{"id":251,"date":"2025-06-05T07:41:54","date_gmt":"2025-06-04T23:41:54","guid":{"rendered":"https:\/\/khsci.com\/khQuant\/?page_id=251"},"modified":"2026-10-12T23:07:26","modified_gmt":"2026-10-12T15:07:26","slug":"chapter1","status":"publish","type":"page","link":"https:\/\/khsci.com\/khQuant\/chapter1\/","title":{"rendered":"1.1 \u8ba4\u8bc6 khQuant"},"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 solid #e6edf5;border-radius:5px;padding:.12em 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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<div class=\"khq-web-manual khq-tn\">\n<div class=\"khq-tn-ver\">\u9002\u7528\u7248\u672c <span class=\"ver ver-v2\">V2<\/span><span class=\"ver ver-v3\">V3<\/span><\/div>\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\u7528\u51e0\u5f20\u56fe\u5e26\u4f60\u8ba4\u8bc6 khQuant\uff1a\u5b83\u80fd\u505a\u4ec0\u4e48\u3001\u957f\u4ec0\u4e48\u6837\uff0c\u4ee5\u53ca V2 \u548c V3 \u5404\u9002\u5408\u8c01\u3002<\/p>\n<div class=\"khq-tn-callout tip\" style=\"background:linear-gradient(135deg,#fff8ec,#fff1d9);border:1px solid #f2c27a;border-left:6px solid #e0a030;\">\n<div class=\"lbl\" style=\"color:#8a5a00;\">\u63a8\u8350 \u00b7 \u5fc5\u8bfb<\/div>\n<p><strong>\u5728 V3 \u91cc\uff0c\u547d\u4ee4\u884c + AI \u667a\u80fd\u7b56\u7565\u7814\u7a76\u662f\u4f7f\u7528 khQuant \u7684\u6838\u5fc3\u65b9\u5f0f\uff0c\u4e5f\u662f\u6211\u4eec\u6700\u63a8\u8350\u7684\u65b9\u5f0f\u3002<\/strong>\u4f60\u7528\u4e2d\u6587\u544a\u8bc9 Codex\u3001Claude Code \u8fd9\u7c7b AI \u52a9\u624b\u60f3\u7814\u7a76\u4ec0\u4e48\uff0c\u5b83\u8c03\u7528 khQuant \u7684\u547d\u4ee4\u884c <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\u3002V3 \u7528\u6237\u5efa\u8bae\u6309 1.1 \u2192 1.3\uff08\u53ea\u770b\u5b89\u88c5\u5411\u5bfc\uff09\u2192 2.0 \u2192 2.1 \u2192 2.2 \u7684\u987a\u5e8f\u8bfb\uff0c1.4\uff5e1.12 \u8bb2\u7684\u754c\u9762\u64cd\u4f5c\u7528\u5230\u65f6\u518d\u67e5\uff1b\u6700\u91cd\u8981\u7684\u662f <a href=\"https:\/\/khsci.com\/khQuant\/cli\/\">2.2 \u547d\u4ee4\u884c\u6a21\u5f0f\u4e0e AI \u667a\u80fd\u7b56\u7565\u7814\u7a76<\/a>\u3002V2 \u6ca1\u6709\u547d\u4ee4\u884c\uff0c\u53ef\u4ee5\u6309 <a href=\"https:\/\/khsci.com\/khQuant\/ai-strategy\/#v2\">3.4 \u7b2c 6 \u8282<\/a>\u7528 Skill \u7684\u53c2\u8003\u6587\u6863\u8ba9\u7f51\u9875\u7248 AI \u5e2e\u4f60\u5199\u7b56\u7565\u3002<\/p>\n<\/div>\n<h2 id=\"how\">\u600e\u4e48\u8bfb<\/h2>\n<div class=\"khq-tn-table\">\n<table>\n<thead>\n<tr>\n<th style=\"text-align:left;\">\u4f60\u662f<\/th>\n<th style=\"text-align:left;\">\u63a8\u8350\u987a\u5e8f<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u7b2c\u4e00\u6b21\u63a5\u89e6 khQuant<\/td>\n<td>1.1 \u8ba4\u8bc6 khQuant \u2192 1.3 \u5b89\u88c5 \u2192 1.4 \u4e0b\u8f7d\u6570\u636e \u2192 1.5 \u8dd1\u901a\u7b2c\u4e00\u4e2a\u56de\u6d4b\uff0c\u5176\u4f59\u7bc7\u76ee\u7528\u5230\u65f6\u518d\u67e5<\/td>\n<\/tr>\n<tr>\n<td>V3 \u7528\u6237<\/td>\n<td>1.1 \u2192 1.3\uff08\u53ea\u770b\u5b89\u88c5\u5411\u5bfc\uff09\u2192 2.0 \u2192 2.1 \u2192 <strong>2.2 \u547d\u4ee4\u884c\u6a21\u5f0f\u4e0e AI \u667a\u80fd\u7b56\u7565\u7814\u7a76<\/strong>\uff1b1.4\uff5e1.12 \u8bb2\u7684\u754c\u9762\u64cd\u4f5c\u7528\u5230\u65f6\u518d\u67e5<\/td>\n<\/tr>\n<tr>\n<td>V2 \u7528\u6237<\/td>\n<td>\u6309\u7b2c 1 \u90e8\u5206 1.1\uff5e1.12 \u7684\u987a\u5e8f\u8bfb\uff0c\u518d\u5230\u7b2c 3 \u90e8\u5206\uff1b\u60f3\u8ba9 AI \u5e2e\u4f60\u5199\u7b56\u7565\uff0c\u770b <a href=\"https:\/\/khsci.com\/khQuant\/khquant-skill\/\">3.3<\/a> \u548c <a href=\"https:\/\/khsci.com\/khQuant\/ai-strategy\/\">3.4<\/a> \u7b2c 6 \u8282<\/td>\n<\/tr>\n<tr>\n<td>Mac \u7528\u6237<\/td>\n<td>2.1 \u2192 2.4 macOS \u2192 2.2<\/td>\n<\/tr>\n<tr>\n<td>\u670d\u52a1\u5668 \/ Linux \u7528\u6237<\/td>\n<td>2.5 Linux \u2192 2.2 \u2192 2.6 Web \u7aef<\/td>\n<\/tr>\n<tr>\n<td>\u8981\u81ea\u5df1\u5199\u7b56\u7565<\/td>\n<td>3.1 \u6846\u67b6\u4ecb\u7ecd \u2192 3.2 \u7b56\u7565\u5de5\u5177\u7bb1 \u2192 3.5 \u5185\u7f6e\u7b56\u7565\uff1b\u60f3\u8ba9 AI \u5199\uff0c\u770b <a href=\"https:\/\/khsci.com\/khQuant\/khquant-skill\/\">3.3<\/a>\u3001<a href=\"https:\/\/khsci.com\/khQuant\/ai-strategy\/\">3.4<\/a><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u6bcf\u4e00\u7bc7\u8bb2\u4ec0\u4e48\u3001\u4e24\u6761\u822a\u7ebf\u600e\u4e48\u8d70\uff0c\u4e5f\u53ef\u4ee5\u770b<a href=\"https:\/\/khsci.com\/khQuant\/guide\/\">\u65b0\u624b\u5b66\u4e60\u8def\u7ebf\u56fe<\/a>\u3002<\/p>\n<style>\n.khq-fx-hero{margin:8px 0 30px;}\n.khq-fx-hero h2{border:none;margin:0 0 6px;font-size:26px;}\n.khq-fx-hero .sub{color:#5b6b80;font-size:16px;margin:0 0 16px;}\n.khq-fx-shot{margin:0;border-radius:14px;overflow:hidden;box-shadow:0 10px 30px rgba(22,59,104,.14);border:1px solid #e3e9f2;background:#0f1726;}\n.khq-fx-shot img{display:block;width:100%;height:auto;margin:0;}\n.khq-fx-cap{color:#7a8798;font-size:13px;margin:8px 2px 0;text-align:center;}\n.khq-fx-stats{display:grid;grid-template-columns:repeat(4,1fr);gap:12px;margin:22px 0 8px;}\n.khq-fx-stats div{background:#f6f9fd;border:1px solid #e3eaf4;border-radius:12px;padding:12px 10px;text-align:center;}\n.khq-fx-stats b{display:block;font-size:22px;color:#163b68;line-height:1.3;}\n.khq-fx-stats span{font-size:13px;color:#5b6b80;}\n.khq-fx{display:grid;grid-template-columns:minmax(0,5fr) minmax(0,7fr);gap:26px;align-items:center;margin:38px 0;}\n.khq-fx.rev{grid-template-columns:minmax(0,7fr) minmax(0,5fr);}\n.khq-fx.rev .txt{order:2;}\n.khq-fx .no{display:inline-block;font-size:12px;font-weight:700;letter-spacing:.08em;color:#2b6cb0;background:#e8f1fb;border-radius:999px;padding:2px 10px;margin-bottom:8px;}\n.khq-fx .no.v3{color:#b1520a;background:#fff1e3;}\n.khq-fx h3{margin:0 0 8px;font-size:21px;color:#16203b;border:none;padding:0;}\n.khq-fx p{margin:0 0 8px;color:#3f4b5c;line-height:1.75;}\n.khq-fx ul{margin:6px 0 0;padding-left:18px;color:#3f4b5c;}\n.khq-fx li{margin:3px 0;line-height:1.65;}\n.khq-fx .more{font-size:13px;color:#7a8798;}\n.khq-fx-two{display:grid;grid-template-columns:1fr 1fr;gap:16px;margin:16px 0 8px;}\n.khq-fx-two>div{border-radius:14px;padding:16px 18px;border:1px solid #e3eaf4;}\n.khq-fx-two .yes{background:#f2faf5;border-color:#cfe9d9;}\n.khq-fx-two .no{background:#fdf5f2;border-color:#f3d8cf;}\n.khq-fx-two b{display:block;font-size:16px;margin-bottom:6px;}\n.khq-fx-two ul{margin:0;padding-left:18px;}\n.khq-fx-two li{margin:4px 0;line-height:1.6;color:#3f4b5c;}\n.khq-fx-vs{display:grid;grid-template-columns:1fr 1fr;gap:16px;margin:16px 0;}\n.khq-fx-vs>div{border-radius:14px;padding:18px 20px;border:1px solid #e3eaf4;background:#f8fafc;}\n.khq-fx-vs .v3{background:linear-gradient(135deg,#fff8f0,#fff2e3);border-color:#f6d3b0;}\n.khq-fx-vs b{font-size:18px;display:block;margin-bottom:4px;}\n.khq-fx-vs .who{color:#5b6b80;font-size:14px;margin-bottom:8px;}\n.khq-fx-vs ul{margin:0;padding-left:18px;}\n.khq-fx-vs li{margin:3px 0;line-height:1.6;}\ndetails.khq-fx-more{margin:18px 0;border:1px solid #e3eaf4;border-radius:12px;padding:10px 16px;background:#fbfcfe;}\ndetails.khq-fx-more summary{cursor:pointer;font-weight:600;color:#163b68;}\n@media (max-width:767px){.khq-fx,.khq-fx.rev,.khq-fx-two,.khq-fx-vs{grid-template-columns:1fr;gap:12px;}.khq-fx.rev .txt{order:0;}.khq-fx-stats{grid-template-columns:repeat(2,1fr);}}\n<\/style>\n<div class=\"khq-fx-hero\">\n<h2 id=\"what\">khQuant \u662f\u4ec0\u4e48<\/h2>\n<p class=\"sub\">\u4e00\u4e2a\u5728\u81ea\u5df1\u7535\u8111\u4e0a\u8fd0\u884c\u7684 A \u80a1\u91cf\u5316\u56de\u6d4b\u5e73\u53f0\uff1a\u628a\u4ea4\u6613\u60f3\u6cd5\u653e\u5230\u5386\u53f2\u884c\u60c5\u91cc\uff0c\u6309 A \u80a1\u7684\u771f\u5b9e\u89c4\u5219\u6267\u884c\u4e00\u904d\uff0c\u770b\u7ed3\u679c\u4f1a\u600e\u6837\u3002<\/p>\n<div>\n<div class=\"khq-fx-shot\"><a href=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/tutorial-new\/v3\/v3-first-main-set.webp\" 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-first-main-set.webp\" alt=\"khQuant \u4e3b\u754c\u9762\" loading=\"lazy\"><\/a><\/div>\n<p class=\"khq-fx-cap\">khQuant \u4e3b\u754c\u9762\uff08V3\uff0cWindows\uff09<\/p>\n<\/div>\n<div class=\"khq-fx-stats\">\n<div><b>\u672c\u5730<\/b><span>\u6570\u636e\u548c\u7b56\u7565\u90fd\u5728\u4f60\u7535\u8111\u4e0a<\/span><\/div>\n<div><b>A \u80a1\u89c4\u5219<\/b><span>T+1\u3001\u8d39\u7528\u3001\u6ed1\u70b9\u3001\u6da8\u8dcc\u505c<\/span><\/div>\n<div><b>Python<\/b><span>\u7b56\u7565\u5c31\u662f\u4e00\u4e2a .py \u6587\u4ef6<\/span><\/div>\n<div><b>V2 \u5f00\u6e90<\/b><span>\u6e90\u7801\u5728 GitHub \u516c\u5f00<\/span><\/div>\n<\/div>\n<\/div>\n<h2 id=\"features\">\u4e3b\u8981\u7279\u6027<\/h2>\n<div class=\"khq-fx\">\n<div class=\"txt\"><span class=\"no\">01 \u00b7 \u672c\u5730\u6570\u636e<\/span><\/p>\n<h3>\u6570\u636e\u5728\u4f60\u81ea\u5df1\u7684\u7535\u8111\u4e0a<\/h3>\n<p>\u884c\u60c5\u5b58\u5728\u4f60\u81ea\u5df1\u9009\u7684\u76ee\u5f55\u91cc\uff0c\u683c\u5f0f\u662f DuckDB \u6570\u636e\u5e93\u3002\u4e0b\u8f7d\u597d\u4e4b\u540e\u65ad\u7f51\u4e5f\u80fd\u56de\u6d4b\uff0c\u4e0d\u9700\u8981 QMT \u6216 miniQMT\u3002<\/p>\n<ul>\n<li>BaoStock \u514d\u8d39\u4e0b\u8f7d\u65e5\u7ebf\u30015 \u5206\u949f\u7ebf\uff0c\u4e0d\u7528\u6ce8\u518c<\/li>\n<li>Tushare \u4e0b\u8f7d 1 \u5206\u949f\u7ebf\u548c ETF\uff08\u9700\u8981 Token\uff09<\/li>\n<li>V3 \u53e6\u6709 tx\u3001\u540c\u82b1\u987a\u3001HTTP \u6865\u63a5\u3001miniQMT<\/li>\n<\/ul>\n<p><span class=\"more\">\u8be6\u89c1 <a href=\"https:\/\/khsci.com\/khQuant\/chapter10\/\">1.4<\/a>\u3001<a href=\"https:\/\/khsci.com\/khQuant\/chapter2-5\/\">2.3<\/a><\/span><\/div>\n<div>\n<div class=\"khq-fx-shot\"><a href=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/tutorial-new\/data-manager-overview.webp\" target=\"_blank\" rel=\"noopener\" title=\"\u70b9\u51fb\u67e5\u770b\u539f\u56fe\"><img decoding=\"async\" src=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/tutorial-new\/data-manager-overview.webp\" alt=\"\u6570\u636e\u7ba1\u7406\u7a97\u53e3\" loading=\"lazy\"><\/a><\/div>\n<p class=\"khq-fx-cap\">\u300c\u6570\u636e\u7ba1\u7406\u300d\u7a97\u53e3\uff1a\u4e0b\u8f7d\u3001\u67e5\u770b\u3001\u7edf\u8ba1\u90fd\u5728\u8fd9\u91cc<\/p>\n<\/div>\n<\/div>\n<div class=\"khq-fx rev\">\n<div class=\"txt\"><span class=\"no\">02 \u00b7 \u771f\u5b9e\u89c4\u5219<\/span><\/p>\n<h3>\u6309 A \u80a1\u89c4\u5219\u6210\u4ea4<\/h3>\n<p>T+1\u3001\u505c\u724c\u3001\u590d\u6743\u3001\u4f63\u91d1\u548c\u5370\u82b1\u7a0e\u3001\u6ed1\u70b9\u3001\u6210\u4ea4\u91cf\u9650\u5236\u90fd\u7b97\u5728\u5185\uff1b\u4e0d\u590d\u6743\u56de\u6d4b\u65f6\uff0c\u9650\u4ef7\u5355\u8fd8\u4f1a\u6821\u9a8c\u6da8\u8dcc\u505c\u3002\u6bcf\u4e00\u7b14\u6210\u4ea4\u90fd\u8bb0\u5728\u62a5\u544a\u91cc\uff0c\u53ef\u4ee5\u9010\u7b14\u6838\u5bf9\u3002<\/p>\n<p><span class=\"more\">\u8be6\u89c1 <a href=\"https:\/\/khsci.com\/khQuant\/chapter6\/\">1.7<\/a><\/span><\/div>\n<div>\n<div class=\"khq-fx-shot\"><a href=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/tutorial-new\/config-trade-cost.webp\" target=\"_blank\" rel=\"noopener\" title=\"\u70b9\u51fb\u67e5\u770b\u539f\u56fe\"><img decoding=\"async\" src=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/tutorial-new\/config-trade-cost.webp\" alt=\"\u4ea4\u6613\u6210\u672c\u8bbe\u7f6e\" loading=\"lazy\"><\/a><\/div>\n<p class=\"khq-fx-cap\">\u4ea4\u6613\u6210\u672c\u548c\u6ed1\u70b9\u5728\u754c\u9762\u4e0a\u586b\u5199<\/p>\n<\/div>\n<\/div>\n<div class=\"khq-fx\">\n<div class=\"txt\"><span class=\"no\">03 \u00b7 \u754c\u9762\u914d\u7f6e<\/span><\/p>\n<h3>\u53c2\u6570\u5728\u754c\u9762\u4e0a\u914d\uff0c\u4ee3\u7801\u53ea\u5199\u7b56\u7565<\/h3>\n<p>\u80a1\u7968\u6c60\u3001\u56de\u6d4b\u533a\u95f4\u3001\u57fa\u51c6\u3001\u4ea4\u6613\u6210\u672c\u3001\u89e6\u53d1\u65b9\u5f0f\u90fd\u5728\u754c\u9762\u4e0a\u8bbe\u7f6e\uff0c\u4fdd\u5b58\u6210 <code>.kh<\/code> \u6587\u4ef6\u4e0b\u6b21\u76f4\u63a5\u52a0\u8f7d\u3002\u7b56\u7565\u662f\u4e00\u4e2a Python \u6587\u4ef6\uff0c\u53ea\u5199\u4ea4\u6613\u903b\u8f91\u3002<\/p>\n<p>\u89e6\u53d1\u5468\u671f\u6309\u7b56\u7565\u9009\uff1aTick\u30011 \u5206\u949f\u30015 \u5206\u949f\u3001\u65e5\u7ebf\uff0c\u6216\u5728\u6307\u5b9a\u65f6\u95f4\u70b9\u8fd0\u884c\u3002<\/p>\n<p><span class=\"more\">\u8be6\u89c1 <a href=\"https:\/\/khsci.com\/khQuant\/chapter5\/\">1.6<\/a>\uff5e1.8\u3001<a href=\"https:\/\/khsci.com\/khQuant\/chapter12\/\">3.1<\/a><\/span><\/div>\n<div>\n<div class=\"khq-fx-shot\"><a href=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/tutorial-new\/ov-main.webp\" target=\"_blank\" rel=\"noopener\" title=\"\u70b9\u51fb\u67e5\u770b\u539f\u56fe\"><img decoding=\"async\" src=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/tutorial-new\/ov-main.webp\" alt=\"\u4e3b\u754c\u9762\" loading=\"lazy\"><\/a><\/div>\n<p class=\"khq-fx-cap\">\u4e3b\u754c\u9762\uff1a\u5de6\u8fb9\u914d\u7f6e\u56de\u6d4b\u53c2\u6570\uff0c\u4e2d\u95f4\u8bbe\u7f6e\u89e6\u53d1\u65b9\u5f0f\uff0c\u53f3\u8fb9\u662f\u8fd0\u884c\u65e5\u5fd7<\/p>\n<\/div>\n<\/div>\n<div class=\"khq-fx rev\">\n<div class=\"txt\"><span class=\"no\">04 \u00b7 \u56de\u6d4b\u62a5\u544a<\/span><\/p>\n<h3>\u4e00\u4efd\u770b\u5f97\u61c2\u7684\u62a5\u544a<\/h3>\n<p>\u603b\u6536\u76ca\u3001\u5e74\u5316\u3001\u6700\u5927\u56de\u64a4\u3001\u590f\u666e\u3001\u80dc\u7387\u7b49\u6307\u6807\uff0c\u6536\u76ca\u66f2\u7ebf\u548c\u57fa\u51c6\u5bf9\u6bd4\uff0c\u6bcf\u65e5\u76c8\u4e8f\uff0c\u5b8c\u6574\u7684\u4ea4\u6613\u8bb0\u5f55\uff1b\u4e2a\u80a1\u5206\u6790\u4f1a\u5728 K \u7ebf\u4e0a\u6807\u51fa\u6bcf\u4e00\u6b21\u4e70\u5356\u3002<\/p>\n<p><span class=\"more\">\u8be6\u89c1 <a href=\"https:\/\/khsci.com\/khQuant\/chapter9\/\">1.10<\/a><\/span><\/div>\n<div>\n<div class=\"khq-fx-shot\"><a href=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/tutorial-new\/report-curve.webp\" target=\"_blank\" rel=\"noopener\" title=\"\u70b9\u51fb\u67e5\u770b\u539f\u56fe\"><img decoding=\"async\" src=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/tutorial-new\/report-curve.webp\" alt=\"\u6536\u76ca\u66f2\u7ebf\" loading=\"lazy\"><\/a><\/div>\n<p class=\"khq-fx-cap\">\u7b56\u7565\u6536\u76ca\u4e0e\u57fa\u51c6\u5bf9\u6bd4\u3001\u56de\u64a4\u3001\u6bcf\u65e5\u76c8\u4e8f\u548c\u4e70\u5356\u91cf<\/p>\n<\/div>\n<\/div>\n<div class=\"khq-fx\">\n<div class=\"txt\"><span class=\"no\">05 \u00b7 \u53ef\u4ee5\u590d\u73b0<\/span><\/p>\n<h3>\u6bcf\u6b21\u56de\u6d4b\u81ea\u52a8\u5b58\u6863<\/h3>\n<p>\u5728\u300c\u56de\u6d4b\u5386\u53f2\u300d\u91cc\u80fd\u627e\u5230\u8fc7\u53bb\u6bcf\u4e00\u6b21\u56de\u6d4b\uff0c\u6253\u5f00\u62a5\u544a\uff0c\u6216\u8005\u4e00\u952e\u628a\u5f53\u65f6\u7684\u5b8c\u6574\u914d\u7f6e\u8fd8\u539f\u5230\u4e3b\u754c\u9762\uff0c\u65b9\u4fbf\u590d\u73b0\u548c\u5bf9\u6bd4\u3002<\/p>\n<p><span class=\"more\">\u8be6\u89c1 <a href=\"https:\/\/khsci.com\/khQuant\/chapter8\/\">1.9<\/a><\/span><\/div>\n<div>\n<div class=\"khq-fx-shot\"><a href=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/tutorial-new\/history-window.webp\" target=\"_blank\" rel=\"noopener\" title=\"\u70b9\u51fb\u67e5\u770b\u539f\u56fe\"><img decoding=\"async\" src=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/tutorial-new\/history-window.webp\" alt=\"\u56de\u6d4b\u5386\u53f2\" loading=\"lazy\"><\/a><\/div>\n<p class=\"khq-fx-cap\">\u56de\u6d4b\u5386\u53f2\u7ba1\u7406<\/p>\n<\/div>\n<\/div>\n<div class=\"khq-fx rev\">\n<div class=\"txt\"><span class=\"no v3\">06 \u00b7 V3 \u00b7 \u547d\u4ee4\u884c + AI<\/span><\/p>\n<h3>\u7528\u4e2d\u6587\u8ba9 AI \u66ff\u4f60\u505a\u7814\u7a76<\/h3>\n<p>V3 \u7684\u6bcf\u4e00\u6b65\u90fd\u6709 <code>kh<\/code> \u547d\u4ee4\u3002\u88c5\u4e0a khQuant Skill \u540e\uff0cCodex\u3001Claude Code \u8fd9\u7c7b AI \u52a9\u624b\u80fd\u81ea\u5df1\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\u3002kh \u6ca1\u6709\u4e0b\u5355\u529f\u80fd\uff0c\u78b0\u4e0d\u5230\u4ea4\u6613\u8d26\u6237\u3002<\/p>\n<p><span class=\"more\">\u8be6\u89c1 <a href=\"https:\/\/khsci.com\/khQuant\/cli\/\">2.2<\/a>\uff08\u63a8\u8350 \u00b7 \u5fc5\u8bfb\uff09<\/span><\/div>\n<div>\n<div class=\"khq-fx-shot\"><a href=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/tutorial-new\/v3\/v3-codex-first.webp\" 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\" alt=\"Codex \u91cc\u7684\u7b2c\u4e00\u6b21\u5bf9\u8bdd\" loading=\"lazy\"><\/a><\/div>\n<p class=\"khq-fx-cap\">\u5728 Codex \u91cc\u7528\u4e2d\u6587\u4ea4\u4ee3\u4efb\u52a1\uff0c\u5b83\u7528 kh \u547d\u4ee4\u5b8c\u6210<\/p>\n<\/div>\n<\/div>\n<div class=\"khq-fx\">\n<div class=\"txt\"><span class=\"no v3\">07 \u00b7 V3 \u00b7 Web \u5de5\u4f5c\u53f0<\/span><\/p>\n<h3>\u6d4f\u89c8\u5668\u91cc\u8dd1\u56de\u6d4b\uff0c\u624b\u673a\u4e5f\u80fd\u770b<\/h3>\n<p>\u5bfc\u5165\u7b56\u7565\u3001\u6539\u53c2\u6570\u3001\u8dd1\u56de\u6d4b\u3001\u770b\u5b9e\u65f6\u65e5\u5fd7\u548c\u62a5\u544a\uff1b\u548c\u684c\u9762\u7248\u5171\u7528\u56de\u6d4b\u5386\u53f2\u3002\u5f00\u542f\u4e34\u65f6\u5916\u7f51\u8bbf\u95ee\u540e\uff0c\u624b\u673a\u4e5f\u80fd\u67e5\u770b\u3002<\/p>\n<p><span class=\"more\">\u8be6\u89c1 <a href=\"https:\/\/khsci.com\/khQuant\/web-backtest\/\">2.6<\/a><\/span><\/div>\n<div>\n<div class=\"khq-fx-shot\"><a href=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/tutorial-new\/v3\/v3-web-workbench.webp\" 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-web-workbench.webp\" alt=\"Web \u56de\u6d4b\u5de5\u4f5c\u53f0\" loading=\"lazy\"><\/a><\/div>\n<p class=\"khq-fx-cap\">Web \u56de\u6d4b\u5de5\u4f5c\u53f0<\/p>\n<\/div>\n<\/div>\n<div class=\"khq-fx rev\">\n<div class=\"txt\"><span class=\"no v3\">08 \u00b7 V3 \u00b7 \u7f16\u8f91\u5668<\/span><\/p>\n<h3>\u6253\u65ad\u70b9\uff0c\u5355\u6b65\u770b\u53d8\u91cf<\/h3>\n<p>Windows \u7248\u5de5\u5177\u680f\u70b9\u300c\u7f16\u8f91\u5668\u300d\uff0c\u7528 VS Code \u6253\u5f00\u7b56\u7565\u5e76\u914d\u597d\u65ad\u70b9\u8c03\u8bd5\uff0c\u56de\u6d4b\u4f1a\u505c\u5728\u65ad\u70b9\u5904\uff08\u9700\u5148\u81ea\u884c\u5b89\u88c5 VS Code\uff09\u3002<\/p>\n<p><span class=\"more\">\u8be6\u89c1 <a href=\"https:\/\/khsci.com\/khQuant\/chapter2-3\/\">2.7<\/a><\/span><\/div>\n<div>\n<div class=\"khq-fx-shot\"><a href=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/tutorial-new\/v3\/v3-editor-breakpoint.webp?v=3eaa6da0\" 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-editor-breakpoint.webp?v=3eaa6da0\" alt=\"\u7f16\u8f91\u5668\u65ad\u70b9\u8c03\u8bd5\" loading=\"lazy\"><\/a><\/div>\n<p class=\"khq-fx-cap\">\u56de\u6d4b\u505c\u5728 khHandlebar \u91cc\u7684\u65ad\u70b9<\/p>\n<\/div>\n<\/div>\n<div class=\"khq-fx\">\n<div class=\"txt\"><span class=\"no v3\">09 \u00b7 V3 \u00b7 \u4e09\u4e2a\u5e73\u53f0<\/span><\/p>\n<h3>Windows\u3001Mac\u3001Linux \u90fd\u80fd\u8dd1<\/h3>\n<p>Windows \u548c Apple Silicon Mac \u6709\u684c\u9762\u7248\uff0c\u4e09\u4e2a\u5e73\u53f0\u90fd\u6709\u547d\u4ee4\u884c\u548c Web \u5de5\u4f5c\u53f0\uff1bLinux \u6ca1\u6709\u56fe\u5f62\u754c\u9762\uff0c\u9002\u5408\u653e\u5728\u670d\u52a1\u5668\u4e0a\u957f\u671f\u8fd0\u884c\u3002\u7b56\u7565\u3001\u914d\u7f6e\u548c\u6570\u636e\u4e09\u4e2a\u5e73\u53f0\u901a\u7528\u3002<\/p>\n<p><span class=\"more\">\u8be6\u89c1 <a href=\"https:\/\/khsci.com\/khQuant\/macos\/\">2.4<\/a>\u3001<a href=\"https:\/\/khsci.com\/khQuant\/linux\/\">2.5<\/a><\/span><\/div>\n<div>\n<div class=\"khq-fx-shot\"><a href=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/2026\/06\/image-20260601-001704-1.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-20260601-001704-1.png\" alt=\"\u4e09\u7aef\u534f\u4f5c\" loading=\"lazy\"><\/a><\/div>\n<p class=\"khq-fx-cap\">Mac \u8c03\u53c2\u3001Windows \u7ba1\u6570\u636e\u3001Linux \u670d\u52a1\u5668\u6279\u91cf\u56de\u6d4b<\/p>\n<\/div>\n<\/div>\n<h2 id=\"fit\">\u9002\u5408\u505a\u4ec0\u4e48\uff0c\u4e0d\u9002\u5408\u505a\u4ec0\u4e48<\/h2>\n<div class=\"khq-fx-two\">\n<div class=\"yes\"><b>\u9002\u5408<\/b><\/p>\n<ul>\n<li>\u5747\u7ebf\u3001MACD\u3001RSI \u8fd9\u7c7b\u6280\u672f\u6307\u6807\u7b56\u7565<\/li>\n<li>\u56e0\u5b50\u9009\u80a1\u3001\u8f6e\u52a8\u548c\u5b9a\u671f\u8c03\u4ed3<\/li>\n<li>\u7ed3\u5408\u81ea\u5df1\u51c6\u5907\u7684\u5916\u90e8\u6570\u636e\u505a\u4e8b\u4ef6\u9a71\u52a8<\/li>\n<li>\u4e2d\u4f4e\u9891\u7684\u673a\u5668\u5b66\u4e60\u7b56\u7565<\/li>\n<li>\u5b66\u4e60\u91cf\u5316\u3001\u5feb\u901f\u9a8c\u8bc1\u4e00\u4e2a\u60f3\u6cd5<\/li>\n<\/ul>\n<\/div>\n<div class=\"no\"><b>\u4e0d\u9002\u5408<\/b><\/p>\n<ul>\n<li>\u5b9e\u76d8\u4ea4\u6613\uff1a\u5b98\u65b9\u7248\u672c\u4e0d\u542b\u4e0b\u5355\u529f\u80fd<\/li>\n<li>\u9ad8\u9891\u3001\u8d85\u4f4e\u5ef6\u8fdf\u7b56\u7565<\/li>\n<li>A \u80a1\u4ee5\u5916\u7684\u5e02\u573a\uff08\u671f\u8d27\u3001\u5916\u6c47\u3001\u6d77\u5916\uff09<\/li>\n<li>\u6ca1\u6709\u6570\u636e\u6765\u6e90\u7684 Tick \u56de\u6d4b\uff08\u9700\u8981\u81ea\u5df1\u5bfc\u5165\uff09<\/li>\n<li>\u5728 Windows \u4ee5\u5916\u8fd0\u884c V2\uff08V3 \u53ef\u4ee5\uff09<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<p>\u9700\u8981\u4ec0\u4e48\u57fa\u7840\uff1a\u8dd1\u81ea\u5e26\u793a\u4f8b\u3001\u5728\u754c\u9762\u4e0a\u6539\u53c2\u6570\u4e0d\u7528\u5199\u4ee3\u7801\uff1b\u81ea\u5df1\u5199\u7b56\u7565\u8981\u4f1a\u4e00\u70b9 Python\uff1b\u4e5f\u53ef\u4ee5\u8ba9 AI \u5e2e\u4f60\u5199\uff0c\u89c1 <a href=\"https:\/\/khsci.com\/khQuant\/cli\/\">2.2<\/a> \u548c <a href=\"https:\/\/khsci.com\/khQuant\/ai-strategy\/\">3.4<\/a>\u3002<\/p>\n<h2 id=\"v2v3\">V2 \u548c V3 \u600e\u4e48\u9009<\/h2>\n<p>\u4e24\u4e2a\u7248\u672c\u7528\u540c\u4e00\u5957\u56de\u6d4b\u5185\u6838\uff1a\u672c\u6b21 2.2.0 \u5bf9\u9f50 V3.4.1.10\uff1b\u76f8\u540c\u6570\u636e\u3001\u56fa\u5b9a\u7b56\u7565\u53c2\u6570\u548c\u76f8\u540c\u914d\u7f6e\u7684\u516d\u7ec4\u51bb\u7ed3\u6848\u4f8b\u5df2\u9010\u7b14\u6838\u5bf9\uff0c\u7b56\u7565\u6587\u4ef6\u53ef\u4ee5\u76f4\u63a5\u5728\u4e24\u8fb9\u4f7f\u7528\u3002<\/p>\n<div class=\"khq-fx-vs\">\n<div><b>V2 \u00b7 \u5f00\u6e90\u7248<\/b><\/p>\n<div class=\"who\">\u53ea\u5728 Windows \u4e0a\u7528\u56fe\u5f62\u754c\u9762\u505a\u56de\u6d4b<\/div>\n<ul>\n<li>Windows 10\/11 64 \u4f4d<\/li>\n<li>BaoStock\u3001Tushare \u4e24\u4e2a\u6570\u636e\u6e90<\/li>\n<li>4 \u4e2a\u81ea\u5e26\u7b56\u7565\u6848\u4f8b<\/li>\n<li>\u5168\u90e8\u6e90\u7801\u5728 GitHub \u516c\u5f00\uff08CC BY-NC 4.0\uff09<\/li>\n<\/ul>\n<\/div>\n<div class=\"v3\"><b>V3 \u00b7 \u5185\u6d4b\u7248<\/b><\/p>\n<div class=\"who\">\u60f3\u7528 AI \u505a\u7814\u7a76\u3001\u8981\u66f4\u591a\u6570\u636e\u6e90\u6216\u5728 Mac \/ Linux \u4e0a\u8dd1<\/div>\n<ul>\n<li>Windows\u3001macOS\u3001Linux<\/li>\n<li>\u547d\u4ee4\u884c kh + AI \u667a\u80fd\u7b56\u7565\u7814\u7a76<\/li>\n<li>Web \u5de5\u4f5c\u53f0\u3001\u5185\u7f6e\u7f16\u8f91\u5668\u3001\u5305\u7ba1\u7406<\/li>\n<li>6 \u79cd\u6570\u636e\u6e90\u3001\u5b9a\u65f6\u8865\u6570\u636e\u300113 \u4e2a\u6848\u4f8b<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<p>V3 \u76ee\u524d\u4ee5\u5185\u6d4b\u7248\u5f62\u5f0f\u63d0\u4f9b\u7ed9 khQuant VIP \u7528\u6237\uff0c\u5b89\u88c5\u5305\u5728\u767b\u5f55\u540e\u7684<a href=\"https:\/\/khsci.com\/khQuant\/beta\/\" target=\"_blank\" rel=\"noopener\">\u5185\u6d4b\u7248\u4e0b\u8f7d\u9875<\/a>\u4e0b\u8f7d\uff0c\u5177\u4f53\u6743\u76ca\u4ee5\u5b98\u7f51\u8bf4\u660e\u4e3a\u51c6\u3002\u9010\u9879\u5bf9\u6bd4\u89c1 <a href=\"https:\/\/khsci.com\/khQuant\/chapter2-1\/\">2.0<\/a>\u3002<\/p>\n<details class=\"khq-fx-more\">\n<summary>\u548c\u5176\u4ed6\u56de\u6d4b\u5de5\u5177\u6bd4\u8f83\uff08\u5c55\u5f00\uff09<\/summary>\n<p>\u4e0b\u8868\u6309\u5de5\u5177\u7c7b\u578b\u505a\u4e00\u4e2a\u5927\u81f4\u6bd4\u8f83\uff0c\u4fbf\u4e8e\u5224\u65ad khQuant \u662f\u5426\u9002\u5408\u4f60\u3002\u5404\u7c7b\u5de5\u5177\u7684\u5177\u4f53\u60c5\u51b5\u4ee5\u5176\u5b98\u65b9\u8bf4\u660e\u4e3a\u51c6\u3002<\/p>\n<div class=\"khq-tn-table\">\n<table>\n<thead>\n<tr>\n<th style=\"text-align: left;\">\u5bf9\u6bd4\u9879<\/th>\n<th style=\"text-align: left;\">khQuant<\/th>\n<th style=\"text-align: left;\">\u5238\u5546\u5e73\u53f0\uff08\u5982 QMT \u81ea\u5e26\u56de\u6d4b\u3001\u901a\u8fbe\u4fe1\uff09<\/th>\n<th style=\"text-align: left;\">\u5f00\u6e90\u56de\u6d4b\u6846\u67b6\uff08\u5982 Backtrader\u3001vn.py\uff09<\/th>\n<th style=\"text-align: left;\">\u5728\u7ebf\u91cf\u5316\u5e73\u53f0\uff08\u5982\u805a\u5bbd\u3001BigQuant\uff09<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"text-align: left;\">\u8bbe\u8ba1\u4fa7\u91cd<\/td>\n<td style=\"text-align: left;\">\u672c\u5730\u684c\u9762\u56de\u6d4b\uff0c\u754c\u9762\u914d\u7f6e\u53c2\u6570\u3001Python \u5199\u7b56\u7565<\/td>\n<td style=\"text-align: left;\">\u8d26\u6237\u76f4\u8fde\uff0c\u884c\u60c5\u4e0e\u4ea4\u6613\u4e00\u4f53<\/td>\n<td style=\"text-align: left;\">\u9ad8\u5ea6\u53ef\u5b9a\u5236\uff0c\u514d\u8d39\u5f00\u6e90<\/td>\n<td style=\"text-align: left;\">\u4e91\u7aef\u8fd0\u884c\uff0c\u5e73\u53f0\u63d0\u4f9b\u6570\u636e\u548c\u5b66\u4e60\u8d44\u6e90<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\">\u5f53\u524d\u5c40\u9650<\/td>\n<td style=\"text-align: left;\">\u53ea\u505a\u56de\u6d4b\uff0c\u4e0d\u542b\u5b9e\u76d8\u4ea4\u6613\uff1b\u4e2a\u4eba\u7ef4\u62a4\uff1bV2 \u53ea\u652f\u6301 Windows<\/td>\n<td style=\"text-align: left;\">\u7b56\u7565\u81ea\u7531\u5ea6\u8f83\u4f4e\uff0c\u56de\u6d4b\u529f\u80fd\u8f83\u5f31<\/td>\n<td style=\"text-align: left;\">\u4e0a\u624b\u95e8\u69db\u9ad8\uff0c\u6570\u636e\u548c\u63a5\u53e3\u9700\u8981\u81ea\u5df1\u5bf9\u63a5\u4e0e\u7ef4\u62a4<\/td>\n<td style=\"text-align: left;\">\u4ee3\u7801\u548c\u6570\u636e\u5728\u5e73\u53f0\u4e0a\uff0c\u90e8\u5206\u529f\u80fd\u6536\u8d39<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\">\u9002\u5408\u4eba\u7fa4<\/td>\n<td style=\"text-align: left;\">\u5e0c\u671b\u6570\u636e\u548c\u7b56\u7565\u90fd\u7559\u5728\u672c\u5730\u7684\u4e2a\u4eba\u91cf\u5316\u7231\u597d\u8005<\/td>\n<td style=\"text-align: left;\">\u7f16\u7a0b\u8981\u6c42\u4e0d\u9ad8\u7684\u666e\u901a\u4ea4\u6613\u8005<\/td>\n<td style=\"text-align: left;\">\u7f16\u7a0b\u80fd\u529b\u5f3a\u3001\u9700\u8981\u6df1\u5ea6\u5b9a\u5236\u7684\u5f00\u53d1\u8005<\/td>\n<td style=\"text-align: left;\">\u504f\u597d\u4e91\u7aef\u670d\u52a1\u7684\u91cf\u5316\u521d\u5b66\u8005<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\">\u7b56\u7565\u8bed\u8a00<\/td>\n<td style=\"text-align: left;\">Python<\/td>\n<td style=\"text-align: left;\">\u5e73\u53f0\u7279\u5b9a\u8bed\u8a00\u6216\u811a\u672c<\/td>\n<td style=\"text-align: left;\">Python<\/td>\n<td style=\"text-align: left;\">\u4ee5 Python \u4e3a\u4e3b<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\">\u6570\u636e\u83b7\u53d6<\/td>\n<td style=\"text-align: left;\">BaoStock \u514d\u8d39\u4e0b\u8f7d\u65e5\u7ebf\u30015 \u5206\u949f\u7ebf\uff1bTushare \u4e0b\u8f7d 1 \u5206\u949f\u7ebf\u3001ETF\uff08\u9700 Token \u548c\u6743\u9650\uff09\uff1b\u6570\u636e\u5b58\u672c\u5730<\/td>\n<td style=\"text-align: left;\">\u63d0\u4f9b\u591a\u54c1\u79cd\u884c\u60c5<\/td>\n<td style=\"text-align: left;\">\u9700\u8981\u81ea\u884c\u5bf9\u63a5\u548c\u7ef4\u62a4\u6570\u636e\u6e90<\/td>\n<td style=\"text-align: left;\">\u5e73\u53f0\u63d0\u4f9b\u5e38\u7528\u6570\u636e<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\">\u754c\u9762\u5f62\u6001<\/td>\n<td style=\"text-align: left;\">\u684c\u9762\u56fe\u5f62\u754c\u9762\uff08V3 \u53e6\u6709\u547d\u4ee4\u884c\u548c Web \u5de5\u4f5c\u53f0\uff09<\/td>\n<td style=\"text-align: left;\">\u884c\u60c5\u4ea4\u6613\u8f6f\u4ef6\u754c\u9762<\/td>\n<td style=\"text-align: left;\">\u90e8\u5206\u6846\u67b6\u6709\u56fe\u5f62\u754c\u9762\uff0c\u591a\u6570\u9700\u8981\u81ea\u5df1\u753b\u56fe<\/td>\n<td style=\"text-align: left;\">\u7f51\u9875\u754c\u9762<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\">\u4f7f\u7528\u6210\u672c<\/td>\n<td style=\"text-align: left;\">V2 \u514d\u8d39<\/td>\n<td style=\"text-align: left;\">\u5f00\u6237\u540e\u4f7f\u7528<\/td>\n<td style=\"text-align: left;\">\u514d\u8d39<\/td>\n<td style=\"text-align: left;\">\u514d\u8d39\u5165\u95e8\uff0c\u589e\u503c\u670d\u52a1\u6536\u8d39<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/details>\n<h2>\u5e38\u89c1\u95ee\u9898<\/h2>\n<p class=\"q\"><strong>\u95ee\uff1akhQuant \u80fd\u76f4\u63a5\u4e0b\u5355\u4ea4\u6613\u5417\uff1f<\/strong><br \/>\n\u7b54\uff1a\u4e0d\u80fd\u3002khQuant \u662f\u56de\u6d4b\u4e0e\u7814\u7a76\u5e73\u53f0\uff0c\u5b98\u65b9\u7248\u672c\u4e0d\u5305\u542b\u5b9e\u76d8\u4ea4\u6613\u529f\u80fd\u3002<\/p>\n<p class=\"q\"><strong>\u95ee\uff1a\u4e00\u5b9a\u8981\u4f1a\u7f16\u7a0b\u5417\uff1f<\/strong><br \/>\n\u7b54\uff1a\u8dd1\u81ea\u5e26\u7684\u793a\u4f8b\u7b56\u7565\u3001\u5728\u754c\u9762\u4e0a\u6539\u53c2\u6570\u4e0d\u9700\u8981\u5199\u4ee3\u7801\u3002\u8981\u5b9e\u73b0\u81ea\u5df1\u7684\u60f3\u6cd5\uff0c\u9700\u8981 Python \u57fa\u7840\u3002<\/p>\n<p class=\"q\"><strong>\u95ee\uff1a\u56de\u6d4b\u7ed3\u679c\u597d\uff0c\u662f\u4e0d\u662f\u5b9e\u76d8\u4e5f\u80fd\u8d5a\u94b1\uff1f<\/strong><br \/>\n\u7b54\uff1a\u4e0d\u662f\u3002\u56de\u6d4b\u53ea\u8bf4\u660e\u7b56\u7565\u5728\u8fc7\u53bb\u7684\u6570\u636e\u4e0a\u8868\u73b0\u5982\u4f55\uff0c\u4e0d\u4ee3\u8868\u672a\u6765\u6536\u76ca\u3002\u6570\u636e\u53e3\u5f84\u3001\u6210\u4ea4\u5047\u8bbe\u548c\u5e02\u573a\u53d8\u5316\u90fd\u4f1a\u8ba9\u5b9e\u9645\u7ed3\u679c\u4e0e\u56de\u6d4b\u4e0d\u540c\u3002<\/p>\n<p class=\"q\"><strong>\u95ee\uff1a\u6211\u7528\u7684\u662f Mac\uff0c\u80fd\u7528 khQuant \u5417\uff1f<\/strong><br \/>\n\u7b54\uff1aV2 \u53ea\u652f\u6301 Windows\u3002V3 \u6709 Apple Silicon \u82af\u7247\u7684 macOS \u684c\u9762\u7248\uff0c\u8be6\u89c1<a href=\"https:\/\/khsci.com\/khQuant\/macos\/\">2.4<\/a>\u300amacOS\u300b\u3002<\/p>\n<h2 id=\"me\">\u5173\u4e8e\u6211<\/h2>\n<p>\u5728\u5168\u8eab\u5fc3\u6295\u5165\u8fd9\u6b3e\u91cf\u5316\u4ea4\u6613\u7cfb\u7edf\u7684\u7814\u53d1\u4e4b\u524d\uff0c\u6211\u6df7\u8ff9\u4e8e\u77e5\u4e4e\u548c\u516c\u4f17\u53f7\uff0c\u4e13\u6ce8\u4e8e\u4fe1\u53f7\u5904\u7406\u4e0e\u6df1\u5ea6\u5b66\u4e60\u7b97\u6cd5\u7684\u5206\u4eab\u4e0e\u63a2\u8ba8\u3002\u540e\u6765\u5728\u7814\u7a76\u7b97\u6cd5\u7684\u8fc7\u7a0b\u4e2d\uff0c\u4ea7\u751f\u4e86\u65b0\u7684\u60f3\u6cd5\uff0c\u51b3\u5b9a\u5c06\u8fd9\u4e9b\u5e74\u5728\u4fe1\u53f7\u5904\u7406\u548c\u6df1\u5ea6\u5b66\u4e60\u9886\u57df\u79ef\u7d2f\u7684\u601d\u7ef4\u4e0e\u65b9\u6cd5\uff0c\u8de8\u754c\u5e94\u7528\u4e8e\u5145\u6ee1\u6311\u6218\u4e0e\u673a\u9047\u7684\u80a1\u7968\u5e02\u573a\u548c\u91cf\u5316\u4ea4\u6613\u4e2d\u3002<br \/>\n\u5f53\u524d\u6559\u7a0b\u662fMr.\u770b\u6d77\u2014\u2014\u4e5f\u5c31\u662f\u6211\uff0c\u642d\u5efa\u7684\u552f\u4e00\u5b98\u65b9\u6559\u7a0b\uff0c\u540e\u7eed\u6559\u7a0b\u90fd\u662f\u5728\u6b64\u5904\u6700\u5148\u66f4\u65b0\u3002<br \/>\n\u4e3a\u4e86\u65b9\u4fbf\u548c\u5927\u5bb6\u4ea4\u6d41\uff0c\u6211\u5728\u4ee5\u4e0b\u5e73\u53f0\u90fd\u5f00\u8bbe\u4e86\u8d26\u53f7\uff0c\u6b22\u8fce\u5173\u6ce8\uff1a<\/p>\n<ul>\n<li><strong>\u5fae\u4fe1\u516c\u4f17\u53f7<\/strong>\uff1a<a href=\"https:\/\/mp.weixin.qq.com\/s\/l_06l72N8WFnbM5_4Ns4Dw\">\u770b\u6d77\u7684\u57ce\u5821<\/a><\/li>\n<li><strong>\u77e5\u4e4e<\/strong>\uff1a<a href=\"https:\/\/www.zhihu.com\/people\/feng-zhu-38\">Mr.\u770b\u6d77<\/a><\/li>\n<li><strong>\u6296\u97f3<\/strong>\uff1aMr.\u770b\u6d77\uff08\u6296\u97f3\u53f7\uff1a31281929369\uff09<\/li>\n<li><strong>\u5feb\u624b<\/strong>\uff1aMr.\u770b\u6d77\uff08\u5feb\u624b\u53f7\uff1a4775269996\uff09<\/li>\n<li><strong>B\u7ad9 (\u54d4\u54e9\u54d4\u54e9)<\/strong>\uff1a<a href=\"https:\/\/space.bilibili.com\/3546667687086777\">Mr\u770b\u6d77<\/a><\/li>\n<li><strong>\u5934\u6761<\/strong>\uff1a<a href=\"https:\/\/www.toutiao.com\/c\/user\/token\/MS4wLjABAAAAzyc56KI8pUK0LEasGJ88GQ7YOog-eiSLihjiYFUUUh32URE2tUnJpiPITu4uhJCQ\/?\">Mr.\u770b\u6d77<\/a><\/li>\n<\/ul>\n<p>\u4e00\u76f4\u4ee5\u6765\uff0c\u6211\u90fd\u81f4\u529b\u4e8e\u4e3a\u5927\u5bb6\u63d0\u4f9b\u4e00\u6b3e\u514d\u8d39\u5f00\u6e90\u7684\u91cf\u5316\u4ea4\u6613\u7cfb\u7edf\u3002\u53ef\u4ee5\u8bf4\uff0c\u8fd9\u662f\u7528\u7231\u53d1\u7535\u7684\u4ea7\u7269\u3002\u5982\u679c\u60a8\u89c9\u5f97\u8fd9\u6b3e\u7cfb\u7edf\u5bf9\u60a8\u6709\u6240\u5e2e\u52a9\uff0c\u4e0d\u59a8\u8bf7\u4f5c\u8005\u559d\u676f\u5496\u5561\uff0c\u60a8\u7684\u8fd9\u4efd\u652f\u6301\uff0c\u662f\u6211\u6301\u7eed\u66f4\u65b0\u4e0e\u5b8c\u5584\u7684\u6700\u5927\u52a8\u529b\uff01<\/p>\n<p align=\"center\">\n    <img decoding=\"async\" src=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/2025\/06\/%E5%BE%AE%E4%BF%A1%E5%9B%BE%E7%89%87_20250606235710-300x300.png\" alt=\"\u5fae\u4fe1\u6253\u8d4f\" width=\"300\"\/>\n<\/p>\n<div class=\"khq-tn-v3end\">\n<div class=\"v3-end-l\"><span class=\"v3-badge\">V3<\/span><\/p>\n<div class=\"v3-end-t\">\u60f3\u5728\u66f4\u591a\u573a\u666f\u91cc\u7528 khQuant\uff1f<\/div>\n<ul>\n<li>Mac \u4e0a\u4e5f\u6709\u684c\u9762\u7248\uff0c\u548c Windows \u5171\u7528\u7b56\u7565\u4e0e\u6570\u636e<\/li>\n<li>Linux \u670d\u52a1\u5668\u4e0a\u7528\u547d\u4ee4\u884c\u548c Web \u5de5\u4f5c\u53f0\u957f\u671f\u8fd0\u884c<\/li>\n<li>Windows \u96c6\u6210 VS Code \u542f\u52a8\u4e0e\u65ad\u70b9\u8c03\u8bd5\uff0c\u9700\u81ea\u884c\u5b89\u88c5 VS Code\uff0c\u7f16\u8f91\u5668\u5728\u72ec\u7acb\u7a97\u53e3\u4e2d\u6253\u5f00<\/li>\n<\/ul>\n<\/div>\n<div class=\"v3-end-r\">\n<div class=\"v3-cta small\"><a class=\"v3-btn primary\" href=\"https:\/\/khsci.com\/khQuant\/#pricing\" target=\"_blank\" rel=\"noopener\">\u5f00\u901a VIP\uff0c\u83b7\u53d6 V3<\/a><a class=\"v3-btn ghost\" href=\"https:\/\/khsci.com\/khQuant\/#version-comparison\" target=\"_blank\" rel=\"noopener\">\u4e86\u89e3 V3 \u5168\u90e8\u529f\u80fd \u2192<\/a><\/div>\n<\/div>\n<\/div>\n<p style=\"color:#888;font-size:.9em;\">\u672c\u7bc7\u57fa\u4e8e\u5f00\u6e90 V2 \u548c V3.4.1.10 \u7f16\u5199\u3002<\/p>\n<nav class=\"khq-tn-nav\"><a class=\"prev\" href=\"https:\/\/khsci.com\/khQuant\/guide\/\"><span>\u8fd4\u56de<\/span>\u65b0\u624b\u5b66\u4e60\u8def\u7ebf\u56fe<\/a><a class=\"next\" href=\"https:\/\/khsci.com\/khQuant\/chapter2\/\"><span>\u4e0b\u4e00\u7bc7<\/span>1.2 \u6743\u8d23\u8bf4\u660e\u4e0e\u5f00\u6e90\u534f\u8bae<\/a><\/nav>\n<\/div>\n\n\n","protected":false},"excerpt":{"rendered":"<p>\u9002\u7528\u7248\u672c V2V3 \u672c\u7bc7\u91cd\u70b9\uff1a\u672c\u7bc7\u7528\u51e0\u5f20\u56fe\u5e26\u4f60\u8ba4\u8bc6 khQuant\uff1a\u5b83\u80fd\u505a\u4ec0\u4e48\u3001\u957f\u4ec0\u4e48\u6837\uff0c\u4ee5\u53ca V2 \u548c V3 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":1,"comment_status":"closed","ping_status":"closed","template":"template\/caidan.php","meta":{"_acf_changed":false,"footnotes":""},"class_list":["post-251","page","type-page","status-publish","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/khsci.com\/khQuant\/wp-json\/wp\/v2\/pages\/251","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/khsci.com\/khQuant\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/khsci.com\/khQuant\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/khsci.com\/khQuant\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/khsci.com\/khQuant\/wp-json\/wp\/v2\/comments?post=251"}],"version-history":[{"count":16,"href":"https:\/\/khsci.com\/khQuant\/wp-json\/wp\/v2\/pages\/251\/revisions"}],"predecessor-version":[{"id":804,"href":"https:\/\/khsci.com\/khQuant\/wp-json\/wp\/v2\/pages\/251\/revisions\/804"}],"wp:attachment":[{"href":"https:\/\/khsci.com\/khQuant\/wp-json\/wp\/v2\/media?parent=251"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}