7a0b\u5e8f\uff0c\u5219\u4f1a\u660e\u786e\u63d0\u793a\u7aef\u53e3\u88ab\u5360\u7528\uff0c\u4e0d\u4f1a\u91cd\u590d\u542f\u52a8\u6216\u8986\u76d6\u672a\u77e5\u670d\u52a1\u3002<\/p>\n<div align=\"center\">\n  <img decoding=\"async\" src=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/2026\/08\/khquant-web-v340-02-gui-entry.png\" alt=\"\u684c\u9762\u7aef\u5730\u7403\u56fe\u6807\u5165\u53e3\" width=\"92%\" \/>\n<\/div>\n<div align=\"center\"><em>\u56fe 2 \u00b7 \u4e3b\u754c\u9762\u9876\u90e8\u53f3\u4fa7\u7684\u5730\u7403\u56fe\u6807\u5c31\u662f Web \u5de5\u4f5c\u53f0\u5165\u53e3<\/em><\/div>\n<p>\u6253\u5f00\u6210\u529f\u540e\uff0c\u6d4f\u89c8\u5668\u5730\u5740\u901a\u5e38\u662f\uff1a<\/p>\n<pre><code class=\"language-text\">http:\/\/127.0.0.1:8766\/\n<\/code><\/pre>\n<p>\u5173\u95ed\u684c\u9762\u4e3b\u7a97\u53e3\u4e0d\u4f1a\u81ea\u52a8\u7ed3\u675f\u5df2\u7ecf\u72ec\u7acb\u542f\u52a8\u7684 Web \u670d\u52a1\uff0c\u5173\u95ed\u6d4f\u89c8\u5668\u4e5f\u4e0d\u4f1a\u505c\u6b62\u6b63\u5728\u6267\u884c\u7684\u56de\u6d4b\u3002<\/p>\n<h3 id=\"md-heading-7\">\u65b9\u5f0f\u4e8c\uff1a\u4f7f\u7528\u5df2\u5b89\u88c5\u7684 <code>kh<\/code> \u547d\u4ee4\uff08\u53ef\u9009\uff09<\/h3>\n<p>\u719f\u6089\u547d\u4ee4\u884c\u7684\u7528\u6237\u53ef\u4ee5\u8fd0\u884c\uff1a<\/p>\n<pre><code class=\"language-bash\">kh web\n<\/code><\/pre>\n<p>\u5e0c\u671b\u542f\u52a8\u65f6\u76f4\u63a5\u5bfc\u5165\u4e00\u4efd\u914d\u7f6e\uff0c\u53ef\u4ee5\u8fd0\u884c\uff1a<\/p>\n<pre><code class=\"language-bash\">kh web <span class=\"hljs-string\">\"D:\\\u7b56\u7565\u7814\u7a76\\\u6211\u7684\u7b56\u7565.kh\"<\/span>\n<\/code><\/pre>\n<p>\u5e38\u7528\u53ef\u9009\u53c2\u6570\uff1a<\/p>\n<pre><code class=\"language-bash\">kh web --port 8766 --no-open\n<\/code><\/pre>\n<ul>\n<li><code>--port<\/code>\uff1a\u6307\u5b9a\u7aef\u53e3\uff0c\u9ed8\u8ba4\u662f <code>8766<\/code>\uff1b<\/li>\n<li><code>--no-open<\/code>\uff1a\u53ea\u542f\u52a8\u670d\u52a1\uff0c\u4e0d\u81ea\u52a8\u6253\u5f00\u6d4f\u89c8\u5668\uff1b<\/li>\n<li><code>--host 0.0.0.0<\/code>\uff1a\u5141\u8bb8\u5c40\u57df\u7f51\u8bbe\u5907\u8bbf\u95ee\uff0c\u542f\u52a8\u7ec8\u7aef\u4f1a\u751f\u6210\u5e26\u8bbf\u95ee\u5bc6\u94a5\u7684\u5b89\u5168\u94fe\u63a5\u3002<\/li>\n<\/ul>\n<p>\u4e60\u60ef\u56fe\u5f62\u754c\u9762\u7684 VIP \u7528\u6237\u4e0d\u9700\u8981\u547d\u4ee4\u884c\u3002\u624b\u673a\u5916\u7f51\u8bbf\u95ee\u4e5f\u4e0d\u5fc5\u4f7f\u7528 <code>--host 0.0.0.0<\/code>\uff0c\u76f4\u63a5\u4f7f\u7528\u7b2c\u4e5d\u8282\u7684\u4e00\u952e\u4e34\u65f6\u8bbf\u95ee\u5373\u53ef\u3002<\/p>\n<hr>\n<h2 id=\"md-heading-8\">\u4e09\u3001\u5148\u8ba4\u8bc6\u56db\u4e2a\u9875\u9762<\/h2>\n<p>\u8fdb\u5165\u5de5\u4f5c\u53f0\u540e\uff0c\u7535\u8111\u7aef\u5de6\u4fa7\u548c\u624b\u673a\u7aef\u5e95\u90e8\u90fd\u6709\u56db\u4e2a\u5bfc\u822a\u5165\u53e3\u3002<\/p>\n<table>\n<thead>\n<tr>\n<th>\u9875\u9762<\/th>\n<th>\u4e3b\u8981\u7528\u9014<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u56de\u6d4b\u5de5\u4f5c\u53f0<\/td>\n<td>\u4fee\u6539\u672c\u6b21\u56de\u6d4b\u53c2\u6570\u3001\u8fd0\u884c\/\u505c\u6b62\u4efb\u52a1\u3001\u67e5\u770b\u5b9e\u65f6\u65e5\u5fd7\u548c\u6700\u8fd1\u7ed3\u679c<\/td>\n<\/tr>\n<tr>\n<td>\u7b56\u7565\u9879\u76ee<\/td>\n<td>\u67e5\u770b\u5df2\u7ecf\u5bfc\u5165\u7684\u9879\u76ee\uff0c\u5207\u6362\u7b56\u7565\u548c\u914d\u7f6e\u7248\u672c<\/td>\n<\/tr>\n<tr>\n<td>\u5386\u53f2\u7ed3\u679c<\/td>\n<td>\u641c\u7d22\u3001\u6253\u5f00\u6216\u5220\u9664\u5df2\u6709\u56de\u6d4b\u7ed3\u679c<\/td>\n<\/tr>\n<tr>\n<td>\u8bbe\u7f6e\u4e0e\u72b6\u6001<\/td>\n<td>\u67e5\u770b\u7248\u672c\u3001DuckDB\u3001\u6027\u80fd\u8bbe\u7f6e\uff0c\u5f00\u542f\u4e34\u65f6\u5916\u7f51\u8bbf\u95ee<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<div align=\"center\">\n  <img decoding=\"async\" src=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/2026\/08\/khquant-web-v340-03-workbench.jpg\" alt=\"Web \u56de\u6d4b\u5de5\u4f5c\u53f0\u5b8c\u6574\u754c\u9762\" width=\"92%\" \/>\n<\/div>\n<div align=\"center\"><em>\u56fe 3 \u00b7 \u7535\u8111\u7aef\u5de5\u4f5c\u53f0\uff1a\u5de6\u4fa7\u914d\u7f6e\u53c2\u6570\uff0c\u53f3\u4fa7\u63a7\u5236\u4efb\u52a1\u4e0e\u67e5\u770b\u7ed3\u679c<\/em><\/div>\n<p>\u684c\u9762\u7aef\u4fa7\u680f\u5e95\u90e8\u663e\u793a\u300c\u672c\u673a\u670d\u52a1\u5df2\u8fde\u63a5\u300d\u65f6\uff0c\u8868\u793a\u6d4f\u89c8\u5668\u4e0e\u672c\u673a\u670d\u52a1\u901a\u4fe1\u6b63\u5e38\u3002\u77ed\u65f6\u65ad\u7f51\u6216\u9875\u9762\u5207\u5230\u540e\u53f0\u540e\uff0c\u754c\u9762\u4f1a\u81ea\u52a8\u91cd\u8fde\uff1b\u672c\u673a\u56de\u6d4b\u8fdb\u7a0b\u4e0d\u4f1a\u56e0\u4e3a\u7f51\u9875\u6682\u65f6\u79bb\u7ebf\u800c\u505c\u6b62\u3002<\/p>\n<hr>\n<h2 id=\"md-heading-9\">\u56db\u3001\u5bfc\u5165\u7b56\u7565\u9879\u76ee<\/h2>\n<p>\u70b9\u51fb\u53f3\u4e0a\u89d2\u300c\u5bfc\u5165\u300d\uff0c\u6216\u5728\u300c\u7b56\u7565\u9879\u76ee\u300d\u9875\u9762\u70b9\u51fb\u300c\u5bfc\u5165\u9879\u76ee\u300d\uff0c\u4f1a\u770b\u5230\u4e24\u79cd\u5bfc\u5165\u65b9\u5f0f\u3002<\/p>\n<h3 id=\"md-heading-10\">1. \u672c\u673a\u6587\u4ef6\uff1a\u9002\u5408\u5728\u8fd0\u884c\u770b\u6d77\u91cf\u5316\u7684\u7535\u8111\u4e0a\u64cd\u4f5c<\/h3>\n<p>\u9009\u62e9\u300c\u672c\u673a\u6587\u4ef6\u300d\u540e\uff0c\u53ef\u4ee5\u76f4\u63a5\u70b9\u51fb\u300c\u9009\u62e9\u4e00\u4e2a .kh \u914d\u7f6e\u6587\u4ef6\u300d\uff0c\u4e5f\u53ef\u4ee5\u624b\u52a8\u8f93\u5165\u5b8c\u6574\u8def\u5f84\u3002<\/p>\n<div align=\"center\">\n  <img decoding=\"async\" src=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/2026\/08\/khquant-web-v340-04-project-import.jpg\" alt=\"\u672c\u673a\u5bfc\u5165\u7b56\u7565\u9879\u76ee\" width=\"86%\" \/>\n<\/div>\n<div align=\"center\"><em>\u56fe 4 \u00b7 \u672c\u673a\u5bfc\u5165\u4f1a\u8bfb\u53d6 .kh\uff0c\u5e76\u81ea\u52a8\u590d\u5236\u5b83\u5f15\u7528\u7684\u7b56\u7565\u4e0e\u672c\u5730 Python \u4f9d\u8d56<\/em><\/div>\n<p>\u672c\u673a\u5bfc\u5165\u7684\u5b9e\u9645\u884c\u4e3a\u5982\u4e0b\uff1a<\/p>\n<ul>\n<li><code>.kh<\/code> \u4e2d\u7684\u76f8\u5bf9\u7b56\u7565\u8def\u5f84\u6309 <code>.kh<\/code> \u6240\u5728\u76ee\u5f55\u89e3\u6790\uff1b<\/li>\n<li>\u81ea\u52a8\u6536\u96c6\u5165\u53e3\u7b56\u7565\u5b9e\u9645\u5bfc\u5165\u7684\u672c\u5730 Python \u6a21\u5757\u548c\u5305\uff1b<\/li>\n<li>\u5982\u679c\u7b56\u7565\u4f4d\u4e8e <code>strategy<\/code>\u3001<code>strategies<\/code> \u6216 <code>src<\/code> \u5b50\u76ee\u5f55\uff0c\u4f1a\u540c\u65f6\u68c0\u67e5\u4e0a\u4e00\u7ea7\u9879\u76ee\u76ee\u5f55\u4e2d\u7684\u516c\u5171\u6a21\u5757\uff1b<\/li>\n<li>\u5982\u679c\u914d\u7f6e\u5f15\u7528\u80a1\u7968\u6e05\u5355\u6587\u4ef6\uff0c\u4f1a\u628a\u8bc6\u522b\u51fa\u7684\u80a1\u7968\u5199\u5165\u9879\u76ee\u8349\u7a3f\uff0c\u5e76\u590d\u5236\u6e05\u5355\u6587\u4ef6\uff1b<\/li>\n<li>\u6240\u6709\u6587\u4ef6\u590d\u5236\u5230\u770b\u6d77\u91cf\u5316 Web \u5de5\u4f5c\u533a\uff0c\u539f\u59cb <code>.kh<\/code> \u548c <code>.py<\/code> \u4e0d\u4f1a\u88ab\u4fee\u6539\u3002<\/li>\n<\/ul>\n<p>\u56e0\u6b64\uff0c\u672c\u673a\u5bfc\u5165\u7279\u522b\u9002\u5408\u5305\u542b <code>precision_contract.py<\/code>\u3001\u516c\u5171\u57fa\u51c6\u7b56\u7565\u6216\u81ea\u5b9a\u4e49\u6a21\u5757\u7684\u591a\u6587\u4ef6\u7b56\u7565\u3002\u82e5\u5bfc\u5165\u540e\u4ecd\u51fa\u73b0 <code>No module named ...<\/code>\uff0c\u901a\u5e38\u8868\u793a\u8be5\u6a21\u5757\u4e0d\u5728\u5165\u53e3\u7b56\u7565\u53ef\u89e3\u6790\u7684\u9879\u76ee\u76ee\u5f55\u4e2d\uff0c\u6216\u4f7f\u7528\u4e86\u52a8\u6001\u5bfc\u5165\u3002\u6b64\u65f6\u5e94\u628a\u7f3a\u5c11\u7684\u4f9d\u8d56\u6574\u7406\u5230\u7b56\u7565\u9879\u76ee\u76ee\u5f55\uff0c\u518d\u91cd\u65b0\u5bfc\u5165\u3002<\/p>\n<h3 id=\"md-heading-11\">2. \u8fdc\u7a0b\u4e0a\u4f20\uff1a\u9002\u5408\u624b\u673a\u6216\u53e6\u4e00\u53f0\u7535\u8111<\/h3>\n<p>\u901a\u8fc7\u624b\u673a\u3001\u4e34\u65f6\u96a7\u7a7f\u6216\u5176\u4ed6\u7535\u8111\u8bbf\u95ee\u65f6\uff0c\u6d4f\u89c8\u5668\u65e0\u6743\u76f4\u63a5\u8bfb\u53d6\u670d\u52a1\u5668\u786c\u76d8\uff0c\u56e0\u6b64\u9875\u9762\u53ea\u663e\u793a\u300c\u8fdc\u7a0b\u4e0a\u4f20\u300d\u3002\u8bf7\u540c\u65f6\u9009\u62e9\uff1a<\/p>\n<ul>\n<li>\u4e00\u4efd\u5165\u53e3 <code>.kh<\/code>\uff1b<\/li>\n<li><code>.kh<\/code> \u5f15\u7528\u7684\u7b56\u7565 <code>.py<\/code>\uff1b<\/li>\n<li>\u7b56\u7565\u4f9d\u8d56\u7684\u5176\u4ed6 <code>.py<\/code>\u3001\u6a21\u578b\u6216\u914d\u7f6e\u8d44\u6e90\uff1b<\/li>\n<li>\u914d\u7f6e\u5f15\u7528\u7684 CSV\/TXT \u80a1\u7968\u6e05\u5355\uff08\u5982\u6709\uff09\u3002<\/li>\n<\/ul>\n<p>\u5982\u679c\u6587\u4ef6\u8f83\u591a\uff0c\u63a8\u8350\u4f7f\u7528\u300c\u9009\u62e9\u6574\u4e2a\u7b56\u7565\u6587\u4ef6\u5939\u300d\uff0c\u8fd9\u6837\u53ef\u4ee5\u4fdd\u7559\u76ee\u5f55\u7ed3\u6784\u3002\u4e00\u6b21\u4e0a\u4f20\u53ea\u80fd\u6709\u4e00\u4e2a <code>.kh<\/code> \u5165\u53e3\uff1b\u6ca1\u6709 <code>.kh<\/code> \u65f6\uff0c\u591a\u6587\u4ef6\u9879\u76ee\u5e94\u628a\u552f\u4e00\u5165\u53e3\u547d\u540d\u4e3a <code>main.py<\/code> \u6216 <code>strategy.py<\/code>\u3002<\/p>\n<p>\u5f53\u524d\u4e0a\u4f20\u9650\u5236\u4e3a\uff1a\u5355\u6587\u4ef6\u4e0d\u8d85\u8fc7 20 MB\uff0c\u9879\u76ee\u6587\u4ef6\u603b\u8ba1\u4e0d\u8d85\u8fc7 50 MB\u3002\u652f\u6301\u5e38\u89c1\u7684 <code>.kh<\/code>\u3001<code>.py<\/code>\u3001CSV\/JSON\/TXT\/YAML\/TOML\u3001Pickle\u3001NumPy\u3001ONNX \u548c\u6a21\u578b\u8d44\u6e90\u6587\u4ef6\uff1b\u53ef\u6267\u884c\u7a0b\u5e8f\u548c\u4efb\u610f\u672a\u77e5\u6587\u4ef6\u4e0d\u4f1a\u8fdb\u5165\u5de5\u4f5c\u533a\u3002<\/p>\n<h3 id=\"md-heading-12\">3. \u5728\u7b56\u7565\u9879\u76ee\u4e2d\u5207\u6362<\/h3>\n<p>\u5bfc\u5165\u5b8c\u6210\u540e\uff0c\u9879\u76ee\u4f1a\u663e\u793a\u5728\u300c\u7b56\u7565\u9879\u76ee\u300d\u9875\u9762\u3002\u70b9\u51fb\u4efb\u610f\u5361\u7247\u5373\u53ef\u56de\u5230\u5de5\u4f5c\u53f0\u5e76\u8f7d\u5165\u8be5\u9879\u76ee\u7684\u8349\u7a3f\u914d\u7f6e\u3002<\/p>\n<div align=\"center\">\n  <img decoding=\"async\" src=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/2026\/08\/khquant-web-v340-05-projects.jpg\" alt=\"\u7b56\u7565\u9879\u76ee\u5217\u8868\" width=\"92%\" \/>\n<\/div>\n<div align=\"center\"><em>\u56fe 5 \u00b7 \u6bcf\u4e2a\u9879\u76ee\u4fdd\u5b58\u81ea\u5df1\u7684\u7b56\u7565\u526f\u672c\u3001\u53c2\u6570\u8349\u7a3f\u548c\u6b63\u5f0f\u914d\u7f6e\u7248\u672c<\/em><\/div>\n<blockquote><p>\n\u9879\u76ee\u540d\u79f0\u76f8\u540c\u4e0d\u7b49\u4e8e\u540c\u4e00\u4e2a\u9879\u76ee\u3002\u591a\u6b21\u5bfc\u5165\u540c\u4e00 <code>.kh<\/code> \u53ef\u80fd\u5f62\u6210\u591a\u5f20\u9879\u76ee\u5361\u7247\uff0c\u6b63\u5f0f\u4f7f\u7528\u524d\u53ef\u6309\u7b56\u7565\u548c\u65f6\u95f4\u786e\u8ba4\u5f53\u524d\u9009\u62e9\u3002\n<\/p><\/blockquote>\n<hr>\n<h2 id=\"md-heading-13\">\u4e94\u3001\u914d\u7f6e\u56de\u6d4b\u53c2\u6570<\/h2>\n<p>\u7f51\u9875\u53c2\u6570\u4f1a\u76f4\u63a5\u6620\u5c04\u5230\u540c\u4e00\u5957 CLI \u56de\u6d4b\u914d\u7f6e\uff0c\u4e0d\u4f1a\u5077\u5077\u8f6c\u6362\u4e3a\u53e6\u4e00\u79cd\u8ba1\u7b97\u53e3\u5f84\u3002\u4fee\u6539\u540e\u7ea6 0.85 \u79d2\u81ea\u52a8\u4fdd\u5b58\u8349\u7a3f\uff0c\u9876\u90e8\u4f1a\u4ece\u300c\u6b63\u5728\u4fdd\u5b58\u8349\u7a3f\u300d\u6062\u590d\u4e3a\u300c\u8349\u7a3f\u5df2\u4fdd\u5b58\u300d\u3002<\/p>\n<h3 id=\"md-heading-14\">1. \u57fa\u7840\u8bbe\u7f6e<\/h3>\n<p>\u586b\u5199\u4ee5\u4e0b\u56db\u9879\uff1a<\/p>\n<ul>\n<li><strong>\u5f00\u59cb\u65e5\u671f \/ \u7ed3\u675f\u65e5\u671f<\/strong>\uff1a\u51b3\u5b9a\u56de\u6d4b\u533a\u95f4\uff1b<\/li>\n<li><strong>\u521d\u59cb\u8d44\u91d1<\/strong>\uff1a\u5fc5\u987b\u5927\u4e8e 0\uff1b<\/li>\n<li><strong>\u57fa\u51c6\u5408\u7ea6<\/strong>\uff1a\u4f8b\u5982 <code>000300.SH<\/code>\uff1b<\/li>\n<li><strong>\u6700\u5c0f\u4ea4\u6613\u91cf<\/strong>\uff1aA \u80a1\u80a1\u7968\u901a\u5e38\u4e3a 100\uff0c\u5177\u4f53\u4ee5\u6807\u7684\u89c4\u5219\u4e3a\u51c6\u3002<\/li>\n<\/ul>\n<h3 id=\"md-heading-15\">2. \u89e6\u53d1\u5668<\/h3>\n<p>\u652f\u6301\u9010 Tick\u3001\u6bcf 1 \u5206\u949f\u3001\u6bcf 5 \u5206\u949f\u3001\u6bcf\u65e5\u548c\u81ea\u5b9a\u4e49\u65f6\u95f4\u3002<\/p>\n<ul>\n<li>\u4f7f\u7528\u65e5\u7ebf\u7b56\u7565\u65f6\uff0c\u901a\u5e38\u9009\u62e9\u300c\u6bcf\u65e5\u300d\uff1b<\/li>\n<li>\u4f7f\u7528 1 \u5206\u949f\u6216 5 \u5206\u949f\u6570\u636e\u65f6\uff0c\u89e6\u53d1\u65b9\u5f0f\u4e00\u822c\u4e0e K \u7ebf\u5468\u671f\u4fdd\u6301\u4e00\u81f4\uff1b<\/li>\n<li>\u4f7f\u7528\u300c\u81ea\u5b9a\u4e49\u65f6\u95f4\u300d\u65f6\uff0c\u53ef\u4ee5\u8bbe\u7f6e\u5f00\u59cb\u65f6\u95f4\u3001\u7ed3\u675f\u65f6\u95f4\u548c\u95f4\u9694\uff0c\u70b9\u51fb\u300c\u6309\u8303\u56f4\u751f\u6210\u300d\uff1b<\/li>\n<li>\u81ea\u52a8\u751f\u6210\u53ea\u4fdd\u7559 A \u80a1\u4ea4\u6613\u65f6\u6bb5 <code>09:30\u201311:30<\/code> \u548c <code>13:00\u201315:00<\/code>\uff0c\u95f4\u9694\u8303\u56f4\u4e3a 3\u20133600 \u79d2\u3002<\/li>\n<\/ul>\n<p>\u5982\u679c\u6570\u636e\u5468\u671f\u4e0e\u89e6\u53d1\u65b9\u5f0f\u4e0d\u4e00\u81f4\uff0c\u9875\u9762\u4f1a\u7ed9\u51fa\u9ec4\u8272\u63d0\u9192\uff0c\u8fd0\u884c\u524d\u7684\u9884\u68c0\u4e5f\u4f1a\u8981\u6c42\u786e\u8ba4\u3002<\/p>\n<h3 id=\"md-heading-16\">3. \u4ea4\u6613\u6210\u672c<\/h3>\n<p>\u7f51\u9875\u53ef\u4ee5\u8bbe\u7f6e\uff1a<\/p>\n<ul>\n<li>\u4f63\u91d1\u6bd4\u4f8b\uff1b<\/li>\n<li>\u6700\u4f4e\u4f63\u91d1\uff1b<\/li>\n<li>\u5370\u82b1\u7a0e\u7387\uff1b<\/li>\n<li>\u6d41\u91cf\u8d39\uff08\u5143\/\u7b14\uff09\uff1b<\/li>\n<li>\u6309\u6210\u4ea4\u91d1\u989d\u6bd4\u4f8b\u6216\u6309\u6700\u5c0f\u53d8\u52a8\u4ef7\u4f4d\u8ba1\u7b97\u7684\u6ed1\u70b9\u3002<\/li>\n<\/ul>\n<p>\u6bd4\u4f8b\u4f7f\u7528\u5c0f\u6570\u4fdd\u5b58\uff0c\u4f8b\u5982 <code>0.001<\/code> \u8868\u793a <code>0.1%<\/code>\u3002\u754c\u9762\u4e2d\u7684\u300c\u6ed1\u70b9\u6bd4\u4f8b\uff08%\uff09\u300d\u6309\u767e\u5206\u6570\u663e\u793a\uff0c\u586b\u5199 <code>0.1<\/code> \u624d\u8868\u793a <code>0.1%<\/code>\uff0c\u8bf7\u4e0d\u8981\u628a <code>0.001<\/code> \u548c <code>0.1%<\/code> \u6df7\u6dc6\u3002<\/p>\n<h3 id=\"md-heading-17\">4. \u76d8\u524d\u76d8\u540e\u56de\u8c03<\/h3>\n<p>\u7b56\u7565\u5b9e\u73b0\u4e86 <code>khPreMarket<\/code> \u6216 <code>khPostMarket<\/code> \u65f6\uff0c\u53ef\u5f00\u542f\u5bf9\u5e94\u56de\u8c03\u5e76\u8bbe\u7f6e\u65f6\u95f4\u3002\u53ea\u6709\u5f00\u5173\u5f00\u542f\u540e\uff0cCLI \u624d\u4f1a\u6267\u884c\u76f8\u5e94\u56de\u8c03\u3002\u6ca1\u6709\u5b9e\u73b0\u8fd9\u4e9b\u51fd\u6570\u7684\u666e\u901a\u7b56\u7565\u4fdd\u6301\u5173\u95ed\u5373\u53ef\u3002<\/p>\n<h3 id=\"md-heading-18\">5. \u884c\u60c5\u5468\u671f\u3001\u590d\u6743\u548c\u5b57\u6bb5<\/h3>\n<p>\u7f51\u9875\u7aef\u53ef\u9009 Tick\u30011 \u5206\u949f\u30015 \u5206\u949f\u548c\u65e5\u7ebf\uff0c\u652f\u6301\u4e0d\u590d\u6743\u3001\u524d\u590d\u6743\u3001\u540e\u590d\u6743\u3001\u7b49\u6bd4\u524d\u590d\u6743\u548c\u7b49\u6bd4\u540e\u590d\u6743\u3002\u4e0b\u65b9\u5b57\u6bb5\u52fe\u9009\u51b3\u5b9a\u6846\u67b6\u521d\u59cb\u5316\u65f6\u4ece DuckDB \u52a0\u8f7d\u54ea\u4e9b\u884c\u60c5\u5b57\u6bb5\u3002<\/p>\n<div align=\"center\">\n  <img decoding=\"async\" src=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/2026\/08\/khquant-web-v340-06-data-pool.jpg\" alt=\"\u884c\u60c5\u6570\u636e\u4e0e\u80a1\u7968\u6c60\u8bbe\u7f6e\" width=\"92%\" \/>\n<\/div>\n<div align=\"center\"><em>\u56fe 6 \u00b7 \u884c\u60c5\u53e3\u5f84\u548c\u80a1\u7968\u6c60\u5fc5\u987b\u4e0e\u672c\u673a DuckDB \u4e2d\u7684\u5b9e\u9645\u6570\u636e\u5bf9\u5e94<\/em><\/div>\n<p>\u7b56\u7565\u8c03\u7528 <code>khPrice<\/code>\u3001<code>khIndex<\/code>\u3001<code>khHistory<\/code> \u6216\u81ea\u5b9a\u4e49\u5b57\u6bb5\u65f6\uff0c\u8981\u786e\u4fdd\u76f8\u5e94\u5b57\u6bb5\u5df2\u5199\u5165 DuckDB\uff0c\u5e76\u5728\u914d\u7f6e\u4e2d\u52fe\u9009\u3002\u7f51\u9875\u53ea\u8d1f\u8d23\u8bfb\u53d6\uff0c\u4e0d\u4f1a\u5728\u8fd0\u884c\u524d\u66ff\u7528\u6237\u81ea\u52a8\u4e0b\u8f7d\u7f3a\u5931\u884c\u60c5\u3002<\/p>\n<h3 id=\"md-heading-19\">6. \u80a1\u7968\u6c60<\/h3>\n<p>\u53ef\u4ee5\u91c7\u7528\u4e09\u79cd\u65b9\u6cd5\uff1a<\/p>\n<ol>\n<li>\u76f4\u63a5\u5728\u6587\u672c\u6846\u4e2d\u8f93\u5165\uff0c\u4e00\u884c\u4e00\u4e2a\uff0c\u4e5f\u652f\u6301\u7a7a\u683c\u6216\u9017\u53f7\u5206\u9694\uff1b<\/li>\n<li>\u70b9\u51fb\u4e0a\u8bc1 50\u3001\u6caa\u6df1 300\u3001\u4e2d\u8bc1 500\u3001\u6caa\u6df1 A \u80a1\u3001ETF\u3001T0 ETF\u3001\u81ea\u9009\u6e05\u5355\u7b49\u5e38\u7528\u6c60\uff1b<\/li>\n<li>\u5bfc\u5165 CSV \u6216 TXT \u6587\u4ef6\u3002<\/li>\n<\/ol>\n<p>\u70b9\u51fb\u5e38\u7528\u80a1\u7968\u6c60\u662f\u300c\u5408\u5e76\u52a0\u5165\u300d\uff0c\u4e0d\u4f1a\u8986\u76d6\u5df2\u7ecf\u624b\u52a8\u8f93\u5165\u7684\u4ee3\u7801\uff0c\u91cd\u590d\u4ee3\u7801\u4f1a\u81ea\u52a8\u53bb\u91cd\u3002CSV\/TXT \u8981\u628a\u80a1\u7968\u4ee3\u7801\u653e\u5728\u7b2c\u4e00\u5217\uff0c\u652f\u6301 UTF-8 \u548c GBK\uff0c\u6587\u4ef6\u4e0d\u8d85\u8fc7 5 MB\u3002<\/p>\n<h3 id=\"md-heading-20\">7. \u8349\u7a3f\u3001\u6b63\u5f0f\u7248\u672c\u548c\u6e90\u7801\u9884\u89c8<\/h3>\n<ul>\n<li>\u666e\u901a\u53c2\u6570\u4fee\u6539\u81ea\u52a8\u4fdd\u5b58\u4e3a\u8349\u7a3f\uff1b<\/li>\n<li>\u70b9\u51fb\u300c\u4fdd\u5b58\u7248\u672c\u300d\uff0c\u53ef\u4ee5\u7ed9\u5f53\u524d\u53c2\u6570\u8d77\u540d\u5e76\u751f\u6210\u4e00\u4efd\u5e26\u65f6\u95f4\u6233\u7684\u6b63\u5f0f <code>.kh<\/code> \u914d\u7f6e\uff1b<\/li>\n<li>\u9875\u9762\u5e95\u90e8\u300c\u7b56\u7565\u6e90\u7801\u300d\u4ec5\u7528\u4e8e\u6838\u5bf9\u5165\u53e3\u6587\u4ef6\u548c\u4ee3\u7801\uff0c\u4e0d\u63d0\u4f9b\u5728\u7ebf\u7f16\u8f91\u3002<\/li>\n<\/ul>\n<div align=\"center\">\n  <img decoding=\"async\" src=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/2026\/08\/khquant-web-v340-07-source-preview.jpg\" alt=\"\u7b56\u7565\u6e90\u7801\u53ea\u8bfb\u9884\u89c8\" width=\"92%\" \/>\n<\/div>\n<div align=\"center\"><em>\u56fe 7 \u00b7 \u6e90\u7801\u9762\u677f\u7528\u4e8e\u786e\u8ba4\u5bfc\u5165\u5185\u5bb9\uff0c\u4fee\u6539\u7b56\u7565\u4ecd\u5e94\u4f7f\u7528\u684c\u9762\u7f16\u8f91\u5668\u6216\u672c\u673a IDE<\/em><\/div>\n<hr>\n<h2 id=\"md-heading-21\">\u516d\u3001\u8fd0\u884c\u56de\u6d4b\u4e0e\u67e5\u770b\u5b9e\u65f6\u72b6\u6001<\/h2>\n<p>\u5f53\u524d\u754c\u9762\u53ea\u4fdd\u7559\u4e00\u4e2a\u300c\u8fd0\u884c\u56de\u6d4b\u300d\u6309\u94ae\u3002\u70b9\u51fb\u540e\u4f1a\u6309\u4e0b\u9762\u7684\u987a\u5e8f\u6267\u884c\uff1a<\/p>\n<ol>\n<li>\u7b49\u5f85\u5f53\u524d\u8349\u7a3f\u4fdd\u5b58\u5b8c\u6210\uff1b<\/li>\n<li>\u751f\u6210\u672c\u6b21\u8fd0\u884c\u4e13\u7528\u914d\u7f6e\uff1b<\/li>\n<li>\u8c03\u7528 CLI \u6267\u884c\u6700\u957f 180 \u79d2\u7684\u540c\u6b65\u9884\u68c0\uff1b<\/li>\n<li>\u9884\u68c0\u901a\u8fc7\u540e\u542f\u52a8\u72ec\u7acb <code>kh run<\/code> \u5b50\u8fdb\u7a0b\uff1b<\/li>\n<li>\u6301\u7eed\u8bfb\u53d6\u8fdb\u5ea6\u3001\u9636\u6bb5\u548c\u65e5\u5fd7\uff1b<\/li>\n<li>\u5b8c\u6210\u540e\u751f\u6210\u7edf\u4e00 HTML \u62a5\u544a\u3002<\/li>\n<\/ol>\n<div align=\"center\">\n  <img decoding=\"async\" src=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/2026\/08\/khquant-web-v340-08-preflight.png\" alt=\"\u56de\u6d4b\u9884\u68c0\u793a\u610f\" width=\"88%\" \/>\n<\/div>\n<div align=\"center\"><em>\u56fe 8 \u00b7 \u9884\u68c0\u4f1a\u5728\u6b63\u5f0f\u8fd0\u884c\u524d\u68c0\u67e5\u914d\u7f6e\u3001\u7b56\u7565\u521d\u59cb\u5316\u548c\u6570\u636e\u6761\u4ef6<\/em><\/div>\n<p>\u9884\u68c0\u7ed3\u679c\u5206\u4e3a\u4e09\u7c7b\uff1a<\/p>\n<ul>\n<li><strong>\u901a\u8fc7<\/strong>\uff1a\u76f4\u63a5\u542f\u52a8\u56de\u6d4b\uff1b<\/li>\n<li><strong>\u8b66\u544a<\/strong>\uff1a\u5f39\u51fa\u539f\u56e0\uff0c\u7531\u7528\u6237\u51b3\u5b9a\u662f\u5426\u7ee7\u7eed\uff1b<\/li>\n<li><strong>\u963b\u65ad<\/strong>\uff1a\u4e0d\u542f\u52a8\u4efb\u52a1\uff0c\u5e76\u663e\u793a\u9700\u8981\u4fee\u590d\u7684\u95ee\u9898\u3002<\/li>\n<\/ul>\n<p>\u521a\u542f\u52a8\u65f6\uff0c\u8fdb\u5ea6\u73af\u53ef\u80fd\u663e\u793a\u300c\u542f\u52a8\u4e2d\u300d\uff0c\u8fd9\u662f CLI \u521d\u59cb\u5316\u3001\u52a0\u8f7d\u7b56\u7565\u548c\u51c6\u5907\u6570\u636e\u7684\u9636\u6bb5\u3002\u53ea\u8981\u5b9e\u65f6\u65e5\u5fd7\u8fd8\u5728\u66f4\u65b0\uff0c\u5c31\u4e0d\u4ee3\u8868\u5361\u6b7b\u3002\u9875\u9762\u4f1a\u6bcf\u7ea6 1.2 \u79d2\u540c\u6b65\u72b6\u6001\uff0c\u7f51\u7edc\u5f02\u5e38\u65f6\u4f1a\u81ea\u52a8\u9000\u907f\u91cd\u8fde\u3002<\/p>\n<div align=\"center\">\n  <img decoding=\"async\" src=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/2026\/08\/khquant-web-v340-09-run-log.png\" alt=\"\u8fd0\u884c\u72b6\u6001\u548c\u5b9e\u65f6\u65e5\u5fd7\" width=\"48%\" \/>\n<\/div>\n<div align=\"center\"><em>\u56fe 9 \u00b7 \u8fd0\u884c\u533a\u4f1a\u663e\u793a\u72b6\u6001\u3001\u8fdb\u5ea6\u3001\u8fdb\u7a0b\u3001\u542f\u52a8\u65f6\u95f4\u548c\u6700\u8fd1 120 \u884c\u65e5\u5fd7<\/em><\/div>\n<h3 id=\"md-heading-22\">\u91cd\u8981\u7684\u8fd0\u884c\u89c4\u5219<\/h3>\n<ul>\n<li>Web \u5de5\u4f5c\u53f0\u540c\u4e00\u65f6\u95f4\u53ea\u8fd0\u884c\u4e00\u4e2a\u4efb\u52a1\uff1b<\/li>\n<li>\u5173\u95ed\u6216\u5237\u65b0\u7f51\u9875\u4e0d\u4f1a\u505c\u6b62\u4efb\u52a1\uff1b<\/li>\n<li>\u91cd\u65b0\u6253\u5f00\u9875\u9762\u4f1a\u4ece\u670d\u52a1\u7aef\u6062\u590d\u8fdb\u5ea6\u548c\u65e5\u5fd7\uff1b<\/li>\n<li>\u70b9\u51fb\u300c\u505c\u6b62\u56de\u6d4b\u300d\u4f1a\u5148\u5199\u5165\u505c\u6b62\u8bf7\u6c42\uff0c\u518d\u6309\u684c\u9762\u7aef\u300c\u505c\u6b62\u540e\u76f4\u63a5\u9000\u51fa\u300d\u8bbe\u7f6e\u51b3\u5b9a\u662f\u5426\u5feb\u901f\u7ed3\u675f\u8fdb\u7a0b\uff1b<\/li>\n<li>\u9875\u9762\u8fde\u63a5\u8d85\u65f6\u540e\u4f1a\u4e3b\u52a8\u67e5\u8be2\u670d\u52a1\u7aef\u72b6\u6001\uff0c\u907f\u514d\u51fa\u73b0\u5b9e\u9645\u5df2\u7ecf\u8fd0\u884c\u3001\u9875\u9762\u5374\u4ecd\u663e\u793a\u5931\u8d25\u7684\u201c\u5e7d\u7075\u56de\u6d4b\u201d\u3002<\/li>\n<\/ul>\n<blockquote><p>\nWeb \u7aef\u4e0d\u4f1a\u963b\u6b62\u7528\u6237\u540c\u65f6\u5728\u684c\u9762\u7aef\u6216\u624b\u5de5 CLI \u542f\u52a8\u53e6\u4e00\u573a\u56de\u6d4b\u3002\u591a\u4e2a\u53ea\u8bfb\u56de\u6d4b\u4e3b\u8981\u4f1a\u589e\u52a0 CPU\u3001\u5185\u5b58\u548c\u78c1\u76d8\u538b\u529b\uff1b\u5982\u679c\u6570\u636e\u4e0b\u8f7d\u3001\u5bfc\u5165\u6216\u4fee\u590d\u4efb\u52a1\u6b63\u5728\u5199\u5165\u540c\u4e00\u6279 DuckDB \u6587\u4ef6\uff0c\u624d\u66f4\u5bb9\u6613\u89e6\u53d1\u6570\u636e\u5e93\u5360\u7528\u91cd\u8bd5\u6216\u8df3\u8fc7\u544a\u8b66\u3002\u6b63\u5f0f\u957f\u6d4b\u65f6\uff0c\u5efa\u8bae\u907f\u514d\u65e0\u5fc5\u8981\u5e76\u53d1\uff0c\u5e76\u628a\u5199\u5e93\u4efb\u52a1\u4e0e\u56de\u6d4b\u9519\u5f00\u3002\n<\/p><\/blockquote>\n<hr>\n<h2 id=\"md-heading-23\">\u4e03\u3001\u67e5\u770b\u6700\u8fd1\u7ed3\u679c\u3001\u5386\u53f2\u7ed3\u679c\u548c\u5b8c\u6574\u62a5\u544a<\/h2>\n<p>\u56de\u6d4b\u5b8c\u6210\u540e\uff0c\u53f3\u4fa7\u300c\u672c\u6b21\u56de\u6d4b\u7ed3\u679c\u300d\u4f1a\u663e\u793a\u603b\u6536\u76ca\u3001\u5e74\u5316\u6536\u76ca\u3001\u6700\u5927\u56de\u64a4\u548c\u671f\u672b\u8d44\u4ea7\u3002\u70b9\u51fb\u5361\u7247\u5373\u53ef\u6253\u5f00\u5b8c\u6574 HTML \u62a5\u544a\u3002<\/p>\n<p>\u300c\u5386\u53f2\u7ed3\u679c\u300d\u9875\u9762\u4f1a\u7edf\u4e00\u5217\u51fa\u7f51\u9875\u7aef\u3001\u684c\u9762\u7aef\u548c CLI \u751f\u6210\u7684\u5b8c\u6574\u56de\u6d4b\u7ed3\u679c\uff0c\u800c\u4e0d\u662f\u53ea\u663e\u793a\u7f51\u9875\u4efb\u52a1\u3002\u53ef\u4ee5\u6309\u7b56\u7565\u540d\u6216\u7ed3\u679c\u76ee\u5f55\u641c\u7d22\uff0c\u70b9\u51fb\u67f1\u72b6\u56fe\u6309\u94ae\u6253\u5f00\u62a5\u544a\u3002<\/p>\n<div align=\"center\">\n  <img decoding=\"async\" src=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/2026\/08\/khquant-web-v340-10-history.jpg\" alt=\"\u7edf\u4e00\u5386\u53f2\u7ed3\u679c\u5217\u8868\" width=\"92%\" \/>\n<\/div>\n<div align=\"center\"><em>\u56fe 10 \u00b7 \u5386\u53f2\u7ed3\u679c\u7edf\u4e00\u5c55\u793a\u4e0d\u540c\u5165\u53e3\u751f\u6210\u7684\u56de\u6d4b\u8bb0\u5f55<\/em><\/div>\n<p>\u5386\u53f2\u7ed3\u679c\u9ed8\u8ba4\u5148\u52a0\u8f7d 100 \u6761\uff0c\u7ed3\u679c\u8f83\u591a\u65f6\u53ef\u70b9\u51fb\u300c\u7ee7\u7eed\u52a0\u8f7d\u540e\u7eed\u7ed3\u679c\u300d\u3002\u5783\u573e\u6876\u6309\u94ae\u4f1a\u6c38\u4e45\u5220\u9664\u8be5\u7ed3\u679c\u76ee\u5f55\uff0c\u9875\u9762\u4f1a\u518d\u6b21\u786e\u8ba4\uff1b\u5220\u9664\u540e\u65e0\u6cd5\u4ece\u5de5\u4f5c\u53f0\u6062\u590d\uff0c\u8bf7\u5148\u786e\u8ba4\u7ed3\u679c\u5df2\u7ecf\u5907\u4efd\u6216\u786e\u5b9e\u4e0d\u518d\u9700\u8981\u3002<\/p>\n<p>\u5b8c\u6574\u62a5\u544a\u5305\u62ec\uff1a<\/p>\n<ul>\n<li>\u603b\u6536\u76ca\u3001\u5e74\u5316\u6536\u76ca\u3001\u6700\u5927\u56de\u64a4\u3001\u590f\u666e\u6bd4\u7387\uff1b<\/li>\n<li>\u521d\u59cb\/\u6700\u7ec8\u8d44\u4ea7\u3001\u57fa\u51c6\u6536\u76ca\u3001\u80dc\u7387\u3001\u76c8\u4e8f\u6bd4\u7b49\u5173\u952e\u6307\u6807\uff1b<\/li>\n<li>\u51c0\u503c\u3001\u57fa\u51c6\u3001\u6301\u4ed3\u3001\u56de\u64a4\u3001\u65e5\u76c8\u4e8f\u548c\u7b56\u7565\u6210\u4ea4\u56fe\uff1b<\/li>\n<li>\u65e5\u6536\u76ca\u5206\u5e03\u548c\u6708\u5ea6\u6536\u76ca\uff1b<\/li>\n<li>\u4ea4\u6613\u8bb0\u5f55\u3001\u65e5\u6536\u76ca\u548c\u4e2a\u80a1\u5206\u6790\uff1b<\/li>\n<li>\u7b56\u7565\u6e90\u7801\u4e0e\u672c\u6b21\u7b56\u7565\u914d\u7f6e\u3002<\/li>\n<\/ul>\n<div align=\"center\">\n  <img decoding=\"async\" src=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/2026\/08\/khquant-web-v340-11-rsi-report.png\" alt=\"RSI \u7b56\u7565\u5b8c\u6574\u957f\u56fe\u62a5\u544a\" width=\"88%\" \/>\n<\/div>\n<div align=\"center\"><em>\u56fe 11 \u00b7 RSI \u793a\u4f8b\u7b56\u7565\u7684\u5b8c\u6574\u62a5\u544a\u957f\u56fe\uff0c\u6307\u6807\u3001\u66f2\u7ebf\u548c\u6210\u4ea4\u8bb0\u5f55\u5747\u5728\u540c\u4e00\u9875\u9762<\/em><\/div>\n<blockquote><p>\n\u62a5\u544a\u4e2d\u7684\u9ad8\u6536\u76ca\u4e0d\u7b49\u4e8e\u7b56\u7565\u53ef\u76f4\u63a5\u5b9e\u76d8\u3002\u4ecd\u9700\u68c0\u67e5\u6570\u636e\u5b8c\u6574\u6027\u3001\u624b\u7eed\u8d39\u3001\u6ed1\u70b9\u3001\u505c\u724c\u3001\u6da8\u8dcc\u505c\u3001\u6210\u4ea4\u91cf\u9650\u5236\u548c\u6837\u672c\u5916\u8868\u73b0\u3002\n<\/p><\/blockquote>\n<hr>\n<h2 id=\"md-heading-24\">\u516b\u3001\u5728\u624b\u673a\u6216\u5e73\u677f\u4e0a\u4f7f\u7528<\/h2>\n<p>\u7f51\u9875\u4f1a\u6839\u636e\u5c4f\u5e55\u5bbd\u5ea6\u81ea\u52a8\u5207\u6362\u4e3a\u79fb\u52a8\u7aef\u5e03\u5c40\u3002\u624b\u673a\u5e95\u90e8\u4fdd\u7559\u300c\u5de5\u4f5c\u53f0\u3001\u7b56\u7565\u9879\u76ee\u3001\u5386\u53f2\u7ed3\u679c\u3001\u8bbe\u7f6e\u4e0e\u72b6\u6001\u300d\u56db\u4e2a\u5165\u53e3\uff0c\u6838\u5fc3\u529f\u80fd\u4e0d\u4f1a\u56e0\u4e3a\u5c4f\u5e55\u53d8\u5c0f\u800c\u88ab\u79fb\u9664\u3002<\/p>\n<div align=\"center\">\n  <img decoding=\"async\" src=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/2026\/08\/khquant-web-v340-12-mobile-workbench.jpg\" alt=\"\u624b\u673a\u7aef\u56de\u6d4b\u5de5\u4f5c\u53f0\" width=\"38%\" \/>\n<\/div>\n<div align=\"center\"><em>\u56fe 12 \u00b7 \u624b\u673a\u7aef\u53ef\u67e5\u770b\u72b6\u6001\u3001\u7ed3\u679c\u548c\u53c2\u6570\uff0c\u4e5f\u53ef\u4ee5\u542f\u52a8\u6216\u505c\u6b62\u56de\u6d4b<\/em><\/div>\n<div align=\"center\">\n  <img decoding=\"async\" src=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/2026\/08\/khquant-web-v340-13-mobile-settings.jpg\" alt=\"\u624b\u673a\u7a84\u5c4f\u4e0b\u7684\u8bbe\u7f6e\u4e0e\u72b6\u6001\u9875\u9762\" width=\"38%\" \/>\n<\/div>\n<div align=\"center\"><em>\u56fe 13 \u00b7 \u8bbe\u7f6e\u4e0e\u72b6\u6001\u9875\u9762\u5728\u624b\u673a\u7a84\u5c4f\u4e0b\u4ecd\u4fdd\u7559\u5b8c\u6574\u73af\u5883\u4fe1\u606f<\/em><\/div>\n<p>\u624b\u673a\u7aef\u9002\u5408\uff1a<\/p>\n<ul>\n<li>\u67e5\u770b\u56de\u6d4b\u662f\u5426\u4ecd\u5728\u8fd0\u884c\uff1b<\/li>\n<li>\u9605\u8bfb\u5b9e\u65f6\u65e5\u5fd7\u548c\u5931\u8d25\u539f\u56e0\uff1b<\/li>\n<li>\u8c03\u6574\u5c11\u91cf\u53c2\u6570\u540e\u91cd\u65b0\u8fd0\u884c\uff1b<\/li>\n<li>\u505c\u6b62\u8017\u65f6\u5f02\u5e38\u7684\u4efb\u52a1\uff1b<\/li>\n<li>\u6253\u5f00\u6700\u8fd1\u7ed3\u679c\u548c\u5b8c\u6574\u62a5\u544a\u3002<\/li>\n<\/ul>\n<p>\u5927\u91cf\u7f16\u8f91\u80a1\u7968\u6c60\u6216\u9010\u9879\u6838\u5bf9\u590d\u6742\u53c2\u6570\u65f6\uff0c\u7535\u8111\u7aef\u4ecd\u7136\u66f4\u9ad8\u6548\u3002<\/p>\n<hr>\n<h2 id=\"md-heading-25\">\u4e5d\u3001\u65e0\u9700\u516c\u7f51 IP \u7684\u4e00\u952e\u4e34\u65f6\u5916\u7f51\u8bbf\u95ee<\/h2>\n<p>\u5f53\u624b\u673a\u4e0d\u5728\u540c\u4e00\u5c40\u57df\u7f51\u65f6\uff0c\u53ef\u4ee5\u4f7f\u7528\u5185\u7f6e\u7684 Cloudflare Quick Tunnel\u3002\u5b83\u4e0d\u9700\u8981\u7533\u8bf7\u516c\u7f51 IP\u3001\u4e0d\u9700\u8981\u8fdb\u5165\u8def\u7531\u5668\u505a\u7aef\u53e3\u6620\u5c04\uff0c\u4e5f\u4e0d\u8981\u6c42\u7528\u6237\u8d2d\u4e70\u57df\u540d\u3002<\/p>\n<h3 id=\"md-heading-26\">1. \u5728\u4e3b\u673a\u672c\u673a\u5f00\u542f<\/h3>\n<p>\u5fc5\u987b\u5728\u8fd0\u884c\u770b\u6d77\u91cf\u5316\u7684\u7535\u8111\u4e0a\u64cd\u4f5c\uff1a<\/p>\n<ol>\n<li>\u6253\u5f00 Web \u5de5\u4f5c\u53f0\uff1b<\/li>\n<li>\u8fdb\u5165\u300c\u8bbe\u7f6e\u4e0e\u72b6\u6001\u300d\uff1b<\/li>\n<li>\u5728\u300c\u4e34\u65f6\u5916\u7f51\u8bbf\u95ee\u300d\u5361\u7247\u70b9\u51fb\u300c\u5f00\u542f\u4e34\u65f6\u5916\u7f51\u8bbf\u95ee\u300d\uff1b<\/li>\n<li>\u7b49\u5f85\u72b6\u6001\u53d8\u4e3a\u300c\u4e34\u65f6\u8bbf\u95ee\u4e2d\u300d\uff1b<\/li>\n<li>\u7528\u624b\u673a\u626b\u63cf\u4e8c\u7ef4\u7801\uff0c\u6216\u590d\u5236\u5b8c\u6574\u5b89\u5168\u94fe\u63a5\u53d1\u9001\u5230\u81ea\u5df1\u7684\u53ef\u4fe1\u8bbe\u5907\u3002<\/li>\n<\/ol>\n<div align=\"center\">\n  <img decoding=\"async\" src=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/2026\/08\/khquant-web-v340-14-tunnel-entry.jpg\" alt=\"\u4e34\u65f6\u5916\u7f51\u8bbf\u95ee\u5165\u53e3\" width=\"92%\" \/>\n<\/div>\n<div align=\"center\"><em>\u56fe 14 \u00b7 \u4e34\u65f6\u8bbf\u95ee\u53ea\u80fd\u5728\u670d\u52a1\u5668\u672c\u673a\u5f00\u542f\u548c\u5173\u95ed<\/em><\/div>\n<p>\u5f00\u542f\u540e\u4f1a\u663e\u793a\u4e34\u65f6\u516c\u7f51\u5730\u5740\u3001\u590d\u5236\u6309\u94ae\u3001\u9a8c\u8bc1\u6309\u94ae\u548c\u4e8c\u7ef4\u7801\u3002\u6559\u7a0b\u622a\u56fe\u5df2\u7ecf\u5bf9\u7f51\u5740\u548c\u4e8c\u7ef4\u7801\u505a\u4e86\u906e\u6321\uff1b\u7528\u6237\u81ea\u5df1\u7684\u5b9e\u9645\u9875\u9762\u4f1a\u663e\u793a\u53ef\u7528\u5185\u5bb9\u3002<\/p>\n<div align=\"center\">\n  <img decoding=\"async\" src=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/2026\/08\/khquant-web-v340-15-mobile-tunnel.png\" alt=\"\u5df2\u6253\u7801\u7684\u624b\u673a\u4e34\u65f6\u96a7\u7a7f\u9875\u9762\" width=\"38%\" \/>\n<\/div>\n<div align=\"center\"><em>\u56fe 15 \u00b7 \u516c\u7f51\u5730\u5740\u548c\u4e8c\u7ef4\u7801\u5305\u542b\u8bbf\u95ee\u51ed\u8bc1\uff0c\u4e0d\u8981\u53d1\u5e03\u5230\u7fa4\u804a\u3001\u8bba\u575b\u6216\u516c\u5f00\u7f51\u9875<\/em><\/div>\n<h3 id=\"md-heading-27\">2. \u4e3a\u4ec0\u4e48\u4e34\u65f6\u8bbf\u95ee\u4e0d\u8981\u6c42\u518d\u6b21\u767b\u5f55\u7f51\u7ad9\u8d26\u53f7<\/h3>\n<p>\u4e34\u65f6\u94fe\u63a5\u5305\u542b\u672c\u6b21\u96a7\u7a7f\u4f1a\u8bdd\u4e13\u7528\u7684\u8bbf\u95ee\u5bc6\u94a5\u3002\u624b\u673a\u7b2c\u4e00\u6b21\u6253\u5f00\u5b8c\u6574\u94fe\u63a5\u540e\uff0c\u6d4f\u89c8\u5668\u4f1a\u4fdd\u5b58\u5b89\u5168 Cookie\uff0c\u5e76\u81ea\u52a8\u4ece\u5730\u5740\u680f\u79fb\u9664\u5bc6\u94a5\uff1b\u63a7\u5236\u64cd\u4f5c\u8fd8\u5fc5\u987b\u643a\u5e26\u5f53\u524d\u670d\u52a1\u751f\u6210\u7684\u63a7\u5236\u4ee4\u724c\uff0c\u5e76\u901a\u8fc7\u540c\u6e90\u68c0\u67e5\u3002<\/p>\n<p>\u5b83\u4e0d\u662f\u201c\u6253\u5f00\u4e00\u6b21\u5c31\u4f5c\u5e9f\u201d\u7684\u5355\u6b21\u5bc6\u94a5\uff1a\u53ea\u8981\u672c\u6b21\u4e34\u65f6\u96a7\u7a7f\u4ecd\u5728\u8fd0\u884c\uff0c\u5b8c\u6574\u94fe\u63a5\u5c31\u53ef\u80fd\u88ab\u91cd\u590d\u6253\u5f00\u6216\u8f6c\u53d1\u3002\u56e0\u6b64\uff0c\u5df2\u5b89\u88c5\u8f6f\u4ef6\u7684\u7528\u6237\u4e34\u65f6\u8fde\u63a5\u81ea\u5df1\u7684\u4e3b\u673a\u65f6\uff0c\u4e0d\u9700\u8981\u518d\u6b21\u8f93\u5165 khQuant \u7f51\u7ad9\u8d26\u53f7\u548c\u5bc6\u7801\uff0c\u4f46\u4ecd\u8981\u628a\u5b8c\u6574\u94fe\u63a5\u5f53\u4f5c\u5bc6\u7801\u4fdd\u7ba1\uff0c\u5e76\u9075\u5b88\u4e09\u6761\u5b89\u5168\u89c4\u5219\uff1a<\/p>\n<ul>\n<li>\u53ea\u628a\u5b8c\u6574\u94fe\u63a5\u6216\u4e8c\u7ef4\u7801\u53d1\u9001\u7ed9\u53ef\u4fe1\u8bbe\u5907\uff1b<\/li>\n<li>\u7528\u5b8c\u7acb\u5373\u70b9\u51fb\u300c\u5173\u95ed\u4e34\u65f6\u8bbf\u95ee\u300d\uff1b<\/li>\n<li>\u4e0d\u8981\u628a 8766 \u7aef\u53e3\u76f4\u63a5\u66b4\u9732\u5230\u516c\u7f51\u3002<\/li>\n<\/ul>\n<p>\u5173\u95ed\u540e\uff0c\u4e34\u65f6\u5730\u5740\u548c\u8bbf\u95ee\u5bc6\u94a5\u7acb\u5373\u5931\u6548\u3002\u4e0b\u6b21\u91cd\u65b0\u5f00\u542f\u4f1a\u751f\u6210\u65b0\u7684\u5730\u5740\u548c\u5bc6\u94a5\u3002<\/p>\n<h3 id=\"md-heading-28\">3. \u8fdc\u7a0b\u9875\u9762\u4e3a\u4ec0\u4e48\u770b\u4e0d\u5230\u672c\u673a\u5b8c\u6574\u8def\u5f84<\/h3>\n<p>\u8fdc\u7a0b\u8bbf\u95ee\u65f6\uff0cDuckDB \u8def\u5f84\u548c\u7b56\u7565\u76ee\u5f55\u4f1a\u88ab\u9690\u85cf\uff0c\u5b9e\u65f6\u65e5\u5fd7\u4e2d\u7684\u672c\u673a\u8def\u5f84\u4e5f\u4f1a\u8131\u654f\u3002\u8fdc\u7a0b\u6d4f\u89c8\u5668\u4e0d\u80fd\u8c03\u7528\u670d\u52a1\u5668\u7684\u539f\u751f\u6587\u4ef6\u9009\u62e9\u5668\uff0c\u6240\u4ee5\u5bfc\u5165\u7b56\u7565\u5fc5\u987b\u4f7f\u7528\u300c\u8fdc\u7a0b\u4e0a\u4f20\u300d\u3002\u8fd9\u662f\u6743\u9650\u8fb9\u754c\uff0c\u4e0d\u662f\u529f\u80fd\u6545\u969c\u3002<\/p>\n<h3 id=\"md-heading-29\">4. \u4e34\u65f6\u8bbf\u95ee\u7684\u8fb9\u754c<\/h3>\n<ul>\n<li>\u4e3b\u673a\u5fc5\u987b\u5f00\u673a\uff1b<\/li>\n<li>\u770b\u6d77\u91cf\u5316 Web \u670d\u52a1\u5fc5\u987b\u4fdd\u6301\u8fd0\u884c\uff1b<\/li>\n<li>Quick Tunnel \u4f9d\u8d56\u4e3b\u673a\u5f53\u524d\u7f51\u7edc\u548c Cloudflare \u670d\u52a1\uff1b<\/li>\n<li>\u4e34\u65f6\u7f51\u5740\u4e0d\u4fdd\u8bc1\u957f\u671f\u4e0d\u53d8\uff1b<\/li>\n<li>\u8be5\u529f\u80fd\u9002\u5408\u5076\u5c14\u5916\u51fa\u67e5\u770b\u548c\u63a7\u5236\uff0c\u4e0d\u7b49\u540c\u4e8e\u6b63\u5f0f\u751f\u4ea7\u670d\u52a1\u5668\u3002<\/li>\n<\/ul>\n<p>\u5982\u679c\u9875\u9762\u63d0\u793a\u300c\u5f53\u524d\u5b89\u88c5\u7f3a\u5c11\u4e34\u65f6\u8bbf\u95ee\u7ec4\u4ef6\u300d\uff0cVIP \u7528\u6237\u8bf7\u4ece V3 \u4e13\u9879\u4e0b\u8f7d\u9875\u91cd\u65b0\u5b89\u88c5\u5305\u542b <code>cloudflared<\/code> \u7684 V3.4.0 \u4e13\u9879\u7248\uff0c\u4e0d\u8981\u4ece\u672a\u77e5\u7f51\u7ad9\u5355\u72ec\u4e0b\u8f7d\u66ff\u6362\u6587\u4ef6\u3002<\/p>\n<hr>\n<h2 id=\"md-heading-30\">\u5341\u3001\u5c40\u57df\u7f51\u4e0e\u56fa\u5b9a\u57df\u540d\u90e8\u7f72\uff08\u8fdb\u9636\uff09<\/h2>\n<h3 id=\"md-heading-31\">1. \u540c\u4e00\u5c40\u57df\u7f51\u8bbf\u95ee<\/h3>\n<p>\u9700\u8981\u8ba9\u540c\u4e00 Wi-Fi \u4e0b\u7684\u624b\u673a\u6216\u5e73\u677f\u957f\u671f\u8bbf\u95ee\u65f6\uff0c\u53ef\u7528\uff1a<\/p>\n<pre><code class=\"language-bash\">kh web --host 0.0.0.0 --port 8766\n<\/code><\/pre>\n<p>\u7ec8\u7aef\u4f1a\u6253\u5370\u5305\u542b\u8bbf\u95ee\u5bc6\u94a5\u7684\u5c40\u57df\u7f51\u94fe\u63a5\u3002Windows \u9632\u706b\u5899\u9700\u8981\u5141\u8bb8\u8be5\u7aef\u53e3\u7684\u5c40\u57df\u7f51\u8bbf\u95ee\u3002\u4e0d\u8981\u628a\u7ec8\u7aef\u4e2d\u7684\u5b8c\u6574\u5b89\u5168\u94fe\u63a5\u53d1\u7ed9\u4e0d\u53ef\u4fe1\u8bbe\u5907\u3002<\/p>\n<h3 id=\"md-heading-32\">2. \u81ea\u5df1\u6709\u670d\u52a1\u5668\u548c\u57df\u540d<\/h3>\n<p>Web \u6a21\u5f0f\u9002\u5408\u90e8\u7f72\u5728\u6301\u7eed\u8fd0\u884c\u7684 Windows \u4e3b\u673a\uff08\u5305\u62ec Windows Server\uff09\u4e0a\u3002\u5982\u679c\u5df2\u7ecf\u6709\u57df\u540d\uff0c\u53ef\u4ee5\u4f7f\u7528 Nginx\u3001Caddy \u7b49\u53cd\u5411\u4ee3\u7406\uff0c\u628a\u56fa\u5b9a\u57df\u540d\u8f6c\u53d1\u5230 <code>127.0.0.1:8766<\/code>\uff0c\u5e76\u914d\u7f6e HTTPS\u3001\u72ec\u7acb\u8eab\u4efd\u8ba4\u8bc1\u548c\u8bbf\u95ee\u65e5\u5fd7\u3002<\/p>\n<div align=\"center\">\n  <img decoding=\"async\" src=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/2026\/08\/khquant-web-v340-16-fixed-domain.png\" alt=\"\u56fa\u5b9a\u57df\u540d\u670d\u52a1\u5668\u90e8\u7f72\u793a\u610f\" width=\"88%\" \/>\n<\/div>\n<div align=\"center\"><em>\u56fe 16 \u00b7 \u56fa\u5b9a\u57df\u540d\u9002\u5408\u957f\u671f\u670d\u52a1\u5668\u90e8\u7f72\uff0c\u4f46\u9700\u8981\u81ea\u884c\u7ef4\u62a4 HTTPS\u3001\u8ba4\u8bc1\u548c\u66f4\u65b0<\/em><\/div>\n<p>\u5f53\u524d\u8f6f\u4ef6\u63d0\u4f9b\u7684\u662f\u4e00\u952e\u4e34\u65f6\u96a7\u7a7f\uff0c\u4e0d\u4f1a\u81ea\u52a8\u66ff\u7528\u6237\u914d\u7f6e\u56fa\u5b9a\u57df\u540d\u3002\u4f7f\u7528\u81ea\u5b9a\u4e49\u57df\u540d\u65f6\uff0c\u8fd8\u5fc5\u987b\u628a\u57df\u540d\u52a0\u5165 Web \u670d\u52a1\u5141\u8bb8\u5217\u8868\uff1b\u5426\u5219\u540e\u7aef\u4f1a\u8fd4\u56de\u300c\u65e0\u6548\u7684\u8bbf\u95ee\u4e3b\u673a\u300d\u3002\u4f8b\u5982\u5728\u540c\u4e00\u4e2a PowerShell \u7a97\u53e3\u4e2d\u542f\u52a8\uff1a<\/p>\n<pre><code class=\"language-powershell\"><span class=\"hljs-variable\">$env:KHQUANT_WEB_ALLOWED_HOSTS<\/span>=<span class=\"hljs-string\">\"quant.example.com\"<\/span>\nkh web <span class=\"hljs-literal\">--host<\/span> <span class=\"hljs-number\">127.0<\/span>.<span class=\"hljs-number\">0.1<\/span> <span class=\"hljs-literal\">--port<\/span> <span class=\"hljs-number\">8766<\/span> <span class=\"hljs-literal\">--no-open<\/span>\n<\/code><\/pre>\n<p>\u591a\u4e2a\u57df\u540d\u53ef\u7528\u82f1\u6587\u9017\u53f7\u5206\u9694\u3002\u73af\u5883\u53d8\u91cf\u5fc5\u987b\u7531\u5b9e\u9645\u542f\u52a8 Web \u670d\u52a1\u7684\u8fdb\u7a0b\u7ee7\u627f\uff1b\u5982\u679c\u6539\u7528\u684c\u9762\u5730\u7403\u56fe\u6807\u542f\u52a8\uff0c\u5e94\u5148\u914d\u7f6e\u7528\u6237\u73af\u5883\u53d8\u91cf\u5e76\u5b8c\u6574\u91cd\u542f\u684c\u9762\u7a0b\u5e8f\u3002<\/p>\n<p>\u56fa\u5b9a\u57df\u540d\u573a\u666f\u4e0d\u4f1a\u81ea\u52a8\u83b7\u5f97 Quick Tunnel \u7684\u4f1a\u8bdd\u5bc6\u94a5\u4fdd\u62a4\uff0c\u56e0\u6b64\u53cd\u5411\u4ee3\u7406\u5c42\u7684\u72ec\u7acb\u767b\u5f55\u6216\u96f6\u4fe1\u4efb\u8bbf\u95ee\u63a7\u5236\u662f\u5fc5\u9700\u9879\uff0c\u4e0d\u662f\u53ef\u9009\u4f18\u5316\u3002\u6b63\u5f0f\u516c\u7f51\u90e8\u7f72\u524d\uff0c\u5e94\u5177\u5907\u57fa\u672c\u7684\u670d\u52a1\u5668\u8fd0\u7ef4\u80fd\u529b\uff0c\u5e76\u6ce8\u610f\uff1a<\/p>\n<ul>\n<li>\u540e\u7aef\u4ecd\u53ea\u76d1\u542c\u672c\u673a\u5730\u5740\uff0c\u7531\u53cd\u5411\u4ee3\u7406\u5bf9\u5916\u63d0\u4f9b HTTPS\uff1b<\/li>\n<li>\u5fc5\u987b\u542f\u7528\u72ec\u7acb\u767b\u5f55\u6216\u96f6\u4fe1\u4efb\u8bbf\u95ee\u63a7\u5236\uff1b<\/li>\n<li>\u9650\u5236\u4e0a\u4f20\u4f53\u79ef\u548c\u8bbf\u95ee\u6765\u6e90\uff1b<\/li>\n<li>\u53ca\u65f6\u5b89\u88c5\u5b89\u5168\u66f4\u65b0\uff1b<\/li>\n<li>\u4e0d\u5728\u516c\u5f00\u9875\u9762\u66b4\u9732\u7b56\u7565\u6e90\u7801\u3001\u65e5\u5fd7\u6216\u56de\u6d4b\u6587\u4ef6\u3002<\/li>\n<\/ul>\n<hr>\n<h2 id=\"md-heading-33\">\u5341\u4e00\u3001\u5e38\u89c1\u95ee\u9898\u4e0e\u6392\u67e5\u987a\u5e8f<\/h2>\n<h3 id=\"md-heading-34\">1. \u70b9\u51fb\u5730\u7403\u56fe\u6807\u540e\u63d0\u793a 8766 \u7aef\u53e3\u88ab\u5360\u7528<\/h3>\n<p>\u8f6f\u4ef6\u4f1a\u5148\u5224\u65ad\u7aef\u53e3\u4e0a\u7684\u670d\u52a1\u662f\u4e0d\u662f\u770b\u6d77\u91cf\u5316 Web\u3002\u82e5\u4e0d\u662f\uff0c\u5c31\u4f1a\u505c\u6b62\u542f\u52a8\u5e76\u63d0\u793a\u51b2\u7a81\u3002\u8bf7\u5148\u786e\u8ba4\u5360\u7528\u7a0b\u5e8f\uff0c\u6216\u4f7f\u7528\u5176\u4ed6\u7aef\u53e3\uff1b\u4e0d\u8981\u76f4\u63a5\u5f3a\u5236\u7ed3\u675f\u4e0d\u8ba4\u8bc6\u7684\u7cfb\u7edf\u8fdb\u7a0b\u3002<\/p>\n<p>Windows \u53ef\u5728 PowerShell \u4e2d\u67e5\u770b\uff1a<\/p>\n<pre><code class=\"language-powershell\"><span class=\"hljs-built_in\">Get-NetTCPConnection<\/span> <span class=\"hljs-literal\">-LocalPort<\/span> <span class=\"hljs-number\">8766<\/span> <span class=\"hljs-literal\">-State<\/span> Listen |\n  <span class=\"hljs-built_in\">Select-Object<\/span> LocalAddress, LocalPort, OwningProcess\n<\/code><\/pre>\n<p>\u518d\u7528\u4efb\u52a1\u7ba1\u7406\u5668\u6309 PID \u786e\u8ba4\u7a0b\u5e8f\u3002\u684c\u9762\u542f\u52a8\u5931\u8d25\u65f6\uff0c\u9519\u8bef\u6846\u4f1a\u7ed9\u51fa Web \u670d\u52a1\u542f\u52a8\u65e5\u5fd7\u8def\u5f84\uff1b\u9ed8\u8ba4\u65e5\u5fd7\u4f4d\u4e8e\u7528\u6237\u76ee\u5f55\u4e0b\u7684 <code>.khquant\/web\/logs\/web_service.log<\/code>\u3002<\/p>\n<h3 id=\"md-heading-35\">2. \u4e00\u76f4\u663e\u793a\u300c\u542f\u52a8\u4e2d\u300d<\/h3>\n<p>\u5148\u770b\u5b9e\u65f6\u65e5\u5fd7\u662f\u5426\u7ee7\u7eed\u589e\u52a0\u3002\u5168 A \u80a1\u3001\u5927\u91cf\u5206\u949f\u6570\u636e\u3001\u590d\u6742\u7b56\u7565\u521d\u59cb\u5316\u6216\u9996\u6b21\u6784\u5efa\u7f13\u5b58\u90fd\u53ef\u80fd\u5728 0% \u9636\u6bb5\u505c\u7559\u8f83\u4e45\u3002<\/p>\n<p>\u6309\u987a\u5e8f\u68c0\u67e5\uff1a<\/p>\n<ol>\n<li>\u5b9e\u65f6\u65e5\u5fd7\u6700\u540e\u4e00\u884c\u662f\u4ec0\u4e48\uff1b<\/li>\n<li>\u662f\u5426\u51fa\u73b0\u7b56\u7565\u5bfc\u5165\u5931\u8d25\u6216 <code>No module named ...<\/code>\uff1b<\/li>\n<li>DuckDB \u8def\u5f84\u548c\u56de\u6d4b\u65e5\u671f\u662f\u5426\u6b63\u786e\uff1b<\/li>\n<li>\u662f\u5426\u7f3a\u5c11\u7b56\u7565\u9700\u8981\u7684\u5386\u53f2\u9884\u70ed\u6570\u636e\uff1b<\/li>\n<li>\u9875\u9762\u5237\u65b0\u540e\uff0c\u72b6\u6001\u662f\u5426\u4ecd\u80fd\u6062\u590d\u3002<\/li>\n<\/ol>\n<p>\u5982\u679c CLI \u8fdb\u7a0b\u5df2\u7ecf\u9000\u51fa\uff0c\u5374\u6ca1\u6709\u5b8c\u6574\u7ed3\u679c\u5143\u6570\u636e\u548c <code>summary.csv<\/code>\uff0c\u7cfb\u7edf\u4f1a\u6807\u8bb0\u4e3a\u300c\u5931\u8d25\u300d\uff0c\u4e0d\u4f1a\u628a\u534a\u6210\u54c1\u76ee\u5f55\u8bef\u62a5\u4e3a\u6210\u529f\u3002<\/p>\n<h3 id=\"md-heading-36\">3. \u5bfc\u5165\u540e\u63d0\u793a\u7f3a\u5c11 Python \u6a21\u5757<\/h3>\n<p>\u672c\u673a\u5bfc\u5165\u4f1a\u5206\u6790\u666e\u901a <code>import<\/code> \u548c <code>from ... import ...<\/code>\uff0c\u4f46\u52a8\u6001\u62fc\u63a5\u6a21\u5757\u540d\u3001\u8fd0\u884c\u65f6\u4fee\u6539 <code>sys.path<\/code> \u6216\u4f9d\u8d56\u9879\u76ee\u76ee\u5f55\u5916\u6587\u4ef6\u65f6\uff0c\u53ef\u80fd\u65e0\u6cd5\u81ea\u52a8\u6536\u96c6\u3002<\/p>\n<p>\u5904\u7406\u65b9\u6cd5\uff1a<\/p>\n<ol>\n<li>\u628a\u5165\u53e3\u7b56\u7565\u548c\u672c\u5730\u4f9d\u8d56\u653e\u5230\u540c\u4e00\u9879\u76ee\u76ee\u5f55\uff1b<\/li>\n<li>\u4fdd\u7559\u539f\u6765\u7684\u5305\u76ee\u5f55\u7ed3\u6784\u548c <code>__init__.py<\/code>\uff1b<\/li>\n<li>\u786e\u8ba4 <code>.kh<\/code> \u4e2d\u7684 <code>strategy_file<\/code> \u80fd\u4ece\u914d\u7f6e\u4f4d\u7f6e\u89e3\u6790\uff1b<\/li>\n<li>\u91cd\u65b0\u5bfc\u5165\u9879\u76ee\uff1b<\/li>\n<li>\u8fdc\u7a0b\u4e0a\u4f20\u65f6\uff0c\u540c\u65f6\u9009\u62e9\u6240\u6709\u4f9d\u8d56\u6216\u6574\u4e2a\u6587\u4ef6\u5939\u3002<\/li>\n<\/ol>\n<h3 id=\"md-heading-37\">4. 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<code>.kh<\/code>\uff0c\u786e\u8ba4\u7b56\u7565\u6e90\u7801\u548c\u4f9d\u8d56\u6b63\u786e\uff1b<\/li>\n<li>\u6838\u5bf9\u65e5\u671f\u3001\u8d44\u91d1\u3001\u89e6\u53d1\u5668\u3001\u4ea4\u6613\u6210\u672c\u3001\u884c\u60c5\u53e3\u5f84\u548c\u80a1\u7968\u6c60\uff1b<\/li>\n<li>\u7b49\u5f85\u9876\u90e8\u663e\u793a\u300c\u8349\u7a3f\u5df2\u4fdd\u5b58\u300d\uff1b<\/li>\n<li>\u70b9\u51fb\u4e00\u6b21\u300c\u8fd0\u884c\u56de\u6d4b\u300d\uff0c\u6839\u636e\u9884\u68c0\u7ed3\u679c\u5904\u7406\uff1b<\/li>\n<li>\u8fd0\u884c\u4e2d\u91cd\u70b9\u770b\u9636\u6bb5\u3001\u5b9e\u65f6\u65e5\u5fd7\u548c\u5f02\u5e38\u544a\u8b66\uff1b<\/li>\n<li>\u5b8c\u6210\u540e\u6253\u5f00\u5b8c\u6574\u62a5\u544a\uff0c\u4e0d\u53ea\u770b\u603b\u6536\u76ca\uff1b<\/li>\n<li>\u5916\u51fa\u524d\u518d\u6309\u9700\u5f00\u542f\u4e34\u65f6\u8bbf\u95ee\uff0c\u7528\u5b8c\u7acb\u5373\u5173\u95ed\u3002<\/li>\n<\/ol>\n<p>Web 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