{"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":"2026-10-11T19:40:11","modified_gmt":"2026-10-11T11:40:11","slug":"cli","status":"publish","type":"page","link":"https:\/\/khsci.com\/khQuant\/cli\/","title":{"rendered":"2.2 \u547d\u4ee4\u884c\u6a21\u5f0f\u4e0e AI \u667a\u80fd\u7b56\u7565\u7814\u7a76"},"content":{"rendered":"\n<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 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 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(max-width:600px){.khq-tn .v3-tiles{grid-template-columns:1fr;}.khq-tn .khq-tn-v3end .v3-cta{flex-direction:row;}}\n<\/style>\n<style>.khq-tn-ver .plat{display:inline-block;margin-left:6px;padding:1px 8px;border-radius:10px;font-size:.82em;background:#eef3f9;color:#2b4a6f;border:1px solid #d7e2ef}.khq-tn-ver .plat.no{background:#f6f6f6;color:#999;text-decoration:line-through;border-color:#e5e5e5}.khq-web-manual pre{white-space:pre-wrap}<\/style>\n<div class=\"khq-web-manual khq-tn\">\n<style>\n.khq-mr{margin:4px 0 22px;padding:18px 20px;border-radius:14px;background:linear-gradient(135deg,#fff8ec,#fff1d9);border:1px solid #f2c27a;border-left:6px solid #e0a030}\n.khq-mr .tag{display:inline-block;padding:2px 10px;border-radius:999px;background:#e0a030;color:#fff;font-size:.8em;font-weight:700;letter-spacing:.04em}\n.khq-mr .t{font-size:1.15rem;font-weight:800;color:#5a3b00;margin:8px 0 4px}\n.khq-mr .d{display:block;color:#5a4a36;line-height:1.75}\n.khq-mr ol{margin:8px 0 0;padding-left:1.3em;color:#5a4a36}\n.khq-mr li{margin:2px 0}\n<\/style>\n<div class=\"khq-tn-ver\">\u9002\u7528\u7248\u672c <span class=\"ver ver-v3\">V3<\/span> <span class=\"plat\">Windows<\/span><span class=\"plat\">macOS<\/span><span class=\"plat\">Linux<\/span><\/div>\n\n<div class=\"khq-mr\"><span class=\"tag\">\u63a8\u8350 \u00b7 \u5fc5\u8bfb<\/span>\n<div class=\"t\">V3 \u7528\u6237\u53ea\u8bfb\u8fd9\u4e00\u7bc7\uff1a\u5148\u7528 AI \u52a9\u624b\u4e0a\u624b\uff0c\u518d\u770b\u7ec6\u8282<\/div>\n<span class=\"d\">\u547d\u4ee4\u884c <code>kh<\/code> \u52a0\u4e0a Codex\u3001Claude Code \u8fd9\u7c7b AI \u52a9\u624b\uff0c\u662f\u4f7f\u7528 khQuant \u7684\u6838\u5fc3\u65b9\u5f0f\uff0c\u4e5f\u662f\u6211\u4eec\u6700\u63a8\u8350\u7684\u65b9\u5f0f\uff1a\u4f60\u7528\u4e2d\u6587\u8bf4\u60f3\u7814\u7a76\u4ec0\u4e48\uff0cAI \u8c03\u7528 khQuant Skill \u548c <code>kh<\/code> \u4e0b\u6570\u636e\u3001\u6539\u7b56\u7565\u3001\u6279\u91cf\u56de\u6d4b\u3001\u6c47\u603b\u6392\u540d\uff0c\u6700\u540e\u628a\u7ed3\u8bba\u548c\u98ce\u9669\u8bb2\u7ed9\u4f60\u542c\u3002\u672c\u7bc7\u8fd9\u6837\u5b89\u6392\uff1a<\/span>\n<ol><li><a href=\"#quick\"><strong>\u7b2c 1 \u8282\uff0c\u4e94\u5206\u949f\u4e0a\u624b<\/strong><\/a>\uff1a\u88c5\u597d AI \u52a9\u624b\u548c Skill\uff0c\u7528\u4e00\u6bb5\u4e2d\u6587\u8ba9 AI \u8dd1\u51fa\u7b2c\u4e00\u4efd\u7814\u7a76\uff1b<\/li><li><a href=\"#result\">\u7b2c 2 \u8282<\/a>\uff1a\u770b\u4e00\u6b21\u771f\u5b9e\u7814\u7a76\u7684\u5b8c\u6574\u7ed3\u679c\uff1b<\/li><li><a href=\"#detail\">\u7b2c 3\uff5e6 \u8282<\/a>\uff1aAI \u52a9\u624b\u548c Skill \u7684\u7ec6\u8282\u3001\u7ed3\u679c\u7ba1\u7406\u3001\u5e38\u7528\u53c2\u6570\u548c\u6392\u9519\uff1b<\/li><li><a href=\"#manual\">\u7b2c 4 \u8282\uff08\u9644\uff09<\/a>\uff1a\u4e0d\u7528 AI\u3001\u81ea\u5df1\u52a8\u624b\u6572\u547d\u4ee4\uff0c\u7ed9\u6709\u5174\u8da3\u7684\u8bfb\u8005\u3002<\/li><\/ol><\/div>\n\n<div class=\"khq-tn-video\" data-tn=\"2.2\"><video controls preload=\"none\" playsinline poster=\"\/khQuant\/media\/tutorial-new\/tn-2.2.jpg?v=e371e5b8\" src=\"\/khQuant\/media\/tutorial-new\/tn-2.2.mp4?v=e371e5b8\">\u4f60\u7684\u6d4f\u89c8\u5668\u4e0d\u652f\u6301\u89c6\u9891\u64ad\u653e\uff0c\u53ef\u4ee5<a href=\"\/khQuant\/media\/tutorial-new\/tn-2.2.mp4?v=e371e5b8\">\u4e0b\u8f7d\u89c6\u9891<\/a>\u89c2\u770b\u3002<\/video><\/div>\n\n<p class=\"khq-tn-lead\" style=\"font-size:17px;line-height:1.75;color:#163b68;background:#f3f7fc;border-left:4px solid #2b6cb0;padding:12px 18px;border-radius:8px;margin:18px 0 26px;\"><strong>\u672c\u7bc7\u91cd\u70b9\uff1a<\/strong>\u672c\u7bc7\u8bb2 V3 \u6700\u63a8\u8350\u7684\u7528\u6cd5\uff1a\u7528\u4e2d\u6587\u628a\u7814\u7a76\u4efb\u52a1\u4ea4\u7ed9 AI \u52a9\u624b\uff0c\u5b83\u901a\u8fc7 kh \u547d\u4ee4\u884c\u4e0b\u6570\u636e\u3001\u8dd1\u56de\u6d4b\u3001\u6c47\u603b\u7ed3\u679c\uff0c\u4f60\u53ea\u8d1f\u8d23\u6279\u51c6\u548c\u6838\u5bf9\u3002<\/p>\n\n<h2 id=\"quick\">1 \u4e94\u5206\u949f\u4e0a\u624b\uff1a\u8ba9 AI \u52a9\u624b\u66ff\u4f60\u505a\u7814\u7a76<\/h2>\n<p>\u4e0b\u9762\u7528\u4e00\u4e2a\u7814\u7a76\u76ee\u5f55 <code>C:\\khdemo_ai<\/code> \u4e3e\u4f8b\uff08Mac\u3001Linux \u53ef\u4ee5\u7528 <code>~\/khdemo_ai<\/code>\uff09\uff0c\u8bf7\u6362\u6210\u4f60\u81ea\u5df1\u7684\u8def\u5f84\u3002\u6240\u6709\u7814\u7a76\u6587\u4ef6\u90fd\u653e\u5728\u8fd9\u4e2a\u76ee\u5f55\u91cc\uff0c\u4e0d\u4f1a\u5f04\u4e71\u4f60\u5e73\u65f6\u7684\u6570\u636e\u548c\u7b56\u7565\u3002<\/p>\n<h3 id=\"q-kh\">1.1 \u786e\u8ba4 kh \u80fd\u7528<\/h3>\n<p>\u88c5\u597d V3\uff08\u89c1 <a href=\"https:\/\/khsci.com\/khQuant\/v3-install\/\">2.1<\/a>\uff09\u540e\uff0c\u6253\u5f00\u4e00\u4e2a<strong>\u65b0\u7684<\/strong>\u7ec8\u7aef\uff08Windows \u7528 PowerShell\uff09\uff0c\u8f93\u5165\uff1a<\/p>\n<pre><code>kh version<\/code><\/pre>\n<figure class=\"khq-tn-fig\"><a href=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/tutorial-new\/v3\/v3-install-khversion.webp?v=2f94a1bf\" target=\"_blank\" rel=\"noopener\" title=\"\u70b9\u51fb\u67e5\u770b\u539f\u56fe\"><img decoding=\"async\" src=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/tutorial-new\/v3\/v3-install-khversion.webp?v=2f94a1bf\" width=\"1100\" height=\"166\" alt=\"\u65b0\u5f00\u7684 PowerShell \u91cc\u8fd0\u884c kh version\" loading=\"lazy\"><\/a><figcaption>\u65b0\u5f00\u7684 PowerShell \u91cc\u8fd0\u884c kh version<\/figcaption><\/figure>\n<p>\u663e\u793a\u7248\u672c\u53f7\u5c31\u53ef\u4ee5\u4e86\u3002\u6ca1\u53cd\u5e94\u7684\u8bdd\u6309\u5e73\u53f0\u68c0\u67e5\uff1a<\/p>\n<div class=\"khq-tn-table\"><table>\n<thead><tr><th style=\"text-align:left;\">\u5e73\u53f0<\/th><th style=\"text-align:left;\">\u505a\u6cd5<\/th><\/tr><\/thead>\n<tbody>\n<tr><td>Windows \u5b89\u88c5\u7248<\/td><td>\u5b89\u88c5\u65f6\u4fdd\u7559\u300c\u6dfb\u52a0 kh \u547d\u4ee4\u5230\u7cfb\u7edf PATH\u300d\uff08\u9ed8\u8ba4\u52fe\u9009\uff09\uff0c\u88c5\u5b8c<strong>\u65b0\u5f00<\/strong>\u4e00\u4e2a PowerShell<\/td><\/tr>\n<tr><td>macOS \u5b89\u88c5\u7248<\/td><td>\u7b2c\u4e00\u6b21\u6253\u5f00\u8f6f\u4ef6\u65f6\u5728\u6388\u6743\u6846\u91cc\u8f93\u5165\u5f00\u673a\u5bc6\u7801\uff1b\u53d6\u6d88\u4e86\u7684\u8bdd\u70b9\u5de5\u5177\u680f\u300c\u5b89\u88c5CLI\u300d\uff0c\u89c1 <a href=\"https:\/\/khsci.com\/khQuant\/macos\/\">2.4<\/a><\/td><\/tr>\n<tr><td>Linux<\/td><td>\u7528 pipx \u5b89\u88c5 wheel \u5305\uff0c\u89c1 <a href=\"https:\/\/khsci.com\/khQuant\/linux\/\">2.5<\/a><\/td><\/tr>\n<\/tbody>\n<\/table><\/div>\n<h3 id=\"q-ai\">1.2 \u88c5\u597d\u4e00\u4e2a AI \u52a9\u624b\uff0c\u5e76\u5728\u7814\u7a76\u76ee\u5f55\u91cc\u6253\u5f00<\/h3>\n<p>\u7528\u652f\u6301 Skill \u7684 AI \u7f16\u7801\u52a9\u624b\uff1a<strong>Codex<\/strong>\u3001<strong>Claude Code<\/strong>\u3001<strong>Cursor<\/strong>\u3001<strong>DeepSeek harness<\/strong>\u3001<strong>WorkBuddy<\/strong> \u7b49\uff0c\u4efb\u9009\u4e00\u4e2a\uff1b\u5176\u4ed6\u80fd\u8bfb\u5199\u6587\u4ef6\u3001\u5728\u7ec8\u7aef\u91cc\u8fd0\u884c\u547d\u4ee4\u7684 AI \u7f16\u7801\u52a9\u624b\u4e5f\u90fd\u517c\u5bb9\u3002\u4e0b\u9762\u7684\u4f8b\u5b50\u7528 Codex\u3002\u5b89\u88c5\u548c\u767b\u5f55\u4ee5\u5404\u5de5\u5177\u5b98\u7f51\u7684\u8bf4\u660e\u4e3a\u51c6\uff0c\u5927\u81f4\u662f\uff1a<\/p>\n<div class=\"khq-tn-table\"><table>\n<thead><tr><th style=\"text-align:left;\">\u5de5\u5177<\/th><th style=\"text-align:left;\">\u5b89\u88c5<\/th><th style=\"text-align:left;\">\u5728\u7814\u7a76\u76ee\u5f55\u91cc\u6253\u5f00<\/th><\/tr><\/thead>\n<tbody>\n<tr><td>Codex<\/td><td>\u5230 OpenAI \u5b98\u7f51\u4e0b\u8f7d Codex \u684c\u9762\u7248\uff0c\u6216\u7528\u547d\u4ee4\u884c\u7248\uff08<code>npm install -g @openai\/codex<\/code>\uff09\uff0c\u7528 ChatGPT \u8d26\u53f7\u767b\u5f55<\/td><td>\u684c\u9762\u7248\u65b0\u5efa\u5bf9\u8bdd\u65f6\u9009\u62e9\u8fd9\u4e2a\u6587\u4ef6\u5939\uff1b\u547d\u4ee4\u884c\u7248\u5148 <code>cd C:\\khdemo_ai<\/code> \u518d\u8fd0\u884c <code>codex<\/code><\/td><\/tr>\n<tr><td>Claude Code<\/td><td>\u6309 Anthropic \u5b98\u7f51\u8bf4\u660e\u5b89\u88c5\uff08\u547d\u4ee4\u884c\u8fd0\u884c <code>claude<\/code>\uff09\uff0c\u7528 Claude \u8d26\u53f7\u767b\u5f55<\/td><td>\u5148 <code>cd C:\\khdemo_ai<\/code> \u518d\u8fd0\u884c <code>claude<\/code><\/td><\/tr>\n<tr><td>Cursor<\/td><td>\u5230 Cursor \u5b98\u7f51\u4e0b\u8f7d\u5b89\u88c5<\/td><td>\u300c\u6253\u5f00\u6587\u4ef6\u5939\u300d\u9009\u8fd9\u4e2a\u76ee\u5f55<\/td><\/tr>\n<\/tbody>\n<\/table><\/div>\n<p>\u4ee5 Codex \u684c\u9762\u7248\u4e3a\u4f8b\uff1a\u70b9\u300c\u65b0\u804a\u5929\u300d\uff0c\u5728\u8f93\u5165\u6846\u4e0a\u65b9\u7684\u300c\u9009\u62e9\u9879\u76ee\u300d\u91cc\u70b9\u300c\u65b0\u5efa\u9879\u76ee\u300d\uff0c\u9879\u76ee\u540d\u968f\u610f\uff0c\u300c\u6e90\u6587\u4ef6\u5939\u300d\u70b9\u300c\u6dfb\u52a0\u300d\u9009 <code>C:\\khdemo_ai<\/code>\uff0c\u518d\u70b9\u300c\u521b\u5efa\u9879\u76ee\u300d\uff1a<\/p>\n<figure class=\"khq-tn-fig\"><a href=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/tutorial-new\/v3\/v3-codex-project.webp?v=78416dd7\" target=\"_blank\" rel=\"noopener\" title=\"\u70b9\u51fb\u67e5\u770b\u539f\u56fe\"><img decoding=\"async\" src=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/tutorial-new\/v3\/v3-codex-project.webp?v=78416dd7\" width=\"815\" height=\"505\" alt=\"Codex \u684c\u9762\u7248\u300c\u521b\u5efa\u9879\u76ee\u300d\uff1a\u6e90\u6587\u4ef6\u5939\u9009\u7814\u7a76\u76ee\u5f55\" loading=\"lazy\"><\/a><figcaption>Codex \u684c\u9762\u7248\u300c\u521b\u5efa\u9879\u76ee\u300d\uff1a\u6e90\u6587\u4ef6\u5939\u9009\u7814\u7a76\u76ee\u5f55<\/figcaption><\/figure>\n<p>\u7b2c\u4e00\u6b21\u4f1a\u95ee\u662f\u5426\u4fe1\u4efb\u8fd9\u4e2a\u6587\u4ef6\u5939\uff0c\u70b9\u300c\u4fe1\u4efb\u6587\u4ef6\u5939\u300d\uff0cAI \u624d\u80fd\u5728\u91cc\u9762\u8bfb\u5199\u6587\u4ef6\u3001\u8fd0\u884c\u547d\u4ee4\uff1a<\/p>\n<figure class=\"khq-tn-fig\"><a href=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/tutorial-new\/v3\/v3-codex-trust.webp?v=08a3c8d3\" target=\"_blank\" rel=\"noopener\" title=\"\u70b9\u51fb\u67e5\u770b\u539f\u56fe\"><img decoding=\"async\" src=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/tutorial-new\/v3\/v3-codex-trust.webp?v=08a3c8d3\" width=\"606\" height=\"422\" alt=\"\u300c\u4fe1\u4efb\u6b64\u6587\u4ef6\u5939\u5417\uff1f\u300d\u70b9\u300c\u4fe1\u4efb\u6587\u4ef6\u5939\u300d\" loading=\"lazy\"><\/a><figcaption>\u300c\u4fe1\u4efb\u6b64\u6587\u4ef6\u5939\u5417\uff1f\u300d\u70b9\u300c\u4fe1\u4efb\u6587\u4ef6\u5939\u300d<\/figcaption><\/figure>\n<p>\u5efa\u597d\u540e\uff0c\u65b0\u5bf9\u8bdd\u7684\u6807\u9898\u4f1a\u5199\u300c\u6211\u4eec\u5e94\u8be5\u5728khdemo_ai\u4e2d\u505a\u4e9b\u4ec0\u4e48?\u300d\uff0c\u8f93\u5165\u6846\u4e0a\u65b9\u663e\u793a\u9879\u76ee\u540d\uff0c\u4e4b\u540e\u7684\u5bf9\u8bdd\u90fd\u5728\u8fd9\u4e2a\u76ee\u5f55\u91cc\u8fdb\u884c\uff1a<\/p>\n<figure class=\"khq-tn-fig\"><a href=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/tutorial-new\/v3\/v3-codex-ready.webp?v=0ada2fe1\" target=\"_blank\" rel=\"noopener\" title=\"\u70b9\u51fb\u67e5\u770b\u539f\u56fe\"><img decoding=\"async\" src=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/tutorial-new\/v3\/v3-codex-ready.webp?v=0ada2fe1\" width=\"1240\" height=\"350\" alt=\"\u5bf9\u8bdd\u5df2\u7ecf\u7ed1\u5b9a\u5230 khdemo_ai \u7814\u7a76\u76ee\u5f55\" loading=\"lazy\"><\/a><figcaption>\u5bf9\u8bdd\u5df2\u7ecf\u7ed1\u5b9a\u5230 khdemo_ai \u7814\u7a76\u76ee\u5f55<\/figcaption><\/figure>\n<ul>\n<li>\u6ca1\u6709\u5b98\u65b9\u8ba2\u9605\u7684\uff0c\u53ef\u4ee5\u7528 API \u4e2d\u8f6c\u7ad9\u63a5\u5165 Codex\uff08\u53ef\u9009\uff09\uff0c\u89c1<a href=\"#relay\">\u7b2c 3.2 \u8282<\/a>\u3002<\/li>\n<li>\u7b2c\u4e00\u6b21\u8ba9 AI \u8fd0\u884c <code>kh<\/code> \u65f6\uff0c\u5b83\u4f1a\u8bf7\u4f60\u6279\u51c6\u8054\u7f51\u4e0b\u8f7d\u6570\u636e\uff0c\u4ee5\u53ca\u5199\u5165\u7814\u7a76\u76ee\u5f55\u4ee5\u5916\u7684\u4f4d\u7f6e\uff08\u6570\u636e\u76ee\u5f55\u3001\u56de\u6d4b\u7ed3\u679c\u76ee\u5f55 <code>%LOCALAPPDATA%\\KhQuant\\backtest_results<\/code>\uff09\u3002\u770b\u6e05\u547d\u4ee4\u518d\u6279\u51c6\u3002Codex \u8f93\u5165\u6846\u4e0b\u65b9\u53ef\u4ee5\u9009\u6279\u51c6\u65b9\u5f0f\uff1a\u300c\u8bf7\u6c42\u6279\u51c6\u300d\uff08\u7f16\u8f91\u5916\u90e8\u6587\u4ef6\u548c\u8054\u7f51\u65f6\u90fd\u4f1a\u95ee\u4f60\uff09\u3001\u300c\u5e2e\u6211\u6279\u51c6\u300d\uff08\u53ea\u5728\u68c0\u6d4b\u5230\u6709\u98ce\u9669\u65f6\u95ee\uff09\u3001\u300c\u5b8c\u5168\u8bbf\u95ee\u6743\u9650\u300d\uff08\u4e0d\u518d\u8be2\u95ee\uff0c\u622a\u56fe\u91cc\u7528\u7684\u5c31\u662f\u8fd9\u4e00\u9879\uff09\u3002\u65b0\u624b\u5efa\u8bae\u9009\u300c\u8bf7\u6c42\u6279\u51c6\u300d\uff1b\u5b83\u7684\u4ee3\u4ef7\u662f AI \u6bcf\u6b21\u4e0b\u8f7d\u3001\u56de\u6d4b\u524d\u90fd\u4f1a\u505c\u4e0b\u6765\u7b49\u4f60\u70b9\uff0c\u7b2c 1.5 \u8282\u90a3\u79cd\u591a\u7ec4\u56de\u6d4b\u8981\u5b88\u5728\u65c1\u8fb9\uff0c\u6216\u8005\u6309\u7b2c 1.5 \u8282\u672b\u5c3e\u7684\u529e\u6cd5\u5904\u7406\u3002<\/li>\n<\/ul>\n<h3 id=\"q-skill\">1.3 \u4e00\u53e5\u8bdd\u88c5\u597d khQuant Skill<\/h3>\n<p>khQuant Skill \u662f\u4e00\u4efd\u7ed9 AI \u770b\u7684\u8bf4\u660e\u4e66\uff0c\u544a\u8bc9\u5b83 khQuant \u7684\u547d\u4ee4\u600e\u4e48\u7528\u3001\u7b56\u7565\u600e\u4e48\u5199\u3001\u54ea\u4e9b\u64cd\u4f5c\u8981\u5148\u95ee\u4f60\uff08\u8be6\u89c1 <a href=\"https:\/\/khsci.com\/khQuant\/khquant-skill\/\">3.3<\/a>\uff09\u3002\u5b83\u516c\u5f00\u5728 GitHub <a href=\"https:\/\/github.com\/khscience\/khquant-skill\" target=\"_blank\" rel=\"noopener\">khscience\/khquant-skill<\/a>\uff0c\u514d\u8d39\u3002\u5728 AI \u52a9\u624b\u91cc\u76f4\u63a5\u8bf4\uff1a<\/p>\n<pre><code>\u8bf7\u4ece https:\/\/github.com\/khscience\/khquant-skill \u4e0b\u8f7d khQuant Skill\uff0c\n\u628a skills\/khquant \u6587\u4ef6\u5939\u5b89\u88c5\u5230\u4f60\u81ea\u5df1\u7684\u7528\u6237\u7ea7 Skill \u76ee\u5f55\u91cc\uff0c\n\u88c5\u597d\u540e\u544a\u8bc9\u6211\u88c5\u5728\u54ea\u91cc\uff0c\u5e76\u63d0\u9192\u6211\u91cd\u542f\u3002<\/code><\/pre>\n<p>\u6309\u63d0\u793a\u91cd\u542f AI \u52a9\u624b\u3002\u600e\u6837\u786e\u8ba4\u88c5\u597d\u4e86\uff1aCodex \u91cc\u8f93\u5165 <code>&#36;khq<\/code>\uff0c\u5217\u8868\u91cc\u80fd\u770b\u5230\u300c\u770b\u6d77\u91cf\u5316 KhQuant\u300d\uff1a<\/p>\n<figure class=\"khq-tn-fig\"><a href=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/tutorial-new\/v3\/v3-codex-skill.webp?v=91103afc\" target=\"_blank\" rel=\"noopener\" title=\"\u70b9\u51fb\u67e5\u770b\u539f\u56fe\"><img decoding=\"async\" src=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/tutorial-new\/v3\/v3-codex-skill.webp?v=91103afc\" width=\"1240\" height=\"240\" alt=\"Codex \u8f93\u5165\u6846\u91cc\u8f93\u5165 &#36;khq\uff0c\u51fa\u73b0\u300c\u770b\u6d77\u91cf\u5316 KhQuant\u300d\u8fd9\u4e2a Skill\" loading=\"lazy\"><\/a><figcaption>Codex \u8f93\u5165\u6846\u91cc\u8f93\u5165 &#36;khq\uff0c\u51fa\u73b0\u300c\u770b\u6d77\u91cf\u5316 KhQuant\u300d\u8fd9\u4e2a Skill<\/figcaption><\/figure>\n<p>Claude Code \u91cc\u8f93\u5165 <code>\/<\/code> \u80fd\u770b\u5230 <code>\/khquant<\/code>\uff1bCursor \u7b49\u5176\u4ed6\u5de5\u5177\u53ef\u4ee5\u76f4\u63a5\u95ee\u5b83\u300c\u4f60\u6709 khquant \u8fd9\u4e2a Skill \u5417\u300d\u3002\u4e4b\u540e\u70b9\u540d\u4f7f\u7528\uff08<code>&#36;khquant<\/code> \u6216 <code>\/khquant<\/code>\uff09\uff0c\u8bf4\u5230\u300c\u56de\u6d4b\u300d\u300c\u4e0b\u8f7d\u80a1\u7968\u6570\u636e\u300d\u8fd9\u7c7b\u8bdd\u65f6\u4e5f\u4f1a\u81ea\u52a8\u542f\u7528\u3002\u60f3\u624b\u52a8\u5b89\u88c5\uff0c\u89c1<a href=\"#skill-manual\">\u7b2c 3.3 \u8282<\/a>\u3002<\/p>\n<h3 id=\"q-first\">1.4 \u7b2c\u4e00\u6b21\u5bf9\u8bdd\uff1a\u5148\u68c0\u67e5\uff0c\u518d\u521d\u59cb\u5316<\/h3>\n<div class=\"khq-tn-callout warn\" id=\"gui-user\"><div class=\"lbl\">\u6309 2.1 \u5728\u754c\u9762\u91cc\u8bbe\u8fc7\u6570\u636e\u76ee\u5f55\u7684\uff0c\u5148\u770b\u8fd9\u91cc<\/div><p>\u5728\u56fe\u5f62\u754c\u9762\u300c\u8bbe\u7f6e \u2192 \u6570\u636e\u8bbe\u7f6e\u300d\u91cc\u4fdd\u5b58\u8fc7\u6570\u636e\u76ee\u5f55\u540e\uff0c<code>kh<\/code> \u5c31\u7b97\u5df2\u7ecf\u521d\u59cb\u5316\u4e86\uff0c\u4f1a\u76f4\u63a5\u6cbf\u7528\u8fd9\u4efd\u8bbe\u7f6e\uff1b\u4f46\u754c\u9762\u7528\u7684\u7b56\u7565\u76ee\u5f55\u4e0d\u4f1a\u5199\u8fdb\u547d\u4ee4\u884c\u7684 <code>strategy_dir<\/code>\uff0c\u5b83\u662f\u7a7a\u7684\u3002\u8fd9\u65f6\u8fd0\u884c <code>kh run \u30101-MA\u7b56\u7565\u6848\u4f8b\u3011\u53cc\u5747\u7ebf\u7cbe\u7b80_\u4f7f\u7528khMA\u51fd\u6570.kh<\/code> \u8fd9\u7c7b\u53ea\u5199\u6587\u4ef6\u540d\u7684\u547d\u4ee4\uff0c\u4f1a\u62a5\u300c\u914d\u7f6e\u6587\u4ef6\u4e0d\u5b58\u5728\u300d\u3002\u6309 2.1 \u88c5\u597d\u3001\u5728\u754c\u9762\u91cc\u8bbe\u8fc7\u6570\u636e\u76ee\u5f55\u7684\uff0c\u5c31\u662f\u8fd9\u79cd\u60c5\u51b5\u3002\u8865\u4e0a\u7b56\u7565\u76ee\u5f55\u5373\u53ef\uff08Windows \u754c\u9762\u9ed8\u8ba4\u7684\u7b56\u7565\u76ee\u5f55\u5728\u300c\u6587\u6863\\KhQuant\\strategies\u300d\uff0cPowerShell \u91cc\u8fd0\u884c\uff09\uff1a<\/p><pre><code>kh config set strategy_dir \"&#36;env:USERPROFILE\\Documents\\KhQuant\\strategies\"<\/code><\/pre><p>macOS \u628a\u5f15\u53f7\u91cc\u6362\u6210\u4f60\u5728\u754c\u9762\u91cc\u7528\u7684\u7b56\u7565\u76ee\u5f55\uff08\u9ed8\u8ba4\u4f4d\u7f6e\u89c1 <a href=\"https:\/\/khsci.com\/khQuant\/macos\/\">2.4<\/a> \u7b2c 2.8 \u8282\uff09\u3002<strong>\u4e0d\u8981\u8fd0\u884c <code>kh init<\/code><\/strong>\uff1a\u5b83\u4f1a\u7528\u9ed8\u8ba4\u503c\u6574\u4efd\u8986\u76d6 <code>settings.json<\/code>\uff08\u754c\u9762\u548c\u547d\u4ee4\u884c\u5171\u7528\u8fd9\u4e00\u4efd\uff09\uff0c\u6570\u636e\u76ee\u5f55\u53d8\u56de\u9ed8\u8ba4\u503c\uff08Windows \u6709 D \u76d8\u65f6\u662f <code>D:\\khData<\/code>\uff0c\u6ca1\u6709 D \u76d8\u65f6\u662f <code>\u7528\u6237\u76ee\u5f55\\khData<\/code>\uff1bmacOS <code>~\/Library\/Application Support\/khQuant\/stock_data<\/code>\uff09\uff0c\u5df2\u7ecf\u586b\u8fc7\u7684 Tushare Token\u3001\u56de\u6d4b\u6027\u80fd\u8bbe\u7f6e\u4e5f\u4f1a\u88ab\u91cd\u7f6e\u3002<\/p><\/div>\n<pre><code>\u5148\u4e0d\u8981\u8dd1\u7b56\u7565\u3002\u8bf7\u7528 khQuant Skill \u68c0\u67e5 kh \u80fd\u4e0d\u80fd\u7528\u3001\u73af\u5883\u6709\u6ca1\u6709\u95ee\u9898\uff0c\n\u5e76\u7528 kh config show \u544a\u8bc9\u6211\u73b0\u5728\u7684\u6570\u636e\u76ee\u5f55\u548c\u7b56\u7565\u76ee\u5f55\u3002\n\u5982\u679c\u8fd8\u6ca1\u521d\u59cb\u5316\uff0c\u5c31\u9010\u9879\u95ee\u6211\u8fd9\u4e24\u4e2a\u76ee\u5f55\u653e\u5728\u54ea\u91cc\u3002\nTushare Token \u4e4b\u7c7b\u7684\u5bc6\u94a5\u6211\u81ea\u5df1\u586b\uff0c\u4f60\u4e0d\u8981\u78b0\uff0c\u4e5f\u4e0d\u8981\u76f4\u63a5\u6253\u5f00 settings.json\u3002<\/code><\/pre>\n<p>AI \u4f1a\u5148\u8fd0\u884c <code>kh version<\/code>\u3001<code>kh doctor<\/code> \u548c <code>kh config show<\/code>\uff0c\u518d\u6839\u636e\u7ed3\u679c\u5904\u7406\u3002\u4e0b\u9762\u662f\u5b9e\u62cd\uff08\u5df2\u521d\u59cb\u5316\u8fc7\u7684\u7535\u8111\uff0c\u7528\u65f6\u4e00\u4e24\u5206\u949f\uff09\uff1a<\/p>\n<figure class=\"khq-tn-fig\"><a href=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/tutorial-new\/v3\/v3-codex-first.webp?v=660c6876\" target=\"_blank\" rel=\"noopener\" title=\"\u70b9\u51fb\u67e5\u770b\u539f\u56fe\"><img decoding=\"async\" src=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/tutorial-new\/v3\/v3-codex-first.webp?v=660c6876\" width=\"1160\" height=\"820\" alt=\"\u7b2c\u4e00\u6b21\u5bf9\u8bdd\uff1aAI \u62a5\u544a kh \u7248\u672c\u3001\u6570\u636e\u76ee\u5f55\u3001\u7b56\u7565\u76ee\u5f55\u548c kh doctor \u7ed3\u679c\uff0c\u6ca1\u6709\u78b0\u5bc6\u94a5\u548c settings.json\" loading=\"lazy\"><\/a><figcaption>\u7b2c\u4e00\u6b21\u5bf9\u8bdd\uff1aAI \u62a5\u544a kh \u7248\u672c\u3001\u6570\u636e\u76ee\u5f55\u3001\u7b56\u7565\u76ee\u5f55\u548c kh doctor \u7ed3\u679c\uff0c\u6ca1\u6709\u78b0\u5bc6\u94a5\u548c settings.json<\/figcaption><\/figure>\n<p>\u7b2c\u4e8c\u884c\u300c\u7528 kh config show\u300d\u4e0d\u8981\u7701\uff1a\u5b9e\u6d4b\u53ea\u5199\u300c\u4e0d\u8981\u6253\u5f00 settings.json\u300d\u65f6\uff0cAI \u4f1a\u628a\u5b83\u7406\u89e3\u6210\u8fde\u914d\u7f6e\u90fd\u4e0d\u80fd\u770b\uff0c\u7ed3\u679c\u6ca1\u53bb\u6838\u5bf9\u6570\u636e\u76ee\u5f55\u548c\u7b56\u7565\u76ee\u5f55\u3002miniQMT \u672a\u5c31\u7eea\u7684\u8b66\u544a\u53ea\u662f\u8bf4 miniQMT \u5ba2\u6237\u7aef\u6ca1\u5f00\uff0c\u7528\u672c\u5730\u6570\u636e\u5e93\u56de\u6d4b\u4e0d\u53d7\u5f71\u54cd\u3002<\/p>\n<p>\u786e\u8ba4\u80fd\u7528\u540e\uff0c\u53ef\u4ee5\u5148\u8dd1\u4e00\u4e0b\u81ea\u5e26\u793a\u4f8b\u719f\u6089\u6d41\u7a0b\uff1a<\/p>\n<pre><code>\u7528\u547d\u4ee4\u884c\u8dd1\u4e00\u4e0b\u81ea\u5e26\u7684\u53cc\u5747\u7ebf\u7cbe\u7b80\u793a\u4f8b\uff0c\u751f\u6210 HTML \u62a5\u544a\uff0c\u518d\u7ed9\u6211\u89e3\u91ca\u7ed3\u679c\u3002<\/code><\/pre>\n<ul>\n<li>\u793a\u4f8b\u7684\u5747\u7ebf\u53c2\u6570\u662f\u968f\u673a\u751f\u6210\u7684\uff0c\u6bcf\u6b21\u7ed3\u679c\u4e0d\u540c\u3002<\/li>\n<li>\u5982\u679c AI \u7528 tx \u4e0b\u8f7d\u6570\u636e\uff0c\u63d0\u9192\u5b83\u52a0 <code>&#45;&#45;adj front<\/code>\uff0c\u5426\u5219\u793a\u4f8b\u4f1a\u4e00\u7b14\u4ea4\u6613\u90fd\u6ca1\u6709\uff08\u89c1<a href=\"#m-download\">\u7b2c 4.3 \u8282<\/a>\uff09\u3002<\/li>\n<\/ul>\n<h3 id=\"prompt\">1.5 \u4ea4\u7ed9\u5b83\u4e00\u4e2a\u7814\u7a76\u4efb\u52a1<\/h3>\n<p>\u80fd\u8dd1\u901a\u793a\u4f8b\u540e\uff0c\u5c31\u53ef\u4ee5\u7528\u4e2d\u6587\u63d0\u7814\u7a76\u95ee\u9898\u4e86\u3002\u4e0b\u9762\u8fd9\u6bb5\u662f\u6211\u4eec\u5b9e\u6d4b\u7528\u8fc7\u7684\u63d0\u793a\u8bcd\uff08\u5728\u539f\u8bdd\u57fa\u7840\u4e0a\u8865\u4e86\u4e24\u5904\uff1a\u6bcf\u6761 <code>kh run<\/code> \u90fd\u663e\u5f0f\u5e26 <code>&#45;&#45;data-root<\/code>\uff0c\u5e76\u5199\u6e05\u54ea\u4e9b\u6587\u4ef6\u653e\u8fdb\u7814\u7a76\u76ee\u5f55\uff09\uff0c\u590d\u5236\u8fc7\u53bb\uff0c\u628a\u76ee\u5f55\u6362\u6210\u4f60\u7684\u5c31\u80fd\u7528\uff1a<\/p>\n<pre><code>\u7528 &#36;khquant \u5e2e\u6211\u505a\u4e00\u4e2a\u5c0f\u7814\u7a76\uff1a\u6caa\u6df1300\u6307\u6570\uff08000300.SH\uff09\u4e0a\u7684\u53cc\u5747\u7ebf\u7b56\u7565\uff0c\u77ed\u5747\u7ebf\u548c\u957f\u5747\u7ebf\u53d6\u591a\u5c11\u6bd4\u8f83\u597d\uff1f\n\n\u8981\u6c42\uff1a\n1. \u7814\u7a76\u76ee\u5f55\u662f C:\\khdemo_ai\uff1a.kh \u914d\u7f6e\u3001results.csv\u3001HTML \u62a5\u544a\u548c DONE.txt \u90fd\u653e\u8fd9\u91cc\uff1b\u539f\u59cb\u56de\u6d4b\u7ed3\u679c\u76ee\u5f55\u4ecd\u5728 kh \u9ed8\u8ba4\u7684\u7ed3\u679c\u76ee\u5f55\uff0c\u7528 kh result list \u67e5\u627e\u3002\u5148\u7528 tx \u6e90\u4e0b\u8f7d 000300.SH \u81ea 2022-01-01 \u8d77\u7684\u65e5\u7ebf\uff0c\u52a0 &#45;&#45;adj front\uff08\u524d\u590d\u6743\uff09\uff0c\u7528 &#45;&#45;data-root \u5b58\u5230 C:\\khdemo_ai\\data\uff1b\u4e0d\u8981\u56e0\u4e3a\u5e93\u91cc\u5df2\u7ecf\u6709 000300.SH \u5c31\u8df3\u8fc7\u4e0b\u8f7d\u3002\u4e0d\u8981\u6539 kh \u7684\u5168\u5c40\u914d\u7f6e\u3002\n2. \u4ee5\u5185\u7f6e\u7684\u53cc\u5747\u7ebf\u6848\u4f8b\u4e3a\u57fa\u7840\uff0c\u6539\u6210\u53ef\u4ee5\u8c03\u53c2\u6570\u7684\u7248\u672c\u3002\u77ed\u5747\u7ebf\u8bd5 5\u300110\u300120\uff0c\u957f\u5747\u7ebf\u8bd5 30\u300160\u3001120\uff0c\u56de\u6d4b\u533a\u95f4 2023-01-01 \u5230 2026-09-30\uff0c\u5168\u90e8\u7528 kh run \u547d\u4ee4\u8dd1\uff0c\u6bcf\u6761\u90fd\u52a0 &#45;&#45;data-root C:\\khdemo_ai\\data\u3002\n3. \u628a\u6bcf\u7ec4\u53c2\u6570\u7684\u6536\u76ca\u7387\u3001\u6700\u5927\u56de\u64a4\u3001\u590f\u666e\u6bd4\u7387\u6574\u7406\u6210 results.csv\uff0c\u6309\u6536\u76ca\u548c\u56de\u64a4\u7ed9\u51fa\u6392\u540d\uff0c\u7528\u51e0\u53e5\u8bdd\u5199\u7ed3\u8bba\u548c\u9700\u8981\u6ce8\u610f\u7684\u98ce\u9669\u3002\n4. \u7ed9\u8868\u73b0\u6700\u597d\u7684\u90a3\u7ec4\u751f\u6210 HTML \u56de\u6d4b\u62a5\u544a\u3002\n5. \u5168\u90e8\u5b8c\u6210\u540e\uff0c\u5199\u4e00\u4e2a C:\\khdemo_ai\\DONE.txt\uff0c\u91cc\u9762\u5199\u4e0a\u201c\u5b8c\u6210\u201d\u3002<\/code><\/pre>\n<p>\u8fd9\u6bb5\u63d0\u793a\u8bcd\u597d\u7528\u5728\u51e0\u5904\uff1a\u6307\u5b9a\u5355\u72ec\u7684\u76ee\u5f55\u548c <code>&#45;&#45;data-root<\/code>\uff0c\u7814\u7a76\u6570\u636e\u4e0d\u4f1a\u6df7\u8fdb\u4f60\u5e73\u65f6\u7684\u6570\u636e\u5e93\uff1b\u660e\u786e\u8981\u6c42\u4e0b\u8f7d\u524d\u590d\u6743\u6570\u636e\uff08\u81ea\u52a8\u8865\u7684\u6caa\u6df1 300 \u57fa\u51c6\u53ea\u6709\u4e0d\u590d\u6743\u4ef7\uff0cAI \u770b\u5230\u300c\u5df2\u6709\u6570\u636e\u300d\u5c31\u4e0d\u4e0b\u7684\u8bdd\u4f1a\u96f6\u4ea4\u6613\uff09\uff1b\u53c2\u6570\u8303\u56f4\u548c\u56de\u6d4b\u533a\u95f4\u5199\u6b7b\uff0c\u5404\u7ec4\u4e4b\u95f4\u624d\u6709\u53ef\u6bd4\u6027\uff1b\u8981\u6c42\u5b83\u5199\u98ce\u9669\uff0c\u7ed3\u8bba\u4e0d\u4f1a\u53ea\u62a5\u559c\uff1b\u6700\u540e\u5199\u4e00\u4e2a <code>DONE.txt<\/code>\uff0c\u4f60\u4e0d\u7528\u76ef\u7740\u5c4f\u5e55\uff0c\u770b\u5230\u6587\u4ef6\u5c31\u77e5\u9053\u505a\u5b8c\u4e86\u3002<\/p>\n<p>\u53d1\u51fa\u53bb\u4e4b\u540e\u8981\u4e0d\u8981\u5b88\u7740\uff0c\u53d6\u51b3\u4e8e\u6279\u51c6\u65b9\u5f0f\uff1a<\/p>\n<ul>\n<li>\u9009\u7684\u662f\u300c\u8bf7\u6c42\u6279\u51c6\u300d\uff1a\u5b83\u4f1a\u5728\u4e0b\u8f7d\u548c\u6bcf\u6b21 <code>kh run<\/code> \u524d\u505c\u4e0b\u6765\u7b49\u4f60\u786e\u8ba4\uff0c9 \u7ec4\u56de\u6d4b\u5c31\u8981\u70b9\u5f88\u591a\u6b21\u3002\u60f3\u8d70\u5f00\uff0c\u53ef\u4ee5\u5728\u5b83\u7b2c\u4e00\u6b21\u8bf7\u6c42\u65f6\uff0c\u5728\u5bf9\u8bdd\u91cc\u4e00\u6b21\u6027\u540c\u610f\u300c\u672c\u6b21\u7814\u7a76\u7528\u5230\u7684 <code>kh data download<\/code> \u548c <code>kh run<\/code> \u90fd\u53ef\u4ee5\u76f4\u63a5\u6267\u884c\u300d\uff1b\u6216\u8005\u53ea\u5728\u8fd9\u4e2a\u4e13\u7528\u7814\u7a76\u76ee\u5f55\u91cc\u4e34\u65f6\u653e\u5bbd\u6743\u9650\uff0c\u505a\u5b8c\u518d\u6539\u56de\u6765\u3002<\/li>\n<li>\u6211\u4eec\u5b9e\u6d4b\u65f6\u7528\u7684\u662f\u300c\u5b8c\u5168\u8bbf\u95ee\u6743\u9650\u300d\uff0c\u6240\u4ee5\u53d1\u51fa\u53bb\u4e4b\u540e\u5c31\u53bb\u5fd9\u522b\u7684\u4e86\uff0c\u770b\u5230 <code>DONE.txt<\/code> \u518d\u56de\u6765\u3002<\/li>\n<\/ul>\n<p>\u7ed3\u679c\u662f\u4ec0\u4e48\u6837\u7684\uff0c\u770b\u4e0b\u4e00\u8282\u3002<\/p>\n\n<h2 id=\"result\">2 \u770b\u770b\u7ed3\u679c\uff1a\u4e00\u6b21\u771f\u5b9e\u7684\u7814\u7a76<\/h2>\n<p>2026 \u5e74 10 \u6708 7 \u65e5\uff0c\u6211\u4eec\u5728 Codex \u91cc\u88c5\u597d khQuant Skill\uff0c\u65b0\u5efa\u5bf9\u8bdd\uff0c\u53ea\u95ee\u4e86\u4e00\u4e2a\u95ee\u9898\uff1a\u300c\u6caa\u6df1300\u6307\u6570\u4e0a\u7684\u53cc\u5747\u7ebf\u7b56\u7565\uff0c\u77ed\u5747\u7ebf\u548c\u957f\u5747\u7ebf\u53d6\u591a\u5c11\u6bd4\u8f83\u597d\uff1f\u300d\uff0c\u518d\u5199\u6e05\u6587\u4ef6\u653e\u54ea\u3001\u53c2\u6570\u8303\u56f4\u3001\u56de\u6d4b\u533a\u95f4\u548c\u8981\u54ea\u4e9b\u6307\u6807\u3002\u4e4b\u540e\u6ca1\u6709\u518d\u63d2\u624b\u3002<\/p>\n<figure class=\"khq-tn-fig\"><a href=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/tutorial-new\/v3\/v3-ai-run.webp?v=2d197727\" target=\"_blank\" rel=\"noopener\" title=\"\u70b9\u51fb\u67e5\u770b\u539f\u56fe\"><img decoding=\"async\" src=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/tutorial-new\/v3\/v3-ai-run.webp?v=2d197727\" width=\"1070\" height=\"1200\" alt=\"\u5728 Codex \u91cc\u7528\u4e2d\u6587\u4e0b\u8fbe\u7814\u7a76\u4efb\u52a1\uff0c\u5b83\u5148\u6838\u5bf9 kh \u7248\u672c\u3001\u73af\u5883\u548c\u547d\u4ee4\u7528\u6cd5\" loading=\"lazy\"><\/a><figcaption>\u5728 Codex \u91cc\u7528\u4e2d\u6587\u4e0b\u8fbe\u7814\u7a76\u4efb\u52a1\uff0c\u5b83\u5148\u6838\u5bf9 kh \u7248\u672c\u3001\u73af\u5883\u548c\u547d\u4ee4\u7528\u6cd5<\/figcaption><\/figure>\n<p>Codex \u5168\u7a0b\u53ea\u7528 <code>kh<\/code> \u547d\u4ee4\uff0c\u7ea6 15 \u5206\u949f\u4ea4\u56de\uff1a\u4e0b\u597d\u7684\u6570\u636e\u3001\u6539\u6210\u53ef\u8c03\u53c2\u6570\u7684\u7b56\u7565\uff08\u53c2\u6570\u5199\u5728 <code>.kh<\/code> \u7684 <code>strategy_params<\/code> \u91cc\uff09\u30019 \u7ec4\u53c2\u6570\u7684\u56de\u6d4b\u3001\u6309\u6536\u76ca\u548c\u56de\u64a4\u6392\u540d\u7684\u7ed3\u679c\u8868\u3001\u7ed3\u8bba\u548c\u98ce\u9669\u63d0\u793a\uff0c\u4ee5\u53ca\u7b2c\u4e00\u540d\u7684 HTML \u62a5\u544a\u3002\u6309\u603b\u6536\u76ca\u7387\u6392\u540d\uff1a<\/p>\n<div class=\"khq-tn-table\"><table>\n<thead><tr><th style=\"text-align:left;\">\u6392\u540d<\/th><th style=\"text-align:left;\">\u77ed \/ \u957f\u5747\u7ebf<\/th><th style=\"text-align:right;\">\u603b\u6536\u76ca\u7387<\/th><th style=\"text-align:right;\">\u6700\u5927\u56de\u64a4<\/th><th style=\"text-align:right;\">\u590f\u666e\u6bd4\u7387<\/th><th style=\"text-align:right;\">\u6210\u4ea4\u7b14\u6570<\/th><\/tr><\/thead>\n<tbody>\n<tr><td>1<\/td><td>5 \/ 60<\/td><td style=\"text-align:right;\">-6.86%<\/td><td style=\"text-align:right;\">21.58%<\/td><td style=\"text-align:right;\">-0.47<\/td><td style=\"text-align:right;\">22<\/td><\/tr>\n<tr><td>2<\/td><td>20 \/ 60<\/td><td style=\"text-align:right;\">-7.46%<\/td><td style=\"text-align:right;\">23.56%<\/td><td style=\"text-align:right;\">-0.53<\/td><td style=\"text-align:right;\">20<\/td><\/tr>\n<tr><td>3<\/td><td>10 \/ 120<\/td><td style=\"text-align:right;\">-7.90%<\/td><td style=\"text-align:right;\">20.54%<\/td><td style=\"text-align:right;\">-0.51<\/td><td style=\"text-align:right;\">14<\/td><\/tr>\n<tr><td>4<\/td><td>20 \/ 120<\/td><td style=\"text-align:right;\">-9.74%<\/td><td style=\"text-align:right;\">19.90%<\/td><td style=\"text-align:right;\">-0.56<\/td><td style=\"text-align:right;\">12<\/td><\/tr>\n<tr><td>5<\/td><td>5 \/ 30<\/td><td style=\"text-align:right;\">-15.33%<\/td><td style=\"text-align:right;\">23.76%<\/td><td style=\"text-align:right;\">-0.71<\/td><td style=\"text-align:right;\">46<\/td><\/tr>\n<tr><td>6<\/td><td>5 \/ 120<\/td><td style=\"text-align:right;\">-17.94%<\/td><td style=\"text-align:right;\">24.29%<\/td><td style=\"text-align:right;\">-1.10<\/td><td style=\"text-align:right;\">20<\/td><\/tr>\n<tr><td>7<\/td><td>10 \/ 30<\/td><td style=\"text-align:right;\">-21.44%<\/td><td style=\"text-align:right;\">24.22%<\/td><td style=\"text-align:right;\">-1.03<\/td><td style=\"text-align:right;\">38<\/td><\/tr>\n<tr><td>8<\/td><td>10 \/ 60<\/td><td style=\"text-align:right;\">-22.96%<\/td><td style=\"text-align:right;\">32.37%<\/td><td style=\"text-align:right;\">-0.97<\/td><td style=\"text-align:right;\">20<\/td><\/tr>\n<tr><td>9<\/td><td>20 \/ 30<\/td><td style=\"text-align:right;\">-27.80%<\/td><td style=\"text-align:right;\">30.12%<\/td><td style=\"text-align:right;\">-1.58<\/td><td style=\"text-align:right;\">38<\/td><\/tr>\n<\/tbody>\n<\/table><\/div>\n<figure class=\"khq-tn-fig\"><a href=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/tutorial-new\/v3\/v3-ai-result.webp?v=1c2c52bb\" target=\"_blank\" rel=\"noopener\" title=\"\u70b9\u51fb\u67e5\u770b\u539f\u56fe\"><img decoding=\"async\" src=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/tutorial-new\/v3\/v3-ai-result.webp?v=1c2c52bb\" width=\"515\" height=\"192\" alt=\"Codex \u7684\u7ed3\u8bba\u5f00\u5934\uff1a\u5b8c\u6210\u4e5d\u7ec4\u56de\u6d4b\uff0c\u5168\u5c40\u914d\u7f6e\u672a\u6539\" loading=\"lazy\"><\/a><figcaption>Codex \u7684\u7ed3\u8bba\u5f00\u5934\uff1a\u5b8c\u6210\u4e5d\u7ec4\u56de\u6d4b\uff0c\u5168\u5c40\u914d\u7f6e\u672a\u6539<\/figcaption><\/figure>\n<p>\u5b83\u6ca1\u6709\u66ff\u7b56\u7565\u8bf4\u597d\u8bdd\uff1a9 \u7ec4\u5168\u90e8\u4e8f\u635f\uff0c\u540c\u671f\u6307\u6570\u672c\u8eab\u662f\u4e0a\u6da8\u7684\uff0c\u6240\u4ee5\u53ea\u80fd\u8bf4\u660e\u300c\u5728\u8fd9\u6bb5\u5386\u53f2\u91cc\u54ea\u7ec4\u76f8\u5bf9\u597d\u4e00\u70b9\u300d\uff0c\u4e0d\u80fd\u8bc1\u660e\u6709\u8d85\u989d\u6536\u76ca\uff1b\u8fd8\u4e3b\u52a8\u63d0\u9192\u4e86\u8fc7\u5ea6\u62df\u5408\u548c\u4ea4\u6613\u6210\u672c\u7684\u98ce\u9669\u3002<\/p>\n<figure class=\"khq-tn-fig\"><a href=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/tutorial-new\/v3\/v3-ai-report.webp?v=4076180f\" target=\"_blank\" rel=\"noopener\" title=\"\u70b9\u51fb\u67e5\u770b\u539f\u56fe\"><img decoding=\"async\" src=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/tutorial-new\/v3\/v3-ai-report.webp?v=4076180f\" width=\"1200\" height=\"1170\" alt=\"Codex \u7528 kh \u751f\u6210\u7684\u7b2c\u4e00\u540d\u7ec4\u5408 HTML \u56de\u6d4b\u62a5\u544a\" loading=\"lazy\"><\/a><figcaption>Codex \u7528 kh \u751f\u6210\u7684\u7b2c\u4e00\u540d\u7ec4\u5408 HTML \u56de\u6d4b\u62a5\u544a<\/figcaption><\/figure>\n<p>\u8fd9\u5c31\u662f\u547d\u4ee4\u884c + AI \u7684\u4ef7\u503c\uff1a\u91cd\u590d\u7684\u547d\u4ee4\u3001\u6539\u6587\u4ef6\u3001\u8dd1\u4e00\u7ec4\u7ec4\u56de\u6d4b\u3001\u6574\u7406\u8868\u683c\uff0c\u90fd\u4ea4\u7ed9 AI\uff1b\u4f60\u628a\u7cbe\u529b\u653e\u5728\u63d0\u95ee\u9898\u548c\u5224\u65ad\u7ed3\u679c\u4e0a\u3002\u60f3\u8ba9 AI \u4ece\u96f6\u5199\u4e00\u4e2a\u65b0\u7b56\u7565\u5e76\u56de\u6d4b\u9a8c\u8bc1\uff0c\u89c1 <a href=\"https:\/\/khsci.com\/khQuant\/ai-strategy\/\">3.4<\/a>\u3002<\/p>\n<div class=\"khq-tn-callout warn\"><div class=\"lbl\">\u6ce8\u610f<\/div><p>\u793a\u4f8b\u91cc\u7684\u6807\u7684\u548c\u53c2\u6570\u53ea\u4e3a\u6f14\u793a\u6d41\u7a0b\uff0c\u56de\u6d4b\u7ed3\u679c\u53ea\u53cd\u6620\u5386\u53f2\u6570\u636e\uff0c\u4e0d\u4ee3\u8868\u672a\u6765\u6536\u76ca\uff0c\u4e0d\u6784\u6210\u4efb\u4f55\u6295\u8d44\u5efa\u8bae\u3002<\/p><\/div>\n\n<h2 id=\"detail\">3 \u7ec6\u8bf4\uff1aAI \u52a9\u624b\u548c khQuant Skill<\/h2>\n<h3>3.1 AI \u52a9\u624b\u80fd\u5e2e\u4f60\u505a\u4ec0\u4e48<\/h3>\n<ul>\n<li>\u68c0\u67e5\u73af\u5883\u3001\u521d\u59cb\u5316 <code>kh<\/code>\uff0c\u9010\u9879\u95ee\u4f60\u8def\u5f84\u3002<\/li>\n<li>\u6309\u4f60\u7684\u63cf\u8ff0\u4e0b\u8f7d\u6570\u636e\uff0c\u5e76\u603b\u7ed3\u4e0b\u8f7d\u4e86\u4ec0\u4e48\u3002<\/li>\n<li>\u6309\u4f60\u7684\u601d\u8def\u5199\u7b56\u7565\u6587\u4ef6\u3001\u751f\u6210 <code>.kh<\/code> \u914d\u7f6e\u3001\u68c0\u67e5\u8bed\u6cd5\uff08\u5199\u7b56\u7565\u7684\u5b8c\u6574\u505a\u6cd5\u89c1 <a href=\"https:\/\/khsci.com\/khQuant\/ai-strategy\/\">3.4<\/a>\uff09\u3002<\/li>\n<li>\u628a\u4e00\u7ec4\u53c2\u6570\u7ec4\u5408\u5404\u8dd1\u4e00\u904d\uff0c\u6309\u6536\u76ca\u548c\u56de\u64a4\u6392\u540d\u3002<\/li>\n<li>\u89e3\u8bfb\u56de\u6d4b\u7ed3\u679c\uff0c\u751f\u6210 HTML \u62a5\u544a\u3002<\/li>\n<\/ul>\n<p>\u5b83\u6700\u5927\u7684\u4ef7\u503c\u662f\u628a\u91cd\u590d\u7684\u547d\u4ee4\u548c\u6574\u7406\u5de5\u4f5c\u63a5\u8fc7\u53bb\uff0c\u4e0d\u662f\u66ff\u4f60\u5224\u65ad\u7b56\u7565\u597d\u574f\u3002\u5173\u952e\u7ed3\u8bba\u8bf7\u81ea\u5df1\u7528 <code>kh result show<\/code> \u6216\u62a5\u544a\u590d\u6838\u3002<\/p>\n<h3 id=\"relay\">3.2 \uff08\u53ef\u9009\uff09\u7528 API \u4e2d\u8f6c\u7ad9\u63a5\u5165 Codex<\/h3>\n<p>\u8fd9\u4e00\u6b65\u4e0d\u662f\u5fc5\u9700\u7684\u3002Codex \u53ef\u4ee5\u7528\u5b98\u65b9\u8ba2\u9605\uff0c\u4e5f\u53ef\u4ee5\u901a\u8fc7 API \u4e2d\u8f6c\u7ad9\u4f7f\u7528\u3002\u4e2d\u8f6c\u7ad9\u7684\u597d\u5904\u662f\u4e0d\u9700\u8981\u590d\u6742\u7684\u7f51\u7edc\u73af\u5883\u914d\u7f6e\uff0c\u7528\u591a\u5c11\u82b1\u591a\u5c11\uff0c\u53ef\u4ee5\u5148\u5c0f\u989d\u5145\u503c\u4f53\u9a8c\u3002\u4e0b\u9762\u4ee5\u4f5c\u8005\u5728\u7528\u7684\u4e2d\u8f6c\u7ad9\u4e3a\u4f8b\uff1a<\/p>\n<ol>\n<li>\u70b9\u51fb<a href=\"https:\/\/rkapi.com\/register?aff=ukKp\" target=\"_blank\" rel=\"noopener\">\u8fd9\u4e2a\u4e2d\u8f6c\u7ad9\u94fe\u63a5<\/a>\u6ce8\u518c\uff0c\u8fdb\u5165\u540e\u53f0\u3002<\/li>\n<li>\u63a7\u5236\u53f0 \u2192\u300c\u4ee4\u724c\u7ba1\u7406\u300d\u2192\u300c\u6dfb\u52a0\u4ee4\u724c\u300d\uff1a\u540d\u79f0\u968f\u4fbf\u586b\uff08\u5982 codex\uff09\uff0c\u4ee4\u724c\u5206\u7ec4\u6309\u4e2d\u8f6c\u7ad9\u6587\u6863\u9009\u62e9\u5bf9\u5e94 Codex \u7684\u5206\u7ec4\uff0c\u5176\u4ed6\u4fdd\u6301\u9ed8\u8ba4\uff1b\u63d0\u4ea4\u540e\u590d\u5236\u5bc6\u94a5\u3002<\/li>\n<li>\u300c\u94b1\u5305\u7ba1\u7406\u300d\u91cc\u9009\u62e9\u5145\u503c\u5957\u9910\uff0c\u4ed8\u6b3e\u540e\u62ff\u5230\u5151\u6362\u7801\uff0c\u586b\u5165\u5151\u6362\u533a\u83b7\u5f97\u989d\u5ea6\u3002<strong>\u5957\u9910\u548c\u4ef7\u683c\u4ee5\u4e2d\u8f6c\u7ad9\u5b98\u7f51\u4e3a\u51c6\u3002<\/strong><\/li>\n<li>\u6253\u5f00\u5b83\u7684 <a href=\"https:\/\/rkapi.com\/doc\/\" target=\"_blank\" rel=\"noopener\">API \u5feb\u901f\u63a5\u5165\u6559\u7a0b<\/a>\uff0c\u6309\u8bf4\u660e\u9009\u62e9\u7cfb\u7edf\u548c\u5de5\u5177\uff0c\u4e0b\u8f7d\u5e76\u5b89\u88c5\u914d\u7f6e\u5de5\u5177\u3002<\/li>\n<li>\u6253\u5f00\u914d\u7f6e\u5de5\u5177\uff0c\u7c98\u8d34\u5bc6\u94a5\uff0c\u70b9\u300c\u5b89\u88c5\u300d\uff0c\u7b49\u5f85\u81ea\u52a8\u914d\u7f6e\u5b8c\u6210\uff0c\u518d\u6253\u5f00 Codex \u5373\u53ef\u3002<\/li>\n<\/ol>\n<figure class=\"khq-tn-fig\"><a href=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/2026\/06\/image-20260625-014407.png\" target=\"_blank\" rel=\"noopener\" title=\"\u70b9\u51fb\u67e5\u770b\u539f\u56fe\"><img decoding=\"async\" src=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/2026\/06\/image-20260625-014407.png\" alt=\"\u5728\u4e2d\u8f6c\u7ad9\u540e\u53f0\u6dfb\u52a0\u4ee4\u724c\uff08\u9875\u9762\u4ee5\u5b98\u7f51\u5f53\u524d\u4e3a\u51c6\uff09\" loading=\"lazy\"><\/a><figcaption>\u5728\u4e2d\u8f6c\u7ad9\u540e\u53f0\u6dfb\u52a0\u4ee4\u724c\uff08\u9875\u9762\u4ee5\u5b98\u7f51\u5f53\u524d\u4e3a\u51c6\uff09<\/figcaption><\/figure>\n<figure class=\"khq-tn-fig\"><a href=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/2026\/06\/image-20260625-014707.png\" target=\"_blank\" rel=\"noopener\" title=\"\u70b9\u51fb\u67e5\u770b\u539f\u56fe\"><img decoding=\"async\" src=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/2026\/06\/image-20260625-014707.png\" alt=\"\u5728\u914d\u7f6e\u5de5\u5177\u91cc\u7c98\u8d34\u5bc6\u94a5\u5e76\u5b89\u88c5\uff08\u9875\u9762\u4ee5\u5b98\u7f51\u5f53\u524d\u4e3a\u51c6\uff09\" loading=\"lazy\"><\/a><figcaption>\u5728\u914d\u7f6e\u5de5\u5177\u91cc\u7c98\u8d34\u5bc6\u94a5\u5e76\u5b89\u88c5\uff08\u9875\u9762\u4ee5\u5b98\u7f51\u5f53\u524d\u4e3a\u51c6\uff09<\/figcaption><\/figure>\n<div class=\"khq-tn-callout warn\"><div class=\"lbl\">\u6ce8\u610f<\/div><p>\u4e2d\u8f6c\u7ad9\u662f\u7b2c\u4e09\u65b9\u670d\u52a1\uff0c\u53ef\u80fd\u5b58\u5728\u670d\u52a1\u8d28\u91cf\u4e0d\u7a33\u5b9a\u6216\u6a21\u578b\u80fd\u529b\u6253\u6298\u6263\u7684\u98ce\u9669\uff0c\u662f\u5426\u7a33\u5b9a\u8bf7\u81ea\u884c\u5c0f\u989d\u8bd5\u7528\u540e\u5224\u65ad\u3002\u4f7f\u7528\u4e2d\u8f6c\u7ad9\u65f6\uff0c\u4f60\u53d1\u7ed9 AI \u7684\u5185\u5bb9\uff08\u5305\u62ec\u7b56\u7565\u4ee3\u7801\uff09\u4f1a\u7ecf\u8fc7\u4e2d\u8f6c\u7ad9\uff1b\u914d\u7f6e\u5de5\u5177\u4f1a\u6539\u5199\u672c\u673a Codex \u7684\u914d\u7f6e\u3002\u662f\u5426\u4f7f\u7528\u7531\u4f60\u81ea\u5df1\u51b3\u5b9a\u3002<\/p><\/div>\n\n<h3 id=\"skill-manual\">3.3 \u624b\u52a8\u5b89\u88c5\u3001\u66f4\u65b0\u548c\u5378\u8f7d Skill<\/h3>\n<p>\u5148\u53d6\u5f97\u4ed3\u5e93\uff1a<code>git clone https:\/\/github.com\/khscience\/khquant-skill.git<\/code>\uff0c\u6216\u5728\u7f51\u9875\u4e0a Code \u2192 Download ZIP \u540e\u89e3\u538b\u3002\u7136\u540e\u628a\u5176\u4e2d\u7684 <code>skills\/khquant<\/code> \u6587\u4ef6\u5939\u590d\u5236\u5230\u6240\u7528 AI \u5de5\u5177\u7684 Skill \u76ee\u5f55\u3002\u5404\u5de5\u5177\u7684\u76ee\u5f55\u548c\u70b9\u540d\u65b9\u5f0f\u89c1 <a href=\"https:\/\/khsci.com\/khQuant\/khquant-skill\/#where\">3.3 \u7b2c 2 \u8282<\/a>\uff08\u90a3\u91cc\u7edf\u4e00\u7ef4\u62a4\uff09\u3002<\/p>\n<p>Windows PowerShell \u793a\u4f8b\uff08Claude Code\uff09\uff1a<\/p>\n<pre><code>New-Item -ItemType Directory -Force -Path \"&#36;env:USERPROFILE\\.claude\\skills\" | Out-Null\nCopy-Item -Recurse -Force skills\\khquant \"&#36;env:USERPROFILE\\.claude\\skills\"<\/code><\/pre>\n<p>macOS \/ Linux\uff1a<\/p>\n<pre><code>mkdir -p ~\/.claude\/skills &amp;&amp; cp -r skills\/khquant ~\/.claude\/skills\/<\/code><\/pre>\n<p>\u88c5\u597d\u540e\u91cd\u542f AI \u5de5\u5177\u3002\u4e4b\u540e\u8bf4\u5230\u300c\u56de\u6d4b\u300d\u300c\u4e0b\u8f7d\u80a1\u7968\u6570\u636e\u300d\u4e4b\u7c7b\u7684\u8bdd\uff0cSkill \u4f1a\u81ea\u52a8\u542f\u7528\uff1b\u4e5f\u53ef\u4ee5\u7528\u4e0a\u8868\u7684\u65b9\u5f0f\u70b9\u540d\u4f7f\u7528\u3002\u5404\u5de5\u5177\u7684 Skill \u76ee\u5f55\u53ef\u80fd\u968f\u7248\u672c\u53d8\u5316\uff0c\u4ee5\u5de5\u5177\u5f53\u524d\u7684\u8bf4\u660e\u4e3a\u51c6\u3002<\/p>\n<ul>\n<li>\u66f4\u65b0\uff1a\u5728\u4ed3\u5e93\u76ee\u5f55 <code>git pull<\/code> \u540e\u91cd\u65b0\u590d\u5236\uff0c\u6216\u8005\u8ba9 AI\u300c\u628a khQuant Skill \u66f4\u65b0\u5230 GitHub \u4e0a\u7684\u6700\u65b0\u7248\u300d\u3002<\/li>\n<li>\u5378\u8f7d\uff1a\u5220\u9664\u4e0a\u9762\u5bf9\u5e94\u76ee\u5f55\u91cc\u7684 <code>khquant<\/code> \u6587\u4ef6\u5939\u3002<\/li>\n<\/ul>\n\n<h3 id=\"boundary\">3.4 Skill \u5e2e\u4f60\u5b88\u4f4f\u7684\u8fb9\u754c<\/h3>\n<p>Skill \u7ed9 <code>kh<\/code> \u7684\u547d\u4ee4\u5206\u4e86\u4e09\u6863\uff1a\u67e5\u8be2\u7c7b\u76f4\u63a5\u6267\u884c\uff1b\u4e0b\u8f7d\u3001\u56de\u6d4b\u3001\u6539\u914d\u7f6e\u8fd9\u7c7b\u5148\u7ed9\u4f60\u770b\u547d\u4ee4\u3001\u4f60\u540c\u610f\u540e\u624d\u6267\u884c\uff1b\u5220\u9664\u7ed3\u679c\u3001\u4fee\u590d\u6570\u636e\u3001<code>kh init<\/code> \u8fd9\u7c7b\u5fc5\u987b\u4f60\u660e\u786e\u540c\u610f\u3002\u5b8c\u6574\u7684\u547d\u4ee4\u5206\u6863\u8868\u89c1 <a href=\"https:\/\/khsci.com\/khQuant\/khquant-skill\/#tiers\">3.3 \u7b2c 4.2 \u8282<\/a>\uff08\u90a3\u91cc\u7edf\u4e00\u7ef4\u62a4\uff09\u3002<\/p>\n<ul>\n<li>\u6bcf\u6761\u547d\u4ee4\u6267\u884c\u524d\uff0cAI \u4f1a\u5728\u56de\u590d\u91cc\u5148\u5199\u4e00\u884c <code>&#36; kh \u2026<\/code>\uff0c\u4f60\u80fd\u770b\u5230\u5b83\u8981\u505a\u4ec0\u4e48\u3002<\/li>\n<li>\u5bc6\u94a5\uff1a\u8ba9 AI \u5f15\u5bfc\u4f60\u81ea\u5df1\u8fd0\u884c <code>kh config set tushare_token \u2026<\/code> \u6216\u5728\u56fe\u5f62\u754c\u9762\u91cc\u586b\u3002\u8bbe\u7f6e\u6587\u4ef6\u91cc\u7684 Token \u5e76\u6ca1\u6709\u52a0\u5bc6\uff0c<strong>\u4e0d\u8981\u8ba9 AI \u76f4\u63a5\u6253\u5f00 <code>settings.json<\/code><\/strong>\uff0c\u770b\u914d\u7f6e\u7528 <code>kh config show<\/code>\uff08\u53ea\u663e\u793a\u6253\u7801\u540e\u7684\u503c\uff09\u3002<\/li>\n<li>\u5e73\u65f6\u5efa\u8bae AI \u5de5\u5177\u4fdd\u6301\u300c\u6267\u884c\u547d\u4ee4\u524d\u9700\u8981\u6279\u51c6\u300d\uff1b\u6279\u91cf\u7814\u7a76\u8981\u8d70\u5f00\u65f6\uff0c\u53ea\u5728\u4e13\u7528\u7814\u7a76\u76ee\u5f55\u91cc\u4e34\u65f6\u653e\u5bbd\uff0c\u6216\u5728\u5bf9\u8bdd\u91cc\u4e00\u6b21\u6027\u540c\u610f\u8fd9\u6b21\u8981\u7528\u7684\u547d\u4ee4\uff0c\u505a\u5b8c\u6539\u56de\u6765\uff08\u89c1\u7b2c 1.5 \u8282\uff09\u3002<\/li>\n<li><code>kh strategy validate<\/code> \u5f52\u5728\u300c\u53ea\u8bfb\u300d\u4e00\u6863\uff0c\u4f46\u5b83\u4f1a\u5b9e\u9645\u6267\u884c\u4e00\u904d\u7b56\u7565\u6587\u4ef6\u7684\u9876\u5c42\u4ee3\u7801\uff1b\u68c0\u67e5\u6765\u8def\u4e0d\u660e\u7684\u7b56\u7565\u6587\u4ef6\u524d\u5148\u81ea\u5df1\u770b\u4e00\u773c\u4ee3\u7801\u3002<\/li>\n<\/ul>\n\n<h3 id=\"phrases\">3.5 \u5e38\u7528\u7684\u8bf4\u6cd5<\/h3>\n<div class=\"khq-tn-table\"><table>\n<thead><tr><th style=\"text-align:left;\">\u6b65\u9aa4<\/th><th style=\"text-align:left;\">\u4f60\u53ef\u4ee5\u8fd9\u6837\u8bf4<\/th><th style=\"text-align:left;\">AI \u4f1a\u8fd0\u884c<\/th><\/tr><\/thead>\n<tbody>\n<tr><td>\u4e0b\u8f7d\u6570\u636e<\/td><td>\u300c\u4e0b\u8f7d\u4e0a\u8bc150\u6210\u5206\u80a1\u8fd1 5 \u5e74\u7684\u65e5\u7ebf\uff0c\u524d\u590d\u6743\u300d<\/td><td><code>kh data download &#45;&#45;pool sz50 &#45;&#45;period 1d &#45;&#45;start \u2026 &#45;&#45;adj front &#45;&#45;source \u2026<\/code><\/td><\/tr>\n<tr><td>\u770b\u6570\u636e<\/td><td>\u300c\u603b\u7ed3\u4e00\u4e0b\u521a\u4e0b\u8f7d\u7684\u6570\u636e\u300d<\/td><td><code>kh data stats<\/code>\u3001<code>kh data info<\/code><\/td><\/tr>\n<tr><td>\u5199\u7b56\u7565<\/td><td>\u300c\u5199\u4e00\u4e2a RSI \u4f4e\u4e8e 30 \u4e70\u5165\u3001\u9ad8\u4e8e 70 \u5356\u51fa\u7684\u7b56\u7565\uff0c\u5148\u7528 validate \u68c0\u67e5\u300d<\/td><td>\u5199 <code>.py<\/code> \u548c <code>.kh<\/code>\uff0c<code>kh strategy validate<\/code>\uff08\u5199\u7b56\u7565\u7684\u7ec6\u8282\u89c1 <a href=\"https:\/\/khsci.com\/khQuant\/ai-strategy\/\">3.4<\/a>\uff09<\/td><\/tr>\n<tr><td>\u6279\u91cf\u7814\u7a76<\/td><td>\u300c\u628a\u53cc\u5747\u7ebf\u53c2\u6570\u6539\u6210\u56fa\u5b9a\u503c\uff0c\u77ed\u671f 5\/10\/20\u3001\u957f\u671f 30\/60\/120 \u4e24\u4e24\u7ec4\u5408\uff0c\u5404\u8dd1\u4e00\u904d\u8fd1\u4e00\u5e74\u7684\u56de\u6d4b\uff0c\u6309\u6536\u76ca\u548c\u56de\u64a4\u6392\u540d\u300d<\/td><td>\u6539\u6210\u53ef\u8c03\u53c2\u6570\u7684\u7b56\u7565\uff08\u6216\u6309<a href=\"#batch\">\u7b2c 4.7 \u8282<\/a>\u7528\u73af\u5883\u53d8\u91cf\u4f20\u53c2\uff09\uff0c\u9010\u4e2a <code>kh run \u2026 &#45;&#45;json<\/code>\uff0c\u518d\u6c47\u603b<\/td><\/tr>\n<tr><td>\u770b\u7ed3\u679c<\/td><td>\u300c\u89e3\u91ca\u4e00\u4e0b\u7b2c\u4e00\u540d\u7684\u6700\u5927\u56de\u64a4\uff0c\u751f\u6210\u5b83\u7684\u62a5\u544a\u300d<\/td><td><code>kh result show<\/code>\u3001<code>kh result report<\/code><\/td><\/tr>\n<\/tbody>\n<\/table><\/div>\n<p>\u5b9e\u9645\u7684\u5de5\u4f5c\u5faa\u73af\u5927\u81f4\u662f\u300c\u5199\u4ee3\u7801 \u2192 <code>kh strategy validate<\/code> \u2192 \u77ed\u533a\u95f4 <code>kh run<\/code> \u2192 \u6838\u5bf9 \u2192 \u6539\u4e86\u518d\u8dd1\u300d\u3002\u4e0b\u9762\u662f 3.4 \u5b9e\u62cd\u91cc Codex \u7684\u4e00\u6bb5\u8fc7\u7a0b\uff1a<\/p>\n<figure class=\"khq-tn-fig\"><a href=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/tutorial-new\/v3\/v3-ai-rsi-process.webp?v=5f4b04fe\" target=\"_blank\" rel=\"noopener\" title=\"\u70b9\u51fb\u67e5\u770b\u539f\u56fe\"><img decoding=\"async\" src=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/tutorial-new\/v3\/v3-ai-rsi-process.webp?v=5f4b04fe\" width=\"1140\" height=\"1650\" alt=\"\u5b9e\u62cd\uff1aCodex \u68c0\u67e5\u7ed3\u6784\u3001\u8dd1\u77ed\u533a\u95f4\uff0c\u53d1\u73b0\u95ee\u9898\u540e\u6539\u5199\u6cd5\u518d\u8dd1\" loading=\"lazy\"><\/a><figcaption>\u5b9e\u62cd\uff1aCodex \u68c0\u67e5\u7ed3\u6784\u3001\u8dd1\u77ed\u533a\u95f4\uff0c\u53d1\u73b0\u95ee\u9898\u540e\u6539\u5199\u6cd5\u518d\u8dd1<\/figcaption><\/figure>\n<h3>3.6 \u8ba9\u7ed3\u679c\u66f4\u53ef\u9760\u7684\u4e60\u60ef<\/h3>\n<ul>\n<li>\u7814\u7a76\u524d\u5148\u8ba9 AI \u628a\u968f\u673a\u53c2\u6570\u6539\u6210\u56fa\u5b9a\u503c\uff0c\u533a\u95f4\u4e5f\u56fa\u5b9a\u4e0b\u6765\uff0c\u4e0d\u540c\u7ec4\u4e4b\u95f4\u624d\u6709\u53ef\u6bd4\u6027\u3002<\/li>\n<li>\u6279\u91cf\u56de\u6d4b\u65f6\u8ba9 AI \u7528 <code>&#45;&#45;json<\/code> \u6c47\u603b\uff0c\u5e76\u628a\u300c\u53c2\u6570 \u2192 \u7ed3\u679c\u300d\u8bb0\u5f55\u6210\u8868\uff08\u7ed3\u679c\u6587\u4ef6\u5939\u672c\u8eab\u533a\u5206\u4e0d\u51fa\u53c2\u6570\uff0c\u89c1<a href=\"#batch\">\u7b2c 4.7 \u8282<\/a>\uff09\u3002<\/li>\n<li>\u6392\u540d\u7b2c\u4e00\u7684\u7ec4\u5408\uff0c\u81ea\u5df1\u6253\u5f00\u62a5\u544a\u770b\u4e00\u904d\u4ea4\u6613\u660e\u7ec6\uff0c\u8b66\u60d5\u8fc7\u5ea6\u62df\u5408\uff1b\u6700\u597d\u6362\u4e00\u6bb5\u6ca1\u53c2\u4e0e\u6311\u9009\u7684\u533a\u95f4\u518d\u9a8c\u8bc1\u4e00\u6b21\u3002<\/li>\n<li>\u4e0d\u8981\u8ba9 AI \u5220\u9664\u56de\u6d4b\u7ed3\u679c\u6216\u6e05\u7406\u6570\u636e\u3002<\/li>\n<li>\u56de\u6d4b\u7ed3\u679c\u53ea\u53cd\u6620\u5386\u53f2\u6570\u636e\uff0c\u4e0d\u4ee3\u8868\u672a\u6765\u6536\u76ca\u3002<\/li>\n<\/ul>\n<p>\u60f3\u8ba9 AI \u4ece\u96f6\u5199\u4e00\u4e2a\u65b0\u7b56\u7565\u5e76\u56de\u6d4b\u9a8c\u8bc1\uff08\u5199\u6cd5\u68c0\u67e5\u3001\u548c\u81ea\u5e26\u6848\u4f8b\u5bf9\u6bd4\u3001\u5e38\u89c1\u9519\u8bef\uff09\uff0c\u89c1 <a href=\"https:\/\/khsci.com\/khQuant\/ai-strategy\/\">3.4<\/a>\u3002<\/p>\n\n<h2 id=\"manual\">4 \u9644\uff1a\u4e0d\u7528 AI\uff0c\u81ea\u5df1\u52a8\u624b\u7528\u547d\u4ee4\u884c<\/h2>\n<p>\u524d\u9762 AI \u8fd0\u884c\u7684\u6bcf\u4e00\u6761\u547d\u4ee4\uff0c\u4f60\u90fd\u53ef\u4ee5\u81ea\u5df1\u6572\u3002\u4e0b\u9762\u6309\u987a\u5e8f\u624b\u52a8\u8d70\u4e00\u904d\uff0c\u9002\u5408\u60f3\u5f04\u6e05\u695a\u6bcf\u4e00\u6b65\u3001\u5199\u81ea\u5df1\u7684\u811a\u672c\uff0c\u6216\u8005\u5728\u670d\u52a1\u5668\u4e0a\u6392\u67e5\u95ee\u9898\u7684\u8bfb\u8005\u3002<\/p>\n<div class=\"khq-tn-callout tip\"><div class=\"lbl\">\u63d0\u793a<\/div><p>\u4e0b\u9762\u7684\u4f8b\u5b50\u90fd\u5728 Windows PowerShell \u91cc\u8fd0\u884c\uff0cmacOS \u548c Linux \u7684\u547d\u4ee4\u5b8c\u5168\u76f8\u540c\uff0c\u53ea\u662f\u8def\u5f84\u5199\u6cd5\u4e0d\u540c\u3002\u76f4\u63a5\u8f93\u5165 <code>kh<\/code> \u4e0d\u5e26\u53c2\u6570\uff0c\u4f1a\u663e\u793a\u4e00\u9875\u5e26\u5206\u7c7b\u7684\u547d\u4ee4\u5e2e\u52a9\u3002<\/p><\/div>\n<figure class=\"khq-tn-fig\"><a href=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/tutorial-new\/v3\/v3-cli-help.webp?v=adeb2b63\" target=\"_blank\" rel=\"noopener\" title=\"\u70b9\u51fb\u67e5\u770b\u539f\u56fe\"><img decoding=\"async\" src=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/tutorial-new\/v3\/v3-cli-help.webp?v=adeb2b63\" width=\"1000\" height=\"578\" alt=\"kh \u547d\u4ee4\u4e00\u89c8\" loading=\"lazy\"><\/a><figcaption>kh \u547d\u4ee4\u4e00\u89c8<\/figcaption><\/figure>\n<h3>4.1 \u68c0\u67e5\u73af\u5883\uff1akh doctor<\/h3>\n<pre><code>kh doctor<\/code><\/pre>\n<p>\u9010\u9879\u68c0\u67e5 Python \u4f9d\u8d56\u3001\u6570\u636e\u76ee\u5f55\u3001\u6570\u636e\u6e90\u914d\u7f6e\u548c\u7b56\u7565\u76ee\u5f55\uff0c\u6700\u540e\u7ed9\u51fa\u300c\u603b\u8ba1: N \u901a\u8fc7, M \u8b66\u544a\u300d\u3002<code>OK<\/code> \u8868\u793a\u6b63\u5e38\uff0c<code>WARN<\/code> \u662f\u9700\u8981\u7559\u610f\u7684\u9879\u3002\u7b2c\u4e00\u6b21\u8fd0\u884c\u65f6\uff0c\u300cDuckDB \u6570\u636e\u76ee\u5f55\u672a\u914d\u7f6e\u300d\u300c\u7b56\u7565\u76ee\u5f55\u672a\u914d\u7f6e\u300d\u8fd9\u4e24\u6761\u8b66\u544a\u662f\u6b63\u5e38\u7684\uff0c\u4e0b\u4e00\u6b65 <code>kh init<\/code> \u4f1a\u89e3\u51b3\u3002<\/p>\n<p>\u5728 Windows \u4e0a\u8fd8\u4f1a\u770b\u5230\u4e00\u6761\u300c\u5386\u53f2\u884c\u60c5\u5bfc\u5165\u6e90 miniqmt \u672a\u5c31\u7eea\u300d\uff0c\u5b83\u53ea\u5f71\u54cd\u7528 miniQMT \u4e0b\u8f7d\uff0c\u4e0d\u5f71\u54cd tx\u3001BaoStock \u4e0b\u8f7d\u548c\u56de\u6d4b\uff0c\u53ef\u4ee5\u4e0d\u7ba1\u3002<\/p>\n<p><code>doctor<\/code> \u4e0d\u9700\u8981\u5148\u521d\u59cb\u5316\u3002\u5176\u4ed6\u5927\u90e8\u5206\u547d\u4ee4\u5728\u521d\u59cb\u5316\u524d\u8fd0\u884c\u4f1a\u63d0\u793a <code>ERR \u5c1a\u672a\u521d\u59cb\u5316\uff0c\u8bf7\u5148\u8fd0\u884c: kh init<\/code>\u3002<\/p>\n\n<h3 id=\"m-init\">4.2 \u521d\u59cb\u5316\uff1akh init<\/h3>\n<div class=\"khq-tn-callout warn\"><div class=\"lbl\">\u5728\u754c\u9762\u91cc\u8bbe\u8fc7\u6570\u636e\u76ee\u5f55\u7684\uff0c\u8df3\u8fc7\u8fd9\u4e00\u6b65<\/div><p><code>kh init<\/code> \u4f1a\u7528\u9ed8\u8ba4\u503c\u6574\u4efd\u8986\u76d6 <code>settings.json<\/code>\uff08\u754c\u9762\u548c\u547d\u4ee4\u884c\u5171\u7528\uff09\uff0c\u6570\u636e\u76ee\u5f55\u3001Tushare Token\u3001\u56de\u6d4b\u6027\u80fd\u8bbe\u7f6e\u90fd\u4f1a\u88ab\u91cd\u7f6e\u3002\u6309 2.1 \u5728\u754c\u9762\u91cc\u8bbe\u8fc7\u6570\u636e\u76ee\u5f55\u7684\uff0c\u53ea\u9700\u8865\u4e0a\u7b56\u7565\u76ee\u5f55\uff0c\u505a\u6cd5\u89c1<a href=\"#gui-user\">\u7b2c 1.4 \u8282\u7684\u63d0\u793a\u6846<\/a>\u3002<\/p><\/div>\n<pre><code>kh init<\/code><\/pre>\n<p>\u5411\u5bfc\u4e00\u5171 5 \u6b65\uff0c\u62ec\u53f7\u91cc\u662f\u76f4\u63a5\u56de\u8f66\u65f6\u7684\u9ed8\u8ba4\u503c\uff1a<\/p>\n<div class=\"khq-tn-table\"><table>\n<thead><tr><th style=\"text-align:left;\">\u6b65\u9aa4<\/th><th style=\"text-align:left;\">\u95ee\u4ec0\u4e48<\/th><th style=\"text-align:left;\">\u5efa\u8bae<\/th><\/tr><\/thead>\n<tbody>\n<tr><td>1\/5 \u56de\u6d4b\u6570\u636e\u6e90<\/td><td>DuckDB \u672c\u5730\u6570\u636e\u5e93 \/ miniQMT\uff08\u9ed8\u8ba4 DuckDB\uff1bmacOS\u3001Linux \u4e0d\u95ee\uff09<\/td><td>\u56de\u8f66\uff0c\u7528 DuckDB<\/td><\/tr>\n<tr><td>2\/5 \u6570\u636e\u8def\u5f84<\/td><td>DuckDB \u6570\u636e\u76ee\u5f55\uff08Windows \u9ed8\u8ba4 <code>D:\\khData<\/code>\uff0c\u6ca1\u6709 D \u76d8\u65f6\u4e3a <code>\u7528\u6237\u76ee\u5f55\\khData<\/code>\uff09<\/td><td>\u5df2\u7ecf\u5728\u754c\u9762\u91cc\u8bbe\u8fc7\u7684\uff0c\u586b\u540c\u4e00\u4e2a\u76ee\u5f55\uff1b\u76ee\u5f55\u4e0d\u5b58\u5728\u4f1a\u81ea\u52a8\u521b\u5efa<\/td><\/tr>\n<tr><td>3\/5 \u7b56\u7565\u76ee\u5f55<\/td><td>\u7b56\u7565\u6587\u4ef6\u653e\u5728\u54ea\uff08Windows \u9ed8\u8ba4 <code>D:\\CLIstrategies<\/code>\uff0c\u6ca1\u6709 D \u76d8\u65f6\u4e3a <code>\u7528\u6237\u76ee\u5f55\\CLIstrategies<\/code>\uff09<\/td><td>\u586b\u4e00\u4e2a\u72ec\u7acb\u76ee\u5f55\uff0c\u4e0d\u8981\u653e\u5728\u5b89\u88c5\u76ee\u5f55\u91cc\u3002\u81ea\u5e26\u793a\u4f8b\u4f1a\u590d\u5236\u8fdb\u53bb\uff0c\u540c\u540d\u6587\u4ef6\u4f1a\u95ee\u662f\u5426\u8986\u76d6\uff08\u9ed8\u8ba4\u4e0d\u8986\u76d6\uff09<\/td><\/tr>\n<tr><td>4\/5 \u6570\u636e\u6e90\u914d\u7f6e<\/td><td>Tushare\uff08\u9ed8\u8ba4\u5426\uff09\u3001BaoStock\uff08\u9ed8\u8ba4\u542f\u7528\uff09\u3001HTTP \u6865\u63a5\uff08\u9ed8\u8ba4\u5426\uff09<\/td><td>\u5148\u90fd\u56de\u8f66\u3002tx \u4e0d\u9700\u8981\u914d\u7f6e<\/td><\/tr>\n<tr><td>5\/5 \u5176\u4ed6\u53c2\u6570<\/td><td>\u65e0\u98ce\u9669\u5229\u7387\uff08\u9ed8\u8ba4 0.03\uff09<\/td><td>\u56de\u8f66<\/td><\/tr>\n<\/tbody>\n<\/table><\/div>\n<div class=\"khq-tn-callout tip\"><div class=\"lbl\">\u63d0\u793a<\/div><p>Windows \u4e0a\u9ed8\u8ba4\u653e\u5728 D \u76d8\uff1b\u7535\u8111\u6ca1\u6709 D \u76d8\u65f6\uff0c\u9ed8\u8ba4\u6539\u6210\u7528\u6237\u76ee\u5f55\u4e0b\u7684 <code>khData<\/code> \u548c <code>CLIstrategies<\/code>\uff0c\u4e00\u8def\u56de\u8f66\u4e5f\u80fd\u5b8c\u6210\u30023.4.1.9 \u53ca\u66f4\u65e9\u7684\u7248\u672c\u6ca1\u6709\u8fd9\u4e2a\u5904\u7406\uff0c\u6ca1\u6709 D \u76d8\u65f6\u7b2c 3 \u6b65\u4f1a\u62a5\u9519\u9000\u51fa\uff0c\u9700\u8981\u624b\u52a8\u8f93\u5165\u8def\u5f84\u3002<\/p><\/div>\n<p>\u6700\u540e\u663e\u793a\u300c\u914d\u7f6e\u5df2\u4fdd\u5b58\u5230 \u2026\\.khquant\\settings.json\u300d\u548c\u914d\u7f6e\u6458\u8981\u3002\u4e2d\u9014\u6309 Ctrl+C \u9000\u51fa\u4e0d\u4f1a\u4fdd\u5b58\u914d\u7f6e\uff08\u5df2\u7ecf\u590d\u5236\u5230\u7b56\u7565\u76ee\u5f55\u7684\u793a\u4f8b\u6587\u4ef6\u4f1a\u7559\u7740\uff09\u3002\u518d\u6b21\u8fd0\u884c <code>kh init<\/code> \u4f1a\u4ece\u5934\u8986\u76d6\u539f\u6709\u914d\u7f6e\uff0c\u5df2\u7ecf\u586b\u8fc7\u7684 Tushare Token \u8981\u91cd\u65b0\u586b\u3002<\/p>\n<p>\u5728\u56fe\u5f62\u754c\u9762\u91cc\u4fdd\u5b58\u8fc7\u8bbe\u7f6e\u7684\uff0c<code>kh<\/code> \u4f1a\u76f4\u63a5\u7528\u540c\u4e00\u4efd\u8bbe\u7f6e\uff08\u5305\u62ec\u6570\u636e\u76ee\u5f55\uff09\uff0c\u5148\u8fd0\u884c <code>kh config show<\/code> \u770b\u5f53\u524d\u8bbe\u7f6e\uff0c\u518d\u6309<a href=\"#gui-user\">\u7b2c 1.4 \u8282\u7684\u63d0\u793a\u6846<\/a>\u8865\u4e0a\u7b56\u7565\u76ee\u5f55\u3002<\/p>\n\n<h3 id=\"m-download\">4.3 \u4e0b\u8f7d\u6570\u636e\uff1akh data download<\/h3>\n<p>\u5148\u4e0b\u4e24\u4e2a\u6307\u6570\u7684\u65e5\u7ebf\uff0c\u6570\u636e\u91cf\u5c0f\u3001\u901f\u5ea6\u5feb\uff1a<\/p>\n<pre><code>kh data download &#45;&#45;source tx &#45;&#45;stocks 000300.SH,000001.SH &#45;&#45;start 20251001 &#45;&#45;adj front<\/code><\/pre>\n<ul>\n<li><code>&#45;&#45;source<\/code>\uff1a\u6570\u636e\u6e90\uff0c\u5fc5\u586b\u3002tx \u514d\u8d39\u3001\u4e0d\u7528\u8d26\u53f7\uff1b\u4e5f\u53ef\u4ee5\u7528 <code>baostock<\/code>\uff08\u9ed8\u8ba4\u5c31\u662f\u524d\u590d\u6743\uff0c\u901f\u5ea6\u6162\u4e00\u4e9b\uff09\u3002\u5404\u6570\u636e\u6e90\u7684\u533a\u522b\u89c1 <a href=\"https:\/\/khsci.com\/khQuant\/chapter2-5\/\">2.3<\/a>\u3002<\/li>\n<li><code>&#45;&#45;stocks<\/code>\uff1a\u80a1\u7968\u4ee3\u7801\uff0c\u9017\u53f7\u5206\u9694\u3002\u4e5f\u53ef\u4ee5\u7528 <code>&#45;&#45;pool hs300<\/code> \u9009\u9884\u8bbe\u677f\u5757\uff0c\u6216 <code>&#45;&#45;file<\/code> \u8bfb\u6587\u4ef6\u3002<\/li>\n<li><code>&#45;&#45;start<\/code>\u3001<code>&#45;&#45;end<\/code>\uff1a\u65e5\u671f\uff0c\u683c\u5f0f YYYYMMDD\uff0c\u4e0d\u5199\u7ed3\u675f\u65e5\u671f\u5c31\u5230\u4eca\u5929\u3002<\/li>\n<li><code>&#45;&#45;adj front<\/code>\uff1a\u540c\u65f6\u4e0b\u8f7d\u524d\u590d\u6743\u4ef7\u3002<strong>tx \u9ed8\u8ba4\u53ea\u4e0b\u4e0d\u590d\u6743<\/strong>\uff0c\u81ea\u5e26\u6848\u4f8b\u8981\u7528\u524d\u590d\u6743\uff0c\u4e0d\u52a0\u8fd9\u4e2a\u53c2\u6570\u7684\u8bdd\u56de\u6d4b\u80fd\u8dd1\u5b8c\uff0c\u4f46\u4e00\u7b14\u4ea4\u6613\u90fd\u4e0d\u4f1a\u6709\u3002<\/li>\n<\/ul>\n<p>\u8f93\u51fa\u7c7b\u4f3c\uff1a<\/p>\n<pre><code>  &gt; \u6570\u636e\u6e90: tencent | \u80a1\u7968: 2 \u53ea | \u5468\u671f: 1d\n  &gt; \u590d\u6743: front | \u8986\u5199: \u5426\n  \u2026\uff08tx \u6570\u636e\u6765\u6e90\u8bf4\u660e\u3001\u5199\u5e93\u6a21\u5f0f\u3001\u533a\u95f4\u7b49\u51e0\u884c\uff09\n  OK 000300.SH 1d\uff1a\u4fdd\u5b58 4067 \u6761 (2010-01-04 ~ \u2026)\uff1b\u56de\u8bfb\u901a\u8fc7\n  OK 000001.SH 1d\uff1a\u4fdd\u5b58 241 \u6761 (2025-10-09 ~ \u2026)\uff1b\u56de\u8bfb\u901a\u8fc7<\/code><\/pre>\n<p>000300.SH \u6709 4000 \u591a\u6761\uff0c\u662f\u56e0\u4e3a\u6bcf\u6b21\u4e0b\u8f7d\u90fd\u4f1a\u81ea\u52a8\u628a\u6caa\u6df1 300 \u4ece 2010 \u5e74\u8d77\u7684\u65e5\u7ebf\u8865\u9f50\uff0c\u4f5c\u4e3a\u56de\u6d4b\u57fa\u51c6\u3002\u4e0d\u9700\u8981\u7684\u8bdd\u52a0 <code>&#45;&#45;skip-benchmark<\/code>\u3002<\/p>\n<p>\u67e5\u770b\u5e93\u91cc\u6709\u4ec0\u4e48\uff1a<\/p>\n<pre><code>kh data list\nkh data info 000001.SH<\/code><\/pre>\n<p><code>data list<\/code> \u5217\u51fa\u6240\u6709\u80a1\u7968\uff1b<code>data info<\/code> \u663e\u793a\u4e00\u53ea\u80a1\u7968\u5404\u5468\u671f\u7684\u6761\u6570\u548c\u8d77\u6b62\u65e5\u671f\u3002\u6570\u636e\u5e93\u7684\u7ed3\u6784\u89c1 <a href=\"https:\/\/khsci.com\/khQuant\/chapter10\/#db\">1.4 \u7b2c 4 \u8282<\/a>\u3002<\/p>\n\n<h3>4.4 \u8ba4\u8bc6\u7b56\u7565\u6587\u4ef6\uff1akh strategy<\/h3>\n<pre><code>kh strategy list<\/code><\/pre>\n<p>\u5217\u51fa\u7b56\u7565\u76ee\u5f55\u91cc\u7684 <code>.py<\/code> \u7b56\u7565\uff0c\u4ee5\u53ca\u6709\u6ca1\u6709\u540c\u540d\u7684 <code>.kh<\/code> \u914d\u7f6e\u3002\u65b0\u5efa\u4e00\u4e2a\u7a7a\u767d\u7b56\u7565\uff1a<\/p>\n<pre><code>kh strategy create my_first<\/code><\/pre>\n<p>\u4f1a\u5728\u7b56\u7565\u76ee\u5f55\u751f\u6210 <code>my_first.py<\/code>\uff08\u5e26 <code>init<\/code>\u3001<code>khPreMarket<\/code>\u3001<code>khHandlebar<\/code>\u3001<code>khPostMarket<\/code> \u56db\u4e2a\u7a7a\u51fd\u6570\uff09\u548c <code>my_first.kh<\/code>\u3002\u68c0\u67e5\u4e00\u4e2a\u7b56\u7565\u6587\u4ef6\u7684\u7ed3\u6784\uff1a<\/p>\n<pre><code>kh strategy validate C:\\CLIstrategies\\my_first.py<\/code><\/pre>\n<p>\u8981\u5199 <code>.py<\/code> \u7684\u8def\u5f84\uff08\u5b8c\u6574\u8def\u5f84\u6216\u76f8\u5bf9\u5f53\u524d\u76ee\u5f55\u7684\u8def\u5f84\uff09\uff0c\u5b83\u4e0d\u4f1a\u5230\u7b56\u7565\u76ee\u5f55\u91cc\u627e\u3002\u5b83\u4f1a\u5b9e\u9645\u6267\u884c\u4e00\u904d\u6587\u4ef6\u7684\u9876\u5c42\u4ee3\u7801\uff0c\u7136\u540e\u68c0\u67e5 <code>khHandlebar<\/code> \u548c <code>init<\/code> \u662f\u5426\u5b58\u5728\uff08\u4e24\u4e2a\u90fd\u5fc5\u987b\u6709\uff0c<code>init<\/code> \u8981\u5e26 <code>stock_codes, init_data<\/code> \u4e24\u4e2a\u53c2\u6570\uff09\u3002\u5b83\u80fd\u53d1\u73b0\u7f3a\u51fd\u6570\u3001\u8bed\u6cd5\u9519\u8bef\uff0c\u53d1\u73b0\u4e0d\u4e86\u903b\u8f91\u9519\u8bef\u3002\u7b56\u7565\u600e\u4e48\u5199\u89c1\u7b2c 3 \u90e8\u5206\uff08<a href=\"https:\/\/khsci.com\/khQuant\/chapter12\/\">3.1 \u6846\u67b6\u4ecb\u7ecd<\/a>\u8d77\uff09\u3002<\/p>\n\n<h3 id=\"m-run\">4.5 \u8dd1\u56de\u6d4b\uff1akh run<\/h3>\n<p>\u7528\u81ea\u5e26\u7684\u53cc\u5747\u7ebf\u6848\u4f8b\u3002<code>kh run<\/code> \u4f1a\u5230\u7b56\u7565\u76ee\u5f55\u91cc\u627e\u914d\u7f6e\uff0c<code>.kh<\/code> \u540e\u7f00\u53ef\u4ee5\u7701\u7565\u3002\u7528\u8fc7\u754c\u9762\u7684\uff0c\u5148\u6309<a href=\"#gui-user\">\u7b2c 1.4 \u8282\u7684\u63d0\u793a\u6846<\/a>\u8865\u597d <code>strategy_dir<\/code>\uff0c\u5426\u5219\u8fd9\u91cc\u4f1a\u62a5\u300c\u914d\u7f6e\u6587\u4ef6\u4e0d\u5b58\u5728\u300d\uff1a<\/p>\n<pre><code>kh run \u30101-MA\u7b56\u7565\u6848\u4f8b\u3011\u53cc\u5747\u7ebf\u7cbe\u7b80_\u4f7f\u7528khMA\u51fd\u6570.kh<\/code><\/pre>\n<p>\u8fd9\u4e2a\u6848\u4f8b\u4ea4\u6613\u7684\u662f\u4e2a\u80a1 000001.SZ\uff0c\u6211\u4eec\u53ea\u4e0b\u4e86\u6307\u6570\uff0c\u6240\u4ee5\u4f1a\u63d0\u793a\uff1a<\/p>\n<pre><code>  ERR \u80a1\u7968\u6570\u636e\u4e0d\u5b58\u5728: 000001.SZ\uff08DuckDB: \u2026\uff09<\/code><\/pre>\n<p>\u53ef\u4ee5\u5148\u4e0b\u8f7d\u8fd9\u53ea\u80a1\u7968\uff0c\u4e5f\u53ef\u4ee5\u7528\u547d\u4ee4\u884c\u53c2\u6570\u4e34\u65f6\u6362\u6210\u5df2\u7ecf\u4e0b\u597d\u7684\u6307\u6570\uff08\u62ff\u6307\u6570\u4ee3\u66ff\u4e2a\u80a1\uff0c\u53ea\u662f\u4e3a\u4e86\u5c11\u4e0b\u6570\u636e\uff09\uff1a<\/p>\n<pre><code>kh run \u30101-MA\u7b56\u7565\u6848\u4f8b\u3011\u53cc\u5747\u7ebf\u7cbe\u7b80_\u4f7f\u7528khMA\u51fd\u6570.kh &#45;&#45;stocks 000300.SH &#45;&#45;start 20251201 &#45;&#45;end 20260930 &#45;&#45;report<\/code><\/pre>\n<ul>\n<li><code>&#45;&#45;stocks<\/code>\u3001<code>&#45;&#45;start<\/code>\u3001<code>&#45;&#45;end<\/code>\u3001<code>-c<\/code>\uff08\u8d44\u91d1\uff09\u3001<code>-p<\/code>\uff08\u5468\u671f\uff09\u4f1a\u8986\u76d6 <code>.kh<\/code> \u91cc\u7684\u8bbe\u7f6e\uff0c\u4f46\u4e0d\u4fee\u6539 <code>.kh<\/code> \u6587\u4ef6\u672c\u8eab\u3002<code>&#45;&#45;stocks<\/code> \u662f\u6574\u4e2a\u66ff\u6362\u80a1\u7968\u6c60\u3002<code>-p<\/code> \u53ea\u6539\u6570\u636e\u5468\u671f\uff0c\u4e0d\u6539\u89e6\u53d1\u65b9\u5f0f\uff1b\u4e24\u8005\u4e0d\u4e00\u81f4\u65f6\u4f1a\u63d0\u793a\uff0c\u89e6\u53d1\u65b9\u5f0f\u8bf7\u5728 <code>.kh<\/code> \u91cc\u6539\uff08\u89c1 <a href=\"https:\/\/khsci.com\/khQuant\/chapter7\/\">1.8<\/a>\uff09\u3002<\/li>\n<li>\u5f00\u59cb\u65e5\u671f\u653e\u5728 12 \u6708\uff0c\u662f\u7ed9\u957f\u5747\u7ebf\u7559\u51fa\u9884\u70ed\u6570\u636e\uff1a\u957f\u5747\u7ebf\u6700\u591a\u8981 30 \u4e2a\u4ea4\u6613\u65e5\u3002<\/li>\n<li><code>&#45;&#45;report<\/code>\uff1a\u8dd1\u5b8c\u751f\u6210 HTML \u62a5\u544a\u5e76\u7528\u6d4f\u89c8\u5668\u6253\u5f00\uff1b\u52a0 <code>&#45;&#45;no-open<\/code> \u53ea\u751f\u6210\u4e0d\u6253\u5f00\u3002<\/li>\n<\/ul>\n<p>\u8dd1\u5b8c\u663e\u793a\u7ed3\u679c\u6458\u8981\uff1a<\/p>\n<pre><code>  \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\n  \u4ea4\u6613\u5929\u6570:    204.0 \u5929\n  \u521d\u59cb\u8d44\u91d1:      1,000,000.00\n  \u6700\u7ec8\u8d44\u91d1:        905,083.41\n  \u603b\u6536\u76ca\u7387:    -9.49%\n  \u5e74\u5316\u6536\u76ca\u7387:  -11.50%\n  \u6700\u5927\u56de\u64a4:    10.29%\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\n  \u7ed3\u679c\u76ee\u5f55: strategy_5448e98d-\u2026_20251201_20260930_\u2026<\/code><\/pre>\n<p>\u6848\u4f8b\u7684\u5747\u7ebf\u53c2\u6570\u662f\u968f\u673a\u751f\u6210\u7684\uff0c\u6bcf\u6b21\u8fd0\u884c\u7ed3\u679c\u90fd\u4e0d\u4e00\u6837\uff0c\u8fd9\u662f\u6b63\u5e38\u7684\u3002\u4e0a\u9762\u7684\u6570\u5b57\u53ea\u662f\u793a\u4f8b\u3002<\/p>\n<p>\u8fd0\u884c\u8fc7\u7a0b\u4e2d\u7684\u8be6\u7ec6\u65e5\u5fd7\u76f4\u63a5\u663e\u793a\u5728\u7ec8\u7aef\u91cc\uff08\u8f93\u51fa\u5230 stderr\uff09\uff0c\u7ed3\u679c\u6458\u8981\u8f93\u51fa\u5230 stdout\u3002\u7ed3\u679c\u4fdd\u5b58\u5728\u56de\u6d4b\u7ed3\u679c\u76ee\u5f55\uff08Windows \u5b89\u88c5\u7248\u5728 <code>%LOCALAPPDATA%\\KhQuant\\backtest_results<\/code>\uff09\uff0c\u548c\u56fe\u5f62\u754c\u9762\u7684\u300c\u56de\u6d4b\u5386\u53f2\u300d\u662f\u540c\u4e00\u4e2a\u5730\u65b9\uff0c\u5728\u754c\u9762\u91cc\u4e5f\u80fd\u770b\u5230\u8fd9\u6b21\u7ed3\u679c\u3002<\/p>\n\n<h3>4.6 \u770b\u7ed3\u679c\uff1akh result<\/h3>\n<pre><code>kh result list\nkh result show\nkh result report<\/code><\/pre>\n<ul>\n<li><code>result list<\/code>\uff1a\u6700\u8fd1\u7684\u56de\u6d4b\u5217\u8868\uff0c\u542b\u533a\u95f4\u3001\u603b\u6536\u76ca\u3001\u6700\u5927\u56de\u64a4\u548c\u8fd0\u884c\u65f6\u95f4\u3002<\/li>\n<li><code>result show<\/code>\uff1a\u6700\u8fd1\u4e00\u6b21\u7684\u7ee9\u6548\u6307\u6807\uff1b<code>&#45;&#45;id 2<\/code> \u770b\u5217\u8868\u91cc\u7684\u7b2c 2 \u6761\u3002<\/li>\n<li><code>result report<\/code>\uff1a\u7ed9\u6700\u8fd1\u4e00\u6b21\u751f\u6210 HTML \u62a5\u544a\u5e76\u6253\u5f00\u3002<\/li>\n<li><code>result compare &#45;&#45;last 3<\/code>\uff1a\u628a\u6700\u8fd1 3 \u6b21\u653e\u5728\u4e00\u8d77\u5bf9\u6bd4\u3002<\/li>\n<\/ul>\n<p>\u66f4\u591a\u7528\u6cd5\u89c1<a href=\"#results\">\u7b2c 5.1 \u8282<\/a>\u3002<\/p>\n\n<h3 id=\"batch\">4.7 \u81ea\u5df1\u5199\u811a\u672c\u6279\u91cf\u8bd5\u53c2\u6570<\/h3>\n<p>khQuant \u6ca1\u6709\u5185\u7f6e\u53c2\u6570\u4f18\u5316\u3002\u4e0d\u7528 AI \u65f6\uff0c\u505a\u6cd5\u662f\uff1a\u8ba9\u7b56\u7565\u4ece\u73af\u5883\u53d8\u91cf\u8bfb\u53c2\u6570\uff0c\u518d\u7528\u811a\u672c\u5faa\u73af\u8c03\u7528 <code>kh run<\/code>\u3002\u4e0b\u9762\u7684\u6587\u4ef6\u90fd\u653e\u5728\u7814\u7a76\u76ee\u5f55 <code>C:\\khdemo_ai<\/code>\uff0c\u8bf7\u6362\u6210\u4f60\u81ea\u5df1\u7684\u8def\u5f84\u3002<\/p>\n<p><strong>\u7b2c\u4e00\u6b65<\/strong>\uff0c\u628a\u53cc\u5747\u7ebf\u7cbe\u7b80\u6848\u4f8b\u7684 <code>.py<\/code> \u548c <code>.kh<\/code> \u590d\u5236\u5230\u7814\u7a76\u76ee\u5f55\uff0c\u6539\u540d\u4e3a <code>ma_param.py<\/code>\u3001<code>ma_param.kh<\/code>\u3002<\/p>\n<p><strong>\u7b2c\u4e8c\u6b65<\/strong>\uff0c\u7528\u8bb0\u4e8b\u672c\u6253\u5f00 <code>ma_param.kh<\/code>\uff0c\u628a <code>\"strategy_file\"<\/code> \u4e00\u884c\u6539\u6210\u65b0\u7684\u6587\u4ef6\u540d\uff1a<\/p>\n<pre><code>\"strategy_file\": \"ma_param.py\",<\/code><\/pre>\n<div class=\"khq-tn-callout warn\"><div class=\"lbl\">\u5efa\u8bae\u6539\u4e0a<\/div><p>\u590d\u5236\u51fa\u6765\u7684 <code>.kh<\/code> \u4ecd\u7136\u5199\u7740\u539f\u6848\u4f8b\u7684\u6587\u4ef6\u540d\u3002<code>kh<\/code> \u627e\u7b56\u7565\u6587\u4ef6\u7684\u987a\u5e8f\u662f\uff1a<code>.kh<\/code> \u6240\u5728\u76ee\u5f55\u4e0b\u7684 <code>strategy_file<\/code> \u2192 \u5f53\u524d\u76ee\u5f55\u4e0b\u7684 <code>strategy_file<\/code> \u2192 \u7a0b\u5e8f\u76ee\u5f55 \u2192 <code>.kh<\/code> \u540c\u76ee\u5f55\u7684\u540c\u540d <code>.py<\/code>\uff08\u8fd9\u91cc\u5c31\u662f <code>ma_param.py<\/code>\uff09\u2192 \u7b56\u7565\u76ee\u5f55\u3002\u6240\u4ee5\u901a\u5e38\u4f1a\u627e\u5230\u4f60\u7684 <code>ma_param.py<\/code>\uff1b\u4f46\u5982\u679c\u4f60\u5728\u7b56\u7565\u76ee\u5f55\u91cc\u8fd0\u884c\u547d\u4ee4\uff0c\u7b2c\u4e8c\u6b65\u5c31\u4f1a\u547d\u4e2d\u539f\u6848\u4f8b\u7684 <code>.py<\/code>\uff0c\u6bcf\u7ec4\u8dd1\u7684\u90fd\u662f\u5e26\u968f\u673a\u53c2\u6570\u7684\u539f\u7248\uff0c\u7ed3\u679c\u5374\u770b\u4e0d\u51fa\u5f02\u5e38\u3002\u6539\u4e0a\u6587\u4ef6\u540d\u6700\u7a33\u59a5\u3002\u4e5f\u53ef\u4ee5\u4e0d\u6539\u6587\u4ef6\uff0c\u5728\u547d\u4ee4\u91cc\u52a0 <code>-s C:\\khdemo_ai\\ma_param.py<\/code> \u6307\u5b9a\u7b56\u7565\u6587\u4ef6\u3002<\/p><\/div>\n<p><strong>\u7b2c\u4e09\u6b65<\/strong>\uff0c\u6253\u5f00 <code>ma_param.py<\/code>\uff0c\u5728 <code>import random<\/code> \u4e0b\u9762\u52a0\u4e00\u884c <code>import os<\/code>\uff0c\u518d\u628a\u968f\u673a\u751f\u6210\u53c2\u6570\u7684\u4e24\u884c\u6539\u6210\u8bfb\u73af\u5883\u53d8\u91cf\uff1a<\/p>\n<pre><code>import os\nparams = {\n    'ma_short': int(os.environ.get('MA_SHORT', 5)),\n    'ma_long': int(os.environ.get('MA_LONG', 20)),\n}<\/code><\/pre>\n<p><strong>\u7b2c\u56db\u6b65<\/strong>\uff0c\u5faa\u73af\u8fd0\u884c\u3002\u4e0b\u9762\u7528\u6caa\u6df1 300 \u524d\u590d\u6743\u65e5\u7ebf\uff08\u653e\u5728 <code>C:\\khdemo_ai\\data<\/code>\uff09\uff0c\u56de\u6d4b 2023-01-01 \u5230 2026-09-30\u3002\u6ca1\u8d70\u8fc7\u7b2c 1 \u8282\u7684\uff0c\u5148\u4e0b\u8f7d\u6570\u636e\uff1a<\/p>\n<pre><code>kh data download &#45;&#45;source tx &#45;&#45;stocks 000300.SH &#45;&#45;start 20220101 &#45;&#45;adj front &#45;&#45;data-root C:\\khdemo_ai\\data<\/code><\/pre>\n<p>\u7136\u540e\u5faa\u73af\u8fd0\u884c\u3002PowerShell\uff1a<\/p>\n<pre><code>&#36;rows = foreach (&#36;p in @(@(5,20), @(10,30), @(20,60))) {\n  &#36;env:MA_SHORT = &#36;p&#91;0]; &#36;env:MA_LONG = &#36;p&#91;1]\n  &#36;line = kh run 'C:\\khdemo_ai\\ma_param.kh' &#45;&#45;data-root 'C:\\khdemo_ai\\data' &#45;&#45;stocks 000300.SH &#45;&#45;start 20230101 &#45;&#45;end 20260930 &#45;&#45;json 2&gt;&#36;null | Where-Object { &#36;_ -like '{*' }\n  &#36;r = &#36;line | ConvertFrom-Json\n  &#91;pscustomobject]@{ \u77ed\u5747\u7ebf=&#36;p&#91;0]; \u957f\u5747\u7ebf=&#36;p&#91;1]; \u603b\u6536\u76ca\u7387=&#91;math]::Round(&#91;double]&#36;r.total_return,2); \u6700\u5927\u56de\u64a4=&#91;math]::Round(&#91;double]&#36;r.max_drawdown,2) }\n}\n&#36;rows | Format-Table -AutoSize\n&#36;rows | Export-Csv grid.csv -NoTypeInformation -Encoding UTF8\nRemove-Item Env:MA_SHORT, Env:MA_LONG<\/code><\/pre>\n<p>\u5b9e\u9645\u8f93\u51fa\uff08\u6bcf\u7ec4\u53c2\u6570\u4e0d\u540c\uff0c\u7ed3\u679c\u4e5f\u4e0d\u540c\uff0c\u8bf4\u660e\u53c2\u6570\u751f\u6548\u4e86\uff09\uff1a<\/p>\n<pre><code>\u77ed\u5747\u7ebf \u957f\u5747\u7ebf \u603b\u6536\u76ca\u7387 \u6700\u5927\u56de\u64a4\n&#45;&#45;&#45;&#45;&#45;&#45; &#45;&#45;&#45;&#45;&#45;&#45; &#45;&#45;&#45;&#45;&#45;&#45;&#45;&#45; &#45;&#45;&#45;&#45;&#45;&#45;&#45;&#45;\n     5     20   -18.95    24.54\n    10     30   -24.10    27.24\n    20     60   -28.67    32.34<\/code><\/pre>\n<p>Linux\u3001macOS \u7684 bash\uff1a<\/p>\n<pre><code>for p in \"5 20\" \"10 30\" \"20 60\"; do\n  set &#45;&#45; &#36;p\n  echo \"== MA &#36;1\/&#36;2\"\n  MA_SHORT=&#36;1 MA_LONG=&#36;2 kh run ~\/khdemo_ai\/ma_param.kh &#45;&#45;data-root ~\/khdemo_ai\/data &#45;&#45;stocks 000300.SH &#45;&#45;start 20230101 &#45;&#45;end 20260930 &#45;&#45;json 2&gt;\/dev\/null\ndone<\/code><\/pre>\n<p>Python\uff08\u9002\u5408\u53c2\u6570\u591a\u3001\u8981\u6392\u5e8f\u7b5b\u9009\u65f6\uff09\uff1a<\/p>\n<pre><code>import json, os, subprocess\nCFG = r\"C:\\khdemo_ai\\ma_param.kh\"\nEXTRA = &#91;\"&#45;&#45;data-root\", r\"C:\\khdemo_ai\\data\", \"&#45;&#45;stocks\", \"000300.SH\", \"&#45;&#45;start\", \"20230101\", \"&#45;&#45;end\", \"20260930\"]\nresults = &#91;]\nfor short, long_ in &#91;(5, 20), (10, 30), (20, 60)]:\n    env = dict(os.environ, MA_SHORT=str(short), MA_LONG=str(long_))\n    p = subprocess.run(&#91;\"kh\", \"run\", CFG, *EXTRA, \"&#45;&#45;json\"], env=env,\n                       capture_output=True, text=True, encoding=\"utf-8\")\n    s = json.loads(&#91;l for l in p.stdout.splitlines() if l.startswith(\"{\")]&#91;-1])\n    results.append((short, long_, float(s&#91;\"total_return\"]), float(s&#91;\"max_drawdown\"])))\nfor r in sorted(results, key=lambda r: -r&#91;2]):\n    print(\"MA%d\/%d \u6536\u76ca %.2f%% \u56de\u64a4 %.2f%%\" % r)<\/code><\/pre>\n<ul>\n<li><code>.kh<\/code> \u8bf7\u5199\u5b8c\u6574\u8def\u5f84\uff0c<code>&#45;&#45;json<\/code> \u7684\u8f93\u51fa\u624d\u662f\u7eaf JSON\uff08\u89c1<a href=\"#params\">\u7b2c 5.3 \u8282<\/a>\uff09\u3002<code>kh run &#45;&#45;json<\/code> \u8f93\u51fa\u91cc\u7684\u6570\u5b57\u662f\u5b57\u7b26\u4e32\uff0c\u8981\u81ea\u5df1\u8f6c\u6362\uff08<code>kh result show &#45;&#45;json<\/code> \u91cc\u5219\u662f\u6570\u5b57\uff09\u3002<\/li>\n<li>\u65e5\u5fd7\u8f93\u51fa\u5728 stderr\uff0c\u4e0a\u9762\u7684\u5199\u6cd5\u628a\u5b83\u4e22\u6389\u4e86\uff0c\u6392\u9519\u65f6\u53bb\u6389 <code>2&gt;&#36;null<\/code> \/ <code>2&gt;\/dev\/null<\/code>\u3002<\/li>\n<li><strong>\u7ed3\u679c\u76ee\u5f55\u5206\u4e0d\u51fa\u53c2\u6570<\/strong>\uff1a\u540c\u4e00\u4e2a\u7b56\u7565\u8dd1\u51fa\u6765\u7684\u7ed3\u679c\u76ee\u5f55\u540d\u548c\u914d\u7f6e\u8bb0\u5f55\u90fd\u4e00\u6837\uff0c\u8bf7\u50cf\u4e0a\u9762\u90a3\u6837\u81ea\u5df1\u628a\u300c\u53c2\u6570 \u2192 \u7ed3\u679c\u300d\u8bb0\u4e0b\u6765\u3002<\/li>\n<li>\u53e6\u4e00\u79cd\u4f20\u53c2\u65b9\u5f0f\uff1a\u5728 <code>.kh<\/code> \u91cc\u52a0\u4e00\u4e2a\u81ea\u5b9a\u4e49\u5b57\u6bb5\uff08\u4f8b\u5982 <code>\"strategy_params\": {\"ma_short\": 5, \"ma_long\": 60}<\/code>\uff09\uff0c\u6bcf\u7ec4\u53c2\u6570\u4e00\u4efd <code>.kh<\/code>\uff0c\u7b56\u7565\u91cc\u7528 <code>data&#91;\"__framework__\"].config.config_dict.get(\"strategy_params\", {})<\/code> \u8bfb\u51fa\u6765\u3002\u7b2c 2 \u8282 Codex \u5b9e\u6d4b\u7528\u7684\u5c31\u662f\u8fd9\u79cd\u505a\u6cd5\u3002<\/li>\n<li>\u53ea\u6539\u65e5\u671f\u3001\u80a1\u7968\u6c60\u3001\u8d44\u91d1\u7684\u8bdd\uff0c\u76f4\u63a5\u7528 <code>&#45;&#45;start<\/code>\u3001<code>&#45;&#45;end<\/code>\u3001<code>&#45;&#45;stocks<\/code>\u3001<code>-c<\/code>\uff0c\u4e0d\u9700\u8981\u6539\u7b56\u7565\u3002<\/li>\n<li>\u5927\u89c4\u6a21\u56de\u6d4b\u7684\u5185\u5b58\u3001\u5206\u6bb5\u52a0\u8f7d\u548c Parquet \u7f13\u5b58\u89c1 <a href=\"https:\/\/khsci.com\/khQuant\/chapter11\/\">1.12<\/a>\u3002<\/li>\n<\/ul>\n\n<h2 id=\"ref\">5 \u9644\uff1a\u547d\u4ee4\u901f\u67e5<\/h2>\n<p>\u4e0b\u9762\u662f\u505a\u7814\u7a76\u65f6\u6700\u5e38\u67e5\u7684\u51e0\u6837\uff1a\u7ed3\u679c\u548c\u62a5\u544a\u600e\u4e48\u7ba1\u3001\u51e0\u4e2a\u901a\u7528\u53c2\u6570\u3001\u51fa\u9519\u65f6\u770b\u54ea\u91cc\u3002\u5168\u90e8\u547d\u4ee4\u89c1<a href=\"https:\/\/khsci.com\/khQuant\/commands\/\">\u9644\u5f55 A<\/a>\u3002<\/p>\n<h3 id=\"results\">5.1 \u7ba1\u7406\u56de\u6d4b\u7ed3\u679c\u548c\u62a5\u544a<\/h3>\n<pre><code>kh result list &#45;&#45;all                        # \u9ed8\u8ba4\u53ea\u5217\u6700\u8fd1 20 \u4e2a\uff0c&#45;&#45;all \u5217\u51fa\u5168\u90e8\nkh result show strategy_b429b43e-123a4b5c_\u2026_194513   # \u7528\u6587\u4ef6\u5939\u540d\u7cbe\u786e\u67e5\u770b\nkh result show &#45;&#45;id 3 &#45;&#45;json                # JSON \u8f93\u51fa\uff08\u6570\u503c\u662f\u6570\u5b57\uff09\nkh result report &#45;&#45;id 3 &#45;&#45;no-open           # \u751f\u6210 HTML \u62a5\u544a\nkh result report &#45;&#45;index &#45;&#45;no-open          # \u751f\u6210\u5f53\u524d\u7ed3\u679c\u76ee\u5f55\u7684\u7d22\u5f15\u9875 index.html\uff08\u4e0d\u542b\u65e7\u7248\u672c\u4f4d\u7f6e\u91cc\u7684\u7ed3\u679c\uff09\nkh result compare &#45;&#45;last 3                  # \u5bf9\u6bd4\u6700\u8fd1 3 \u4e2a\nkh result clean &#45;&#45;keep 10 &#45;&#45;dry-run         # \u9884\u89c8\uff1a\u4fdd\u7559\u6700\u8fd1 10 \u4e2a\uff0c\u5176\u4f59\u5220\u9664<\/code><\/pre>\n<ul>\n<li><code>list<\/code> \u548c <code>&#45;&#45;id<\/code> \u7684\u5e8f\u53f7\u6309\u6587\u4ef6\u5939\u7684<strong>\u4fee\u6539\u65f6\u95f4<\/strong>\u6392\u5217\uff0c\u6700\u8fd1\u6539\u52a8\u7684\u6392\u7b2c 1\u3002\u7ed9\u65e7\u7ed3\u679c\u751f\u6210\u4e00\u6b21\u62a5\u544a\uff0c\u5b83\u5c31\u4f1a\u8df3\u5230\u7b2c 1 \u4f4d\uff0c\u5e8f\u53f7\u968f\u4e4b\u53d8\u5316\u3002<\/li>\n<li>\u7ed3\u679c\u9ed8\u8ba4\u5b58\u5728\uff1aWindows <code>%LOCALAPPDATA%\\KhQuant\\backtest_results<\/code>\uff0cmacOS <code>~\/Library\/Application Support\/khQuant\/backtest_results<\/code>\uff0cLinux <code>~\/khquant\/backtest_results<\/code>\u3002<\/li>\n<li><code>list &#45;&#45;strategy \u540d\u5b57<\/code> \u8fc7\u6ee4\u540e\u4f1a\u91cd\u65b0\u4ece 1 \u7f16\u53f7\uff0c\u8fd9\u4e2a\u5e8f\u53f7<strong>\u4e0d\u80fd<\/strong>\u76f4\u63a5\u7528\u5728 <code>show &#45;&#45;id<\/code> \u4e0a\uff0c\u8bf7\u7528\u6587\u4ef6\u5939\u540d\u67e5\u770b\u3002\u5b83\u4e5f\u53ea\u5728\u6700\u8fd1 20 \u4e2a\u91cc\u627e\uff0c\u627e\u65e7\u7ed3\u679c\u8981\u52a0 <code>&#45;&#45;all<\/code>\u3002<\/li>\n<li><code>compare<\/code> \u91cc\u4e0d\u5b8c\u6574\u7684\u7ed3\u679c\u4f1a\u663e\u793a\u6210 +0.00%\uff0c\u4e0d\u4ee3\u8868\u771f\u7684\u96f6\u6536\u76ca\u3002<\/li>\n<li><code>clean<\/code> \u4e0d\u52a0 <code>&#45;&#45;dry-run<\/code> \u65f6<strong>\u76f4\u63a5\u5220\u9664\uff0c\u6ca1\u6709\u786e\u8ba4<\/strong>\uff0c\u4e0d\u5b8c\u6574\u7684\u7ed3\u679c\u548c\u65e7\u4f4d\u7f6e\u7684\u7ed3\u679c\u4e5f\u4f1a\u88ab\u5220\u3002\u52a1\u5fc5\u5148\u9884\u89c8\u3002<\/li>\n<\/ul>\n<h3 id=\"report\">5.2 HTML \u62a5\u544a<\/h3>\n<p>\u7528 <code>kh result report<\/code> \u6216 <code>kh run \u2026 &#45;&#45;report<\/code> \u751f\u6210\u7684 <code>report.html<\/code> \u662f\u4e00\u4e2a\u72ec\u7acb\u6587\u4ef6\uff0c\u56fe\u8868\u811a\u672c\u90fd\u5d4c\u5728\u91cc\u9762\uff0c\u4e0d\u8054\u7f51\u4e5f\u80fd\u6253\u5f00\uff0c\u53ef\u4ee5\u76f4\u63a5\u53d1\u7ed9\u522b\u4eba\u3002\u6587\u4ef6\u4e00\u822c 1MB \u591a\u3002<\/p>\n<ul>\n<li>\u9876\u90e8\u4e09\u4e2a\u9875\u7b7e\uff1a\u300c\u56de\u6d4b\u7ed3\u679c\u300d\u300c\u7b56\u7565\u6e90\u7801\u300d\u300c\u7b56\u7565\u914d\u7f6e\u300d\u3002\u6ce8\u610f\u6e90\u7801\u548c\u914d\u7f6e\u4e5f\u5728\u6587\u4ef6\u91cc\uff0c\u5206\u4eab\u524d\u786e\u8ba4\u53ef\u4ee5\u516c\u5f00\u3002<\/li>\n<li>\u300c\u56de\u6d4b\u7ed3\u679c\u300d\u91cc\u4f9d\u6b21\u662f\uff1a\u603b\u6536\u76ca\u3001\u5e74\u5316\u3001\u6700\u5927\u56de\u64a4\u3001\u590f\u666e\u6bd4\u7387\u56db\u5f20\u5361\u7247\uff1b16 \u9879\u5173\u952e\u6307\u6807\uff1b\u51c0\u503c\u3001\u56de\u64a4\u3001\u6301\u4ed3\u3001\u65e5\u76c8\u4e8f\u7684\u8054\u52a8\u56fe\uff1b\u65e5\u6536\u76ca\u5206\u5e03\uff1b\u6708\u5ea6\u6536\u76ca\uff1b\u4ea4\u6613\u8bb0\u5f55\u3001\u65e5\u6536\u76ca\u3001\u4e2a\u80a1\u5206\u6790\uff1b\u4e2a\u80a1\u884c\u60c5\u548c\u4ea4\u6613\u4f4d\u7f6e\u3002<\/li>\n<li>\u6210\u4ea4\u80a1\u7968\u8d85\u8fc7 100 \u53ea\u65f6\uff0c\u4e2a\u80a1 K \u7ebf\u53ea\u653e 100 \u53ea\uff0c\u9875\u9762\u4e0a\u4f1a\u6ce8\u660e\u3002<\/li>\n<li><code>kh result report<\/code> \u6bcf\u6b21\u90fd\u91cd\u65b0\u751f\u6210\u5e76\u8986\u76d6\uff1b\u6362\u8fc7\u6570\u636e\u76ee\u5f55\u540e\u7ed9\u8001\u7ed3\u679c\u751f\u6210\u62a5\u544a\uff0c\u4e2a\u80a1 K \u7ebf\u9ed8\u8ba4\u4ecd\u4ece\u5f53\u65f6\u7684\u6570\u636e\u76ee\u5f55\u8bfb\uff0c\u53ef\u4ee5\u7528 <code>&#45;&#45;data-root<\/code> \u6307\u5b9a\u3002<\/li>\n<li>\u7d22\u5f15\u9875 <code>index.html<\/code> \u5217\u51fa\u5f53\u524d\u7ed3\u679c\u76ee\u5f55\u91cc\u6240\u6709\u7ed3\u679c\u7684\u533a\u95f4\u3001\u6536\u76ca\u3001\u56de\u64a4\uff0c\u70b9\u51fb\u53ef\u4ee5\u8df3\u5230\u5404\u81ea\u7684\u62a5\u544a\uff08\u53ea\u6709\u751f\u6210\u8fc7\u62a5\u544a\u7684\u624d\u6709\u94fe\u63a5\uff09\u3002<\/li>\n<\/ul>\n<p>\u7ed3\u679c\u5b58\u5728\u54ea\u91cc\u3001\u4e00\u4e2a\u7ed3\u679c\u6587\u4ef6\u5939\u91cc\u6709\u54ea\u4e9b\u6587\u4ef6\u3001\u5728\u56fe\u5f62\u754c\u9762\u91cc\u600e\u4e48\u7ba1\u7406\u548c\u6e05\u7406\uff0c\u89c1<a href=\"https:\/\/khsci.com\/khQuant\/commands\/#storage\">\u9644\u5f55 A \u7b2c 12 \u8282<\/a>\uff1bWeb \u5de5\u4f5c\u53f0\u7684\u5386\u53f2\u7ed3\u679c\u9875\u89c1 <a href=\"https:\/\/khsci.com\/khQuant\/web-backtest\/\">2.6<\/a>\u3002<\/p>\n\n<h3 id=\"params\">5.3 \u51e0\u4e2a\u5e38\u7528\u53c2\u6570<\/h3>\n<div class=\"khq-tn-table\"><table>\n<thead><tr><th style=\"text-align:left;\">\u53c2\u6570<\/th><th style=\"text-align:left;\">\u4f5c\u7528<\/th><th style=\"text-align:left;\">\u54ea\u4e9b\u547d\u4ee4\u6709<\/th><\/tr><\/thead>\n<tbody>\n<tr><td><code>&#45;&#45;help<\/code><\/td><td>\u67e5\u770b\u8fd9\u4e2a\u547d\u4ee4\u7684\u5168\u90e8\u53c2\u6570<\/td><td>\u6240\u6709\u547d\u4ee4\uff0c\u4f8b\u5982 <code>kh run &#45;&#45;help<\/code><\/td><\/tr>\n<tr><td><code>&#45;&#45;json<\/code><\/td><td>\u8f93\u51fa JSON\uff0c\u65b9\u4fbf\u811a\u672c\u5904\u7406<\/td><td><code>run<\/code>\u3001<code>result list<\/code>\u3001<code>result show<\/code><\/td><\/tr>\n<tr><td><code>-q<\/code><\/td><td>\u9759\u9ed8\u8fd0\u884c\uff0c\u8fde\u7ed3\u679c\u6458\u8981\u4e5f\u4e0d\u663e\u793a\uff0c\u8dd1\u5b8c\u7528 <code>kh result show<\/code> \u770b<\/td><td><code>run<\/code><\/td><\/tr>\n<tr><td><code>&#45;&#45;data-root<\/code><\/td><td>\u672c\u6b21\u4e34\u65f6\u7528\u53e6\u4e00\u4e2a\u6570\u636e\u76ee\u5f55\uff0c\u4e0d\u6539\u5168\u5c40\u8bbe\u7f6e<\/td><td><code>run<\/code>\u3001<code>result report<\/code>\u3001<code>data download<\/code>\uff08\u652f\u6301\u54ea\u4e9b\u6570\u636e\u6e90\u4ee5 <code>kh data download &#45;&#45;help<\/code> \u4e3a\u51c6\uff0c\u76ee\u524d\u662f tx\u3001\u540c\u82b1\u987a\uff09<\/td><\/tr>\n<tr><td><code>&#45;&#45;no-open<\/code><\/td><td>\u4e0d\u81ea\u52a8\u6253\u5f00\u6d4f\u89c8\u5668\u3002<code>run<\/code> \u8981\u548c <code>&#45;&#45;report<\/code> \u4e00\u8d77\u7528\u624d\u4f1a\u751f\u6210\u62a5\u544a\uff1b<code>web<\/code> \u53ea\u542f\u52a8\u670d\u52a1<\/td><td><code>run<\/code>\u3001<code>result report<\/code>\u3001<code>web<\/code><\/td><\/tr>\n<\/tbody>\n<\/table><\/div>\n<p>\u8fd9\u4e9b\u53c2\u6570\u90fd\u8981\u5199\u5728<strong>\u5b50\u547d\u4ee4\u540e\u9762<\/strong>\uff1a<code>kh result list &#45;&#45;json<\/code> \u53ef\u4ee5\uff0c<code>kh &#45;&#45;json result list<\/code> \u4f1a\u62a5\u9519\u3002<\/p>\n<p>\u7ed9\u811a\u672c\u7528 <code>kh run &#45;&#45;json<\/code> \u65f6\uff0c<code>.kh<\/code> \u8bf7\u5199\u5b8c\u6574\u8def\u5f84\u3002\u53ea\u5199\u6587\u4ef6\u540d\u3001\u7531 <code>kh<\/code> \u5230\u7b56\u7565\u76ee\u5f55\u91cc\u627e\u5230\u65f6\uff0c\u8f93\u51fa\u7b2c\u4e00\u884c\u4f1a\u591a\u4e00\u53e5\u300c\u4f7f\u7528\u7b56\u7565\u76ee\u5f55\u4e2d\u7684\u914d\u7f6e\u300d\uff0c\u4e0d\u662f\u7eaf JSON\u3002\u5168\u90e8\u547d\u4ee4\u548c\u53c2\u6570\u89c1<a href=\"https:\/\/khsci.com\/khQuant\/commands\/\">\u9644\u5f55 A<\/a>\u3002<\/p>\n\n<h3 id=\"errors\">5.4 \u51fa\u9519\u65f6\u770b\u54ea\u91cc<\/h3>\n<div class=\"khq-tn-table\"><table>\n<thead><tr><th style=\"text-align:left;\">\u73b0\u8c61<\/th><th style=\"text-align:left;\">\u5904\u7406<\/th><\/tr><\/thead>\n<tbody>\n<tr><td><code>ERR \u5c1a\u672a\u521d\u59cb\u5316\uff0c\u8bf7\u5148\u8fd0\u884c: kh init<\/code><\/td><td>\u8fd0\u884c <code>kh init<\/code>\u3002\u5728\u56fe\u5f62\u754c\u9762\u91cc\u4fdd\u5b58\u8fc7\u6570\u636e\u76ee\u5f55\u7684\u4e0d\u4f1a\u51fa\u73b0\u8fd9\u6761\uff0c\u4e5f\u4e0d\u8981\u8fd0\u884c <code>kh init<\/code>\uff0c\u89c1<a href=\"#gui-user\">\u7b2c 1.4 \u8282\u7684\u63d0\u793a\u6846<\/a><\/td><\/tr>\n<tr><td><code>kh init<\/code> \u7b2c 3 \u6b65\u62a5 <code>FileNotFoundError \u2026 'D:\\\\'<\/code><\/td><td>3.4.1.9 \u53ca\u66f4\u65e9\u7248\u672c\u3001\u7535\u8111\u6ca1\u6709 D \u76d8\u65f6\u624d\u4f1a\u51fa\u73b0\uff1a\u5347\u7ea7\u5230\u6700\u65b0\u7248\uff0c\u6216\u91cd\u65b0\u8fd0\u884c <code>kh init<\/code> \u624b\u52a8\u586b\u8def\u5f84<\/td><\/tr>\n<tr><td><code>ERR \u80a1\u7968\u6570\u636e\u4e0d\u5b58\u5728: \u2026<\/code><\/td><td>\u8fd9\u53ea\u80a1\u7968\u8fd8\u6ca1\u4e0b\u8f7d\u3002\u7528 <code>kh data list<\/code> \u770b\u5e93\u91cc\u6709\u4ec0\u4e48\uff0c\u5148\u4e0b\u8f7d\u6216\u7528 <code>&#45;&#45;stocks<\/code> \u6362\u6210\u5df2\u6709\u7684\u4ee3\u7801<\/td><\/tr>\n<tr><td><code>ERR \u914d\u7f6e\u6587\u4ef6\u4e0d\u5b58\u5728: \u2026<\/code><\/td><td>\u6587\u4ef6\u540d\u5199\u9519\uff0c\u6216\u8005\u6587\u4ef6\u4e0d\u5728\u5f53\u524d\u76ee\u5f55\u548c\u7b56\u7565\u76ee\u5f55\u91cc\u3002\u5728\u754c\u9762\u91cc\u8bbe\u8fc7\u6570\u636e\u76ee\u5f55\u3001\u6ca1\u8bbe\u8fc7\u547d\u4ee4\u884c\u7b56\u7565\u76ee\u5f55\u65f6\uff0c\u53ea\u5199\u6587\u4ef6\u540d\u4e5f\u4f1a\u8fd9\u6837\uff0c\u89c1<a href=\"#gui-user\">\u7b2c 1.4 \u8282\u7684\u63d0\u793a\u6846<\/a><\/td><\/tr>\n<tr><td>\u56de\u6d4b\u8dd1\u5b8c\u6536\u76ca 0.00%\uff0c\u65e5\u5fd7\u91cc\u6709\u300c\u56de\u6d4b\u671f\u95f4\u6ca1\u6709\u4ea7\u751f\u4ea4\u6613\u8bb0\u5f55\u300d<\/td><td>\u5148\u68c0\u67e5\u590d\u6743\uff1a\u7528 tx \u4e0b\u8f7d\u65f6\u662f\u5426\u52a0\u4e86 <code>&#45;&#45;adj front<\/code>\u3002\u518d\u770b\u7b56\u7565\u65e5\u5fd7<\/td><\/tr>\n<tr><td>\u63d0\u793a DuckDB \u6570\u636e\u5e93\u88ab\u5176\u4ed6\u8fdb\u7a0b\u5360\u7528<\/td><td>\u5173\u6389\u56fe\u5f62\u754c\u9762\u7684\u6570\u636e\u7ba1\u7406\u7a97\u53e3\u6216\u5176\u4ed6\u6b63\u5728\u7528\u8fd9\u4e2a\u76ee\u5f55\u7684\u7a0b\u5e8f\uff0c\u518d\u8bd5<\/td><\/tr>\n<tr><td>AI \u8bf4\u627e\u4e0d\u5230 <code>kh<\/code> \u547d\u4ee4<\/td><td>Windows \u5b89\u88c5\u65f6\u300c\u6dfb\u52a0 kh \u547d\u4ee4\u5230\u7cfb\u7edf PATH\u300d\u8981\u4fdd\u6301\u52fe\u9009\uff08\u9ed8\u8ba4\u5df2\u52fe\uff09\uff0c\u88c5\u5b8c\u8981\u91cd\u542f AI \u5de5\u5177\uff1bMac \u70b9\u5de5\u5177\u680f\u300c\u5b89\u88c5CLI\u300d\uff1bLinux \u8fd0\u884c <code>pipx ensurepath<\/code><\/td><\/tr>\n<tr><td>\u73af\u5883\u6216\u4f9d\u8d56\u6709\u95ee\u9898<\/td><td><code>kh doctor<\/code>\uff1b\u66f4\u591a\u89c1<a href=\"https:\/\/khsci.com\/khQuant\/troubleshooting\/\">\u9644\u5f55 B<\/a><\/td><\/tr>\n<\/tbody>\n<\/table><\/div>\n\n<h2>\u5e38\u89c1\u95ee\u9898<\/h2>\n<p class=\"q\"><strong>\u95ee\uff1aSkill \u597d\u50cf\u6ca1\u8d77\u4f5c\u7528\uff1f<\/strong><br>\n\u7b54\uff1a\u786e\u8ba4\u88c5\u5728\u6b63\u786e\u7684\u76ee\u5f55\uff0c\u91cd\u542f AI \u5de5\u5177\uff1bClaude Code \u91cc\u7528 <code>\/khquant<\/code>\u3001Codex \u91cc\u7528 <code>&#36;khquant<\/code> \u70b9\u540d\u4f7f\u7528\u3002<\/p>\n<p class=\"q\"><strong>\u95ee\uff1aAI \u8981\u6211\u628a Tushare Token \u53d1\u7ed9\u5b83\uff1f<\/strong><br>\n\u7b54\uff1a\u4e0d\u8981\u53d1\u3002\u81ea\u5df1\u5728\u56fe\u5f62\u754c\u9762\u7684\u8bbe\u7f6e\u91cc\u586b\uff0c\u6216\u5728\u81ea\u5df1\u7684\u7ec8\u7aef\u8fd0\u884c <code>kh config set tushare_token \u2026<\/code>\u3002<\/p>\n<p class=\"q\"><strong>\u95ee\uff1a\u6211\u7528\u7684\u662f V2\uff0c\u80fd\u7528\u5417\uff1f<\/strong><br>\n\u7b54\uff1aV2 \u6ca1\u6709 <code>kh<\/code> \u547d\u4ee4\uff0c\u672c\u7bc7\u7684\u6d41\u7a0b\u7528\u4e0d\u4e86\u3002V2 \u4e5f\u80fd\u8ba9\u7f51\u9875\u7248 AI \u5e2e\u4f60\u5199\u7b56\u7565\u4ee3\u7801\uff0c\u518d\u5728\u754c\u9762\u91cc\u52a0\u8f7d\u56de\u6d4b\uff0c\u89c1 <a href=\"https:\/\/khsci.com\/khQuant\/khquant-skill\/\">3.3<\/a>\u3001<a href=\"https:\/\/khsci.com\/khQuant\/ai-strategy\/\">3.4<\/a>\u3002<\/p>\n<p class=\"q\"><strong>\u95ee\uff1a\u6539\u4e86\u53c2\u6570\u8dd1\u4e86\u597d\u51e0\u6b21\uff0c\u7ed3\u679c\u6587\u4ef6\u5939\u540d\u51e0\u4e4e\u4e00\u6837\uff0c\u600e\u4e48\u533a\u5206\uff1f<\/strong><br>\n\u7b54\uff1a\u6587\u4ef6\u5939\u540d\u53ea\u7531\u7b56\u7565\u6587\u4ef6\u540d\u548c\u65f6\u95f4\u51b3\u5b9a\uff0c\u4e0d\u5305\u542b\u53c2\u6570\u3002\u6279\u91cf\u8bd5\u53c2\u6570\u65f6\u8bf7\u81ea\u5df1\uff08\u6216\u8ba9 AI\uff09\u8bb0\u5f55\u53c2\u6570\u548c\u7ed3\u679c\uff0c\u89c1<a href=\"#batch\">\u7b2c 4.7 \u8282<\/a>\u3002<\/p>\n<p class=\"q\"><strong>\u95ee\uff1a<code>kh result list &#45;&#45;strategy<\/code> \u8fc7\u6ee4\u51fa\u7684\u7b2c 1 \u6761\uff0c<code>show &#45;&#45;id 1<\/code> \u770b\u5230\u7684\u5374\u662f\u522b\u7684\uff1f<\/strong><br>\n\u7b54\uff1a\u4e24\u8fb9\u7684\u5e8f\u53f7\u4e0d\u662f\u4e00\u5957\u3002\u7528 <code>kh result show \u6587\u4ef6\u5939\u540d<\/code>\u3002<\/p>\n\n<h2>\u4e0b\u4e00\u6b65<\/h2>\n<ul>\n<li>\u8ba9 AI \u4ece\u96f6\u5199\u7b56\u7565\u5e76\u56de\u6d4b\u9a8c\u8bc1\uff1a<a href=\"https:\/\/khsci.com\/khQuant\/ai-strategy\/\">3.4<\/a>\uff1bSkill \u91cc\u6709\u4ec0\u4e48\uff1a<a href=\"https:\/\/khsci.com\/khQuant\/khquant-skill\/\">3.3<\/a>\uff1b\u81ea\u5df1\u52a8\u624b\u5199\u7b56\u7565\uff1a<a href=\"https:\/\/khsci.com\/khQuant\/chapter12\/\">3.1<\/a>\u3001<a href=\"https:\/\/khsci.com\/khQuant\/chapter13\/\">3.2<\/a>\u3002<\/li>\n<li>\u60f3\u5728\u6d4f\u89c8\u5668\u91cc\u64cd\u4f5c\uff1a<a href=\"https:\/\/khsci.com\/khQuant\/web-backtest\/\">2.6 Web \u7aef<\/a>\uff08<code>kh web<\/code>\uff09\u3002<\/li>\n<li>\u6bcf\u5929\u6536\u76d8\u540e\u81ea\u52a8\u8865\u6570\u636e\u3001\u5404\u6570\u636e\u6e90\u7684\u533a\u522b\uff1a<a href=\"https:\/\/khsci.com\/khQuant\/chapter2-5\/\">2.3<\/a>\uff08<code>kh data sync &#45;&#45;schedule<\/code>\uff09\u3002<\/li>\n<li>\u5168\u90e8\u547d\u4ee4\u548c\u53c2\u6570\uff1a<a href=\"https:\/\/khsci.com\/khQuant\/commands\/\">\u9644\u5f55 A<\/a>\uff1b\u6392\u9519\uff1a<a href=\"https:\/\/khsci.com\/khQuant\/troubleshooting\/\">\u9644\u5f55 B<\/a>\u3002<\/li>\n<\/ul>\n\n<p style=\"color:#888;font-size:.9em;\">\u672c\u7bc7\u57fa\u4e8e V3.4.1.10 \u548c khQuant Skill v1.3.3 \u7f16\u5199\uff0c\u793a\u4f8b\u8f93\u51fa\u4e3a\u5b9e\u9645\u8fd0\u884c\u7ed3\u679c\uff08\u90e8\u5206\u8def\u5f84\u5df2\u7701\u7565\uff09\u3002<\/p>\n\n<nav class=\"khq-tn-nav\"><a class=\"prev\" href=\"https:\/\/khsci.com\/khQuant\/v3-install\/\"><span>\u4e0a\u4e00\u7bc7<\/span>2.1 \u5b89\u88c5\u4e0e\u5347\u7ea7<\/a><a class=\"next\" href=\"https:\/\/khsci.com\/khQuant\/chapter2-5\/\"><span>\u4e0b\u4e00\u7bc7<\/span>2.3 \u6570\u636e\u7ba1\u7406\u6a21\u5757\uff08V3\uff09<\/a><\/nav>\n<\/div>\n\n","protected":false},"excerpt":{"rendered":"<p>\u9002\u7528\u7248\u672c V3 WindowsmacOSLinux \u63a8\u8350 \u00b7 \u5fc5\u8bfb V3 \u7528\u6237\u53ea\u8bfb\u8fd9\u4e00\u7bc7\uff1a\u5148\u7528 AI \u52a9\u624b\u4e0a\u624b [&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":6,"href":"https:\/\/khsci.com\/khQuant\/wp-json\/wp\/v2\/pages\/1053\/revisions"}],"predecessor-version":[{"id":1366,"href":"https:\/\/khsci.com\/khQuant\/wp-json\/wp\/v2\/pages\/1053\/revisions\/1366"}],"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}]}}