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#ffd3a6;display:flex;gap:18px;align-items:center;justify-content:space-between;flex-wrap:wrap}\n.khq-v3x-cta .t{font-size:1.2rem;font-weight:800;color:#12345f}\n.khq-v3x-cta .d{display:block;margin:4px 0 0;color:#5a4a36;font-size:.95em}\n.khq-v3x-cta a{display:inline-block;padding:11px 24px;border-radius:10px;background:#f28c28;color:#fff!important;font-weight:700;text-decoration:none!important;box-shadow:0 6px 18px rgba(242,140,40,.3)}\n.khq-v3x-ai{margin:18px 0 10px;padding:28px 28px 22px;border-radius:18px;color:#fff;background:linear-gradient(135deg,#1b1f3b 0%,#2a2f6b 55%,#3b3f9a 100%);box-shadow:0 14px 40px rgba(27,31,59,.25)}\n.khq-v3x-ai .t{font-size:1.45rem;font-weight:800;line-height:1.4;margin:10px 0 6px;color:#fff}\n.khq-v3x-ai .s{margin:0;color:#d9dcf7;line-height:1.75}\n.khq-v3x-ai .say{margin:18px 0 6px;padding:14px 18px;border-radius:14px;background:rgba(255,255,255,.1);border:1px solid rgba(255,255,255,.2);font-size:1.02em;line-height:1.75;color:#fff}\n.khq-v3x-ai .say b{color:#ffb46a}\n.khq-v3x-flow{display:grid;grid-template-columns:repeat(5,1fr);gap:10px;margin:16px 0 4px}\n.khq-v3x-flow div{background:rgba(255,255,255,.08);border:1px solid rgba(255,255,255,.16);border-radius:12px;padding:10px 8px;text-align:center;font-size:.86em;color:#d9dcf7;line-height:1.5}\n.khq-v3x-flow b{display:block;color:#fff;font-size:1.05em;margin-bottom:2px}\n.khq-v3x-flow code{background:rgba(0,0,0,.25);color:#ffd9b0;padding:1px 5px;border-radius:5px;font-size:.92em}\n.khq-v3x-rank td.b{background:#fff7ee;font-weight:700}\n.khq-v3x-rank td.neg{color:#1a7f37}\n@media (max-width:760px){.khq-v3x-flow{grid-template-columns:repeat(2,1fr)}.khq-v3x-ai{padding:22px 18px}.khq-v3x-ai .t{font-size:1.2rem}}\n@media (max-width:760px){.khq-v3x-stats,.khq-v3x-grid{grid-template-columns:repeat(2,1fr)}.khq-v3x-row,.khq-v3x-row.rev{grid-template-columns:1fr}.khq-v3x-row.rev .txt{order:0}.khq-v3x-hero{padding:24px 18px}.khq-v3x-hero .t{font-size:1.35rem}}\n<\/style>\n\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-v3x-hero\">\n<span class=\"khq-v3x-badge\">\u5185\u6d4b\u7248 \u00b7 V3<\/span>\n<div class=\"t\">\u540c\u4e00\u5957\u56de\u6d4b\u5185\u6838\uff0c\u591a\u51fa\u4e00\u6574\u5957\u7814\u7a76\u5de5\u5177<\/div>\n<p class=\"s\">V3 \u6269\u5c55\u4e86 V2.2 \u7684\u4f7f\u7528\u65b9\u5f0f\u548c\u6570\u636e\u6765\u6e90\uff1b\u672c\u6b21 V2.2.0 \u5bf9\u9f50 V3.4.1.10 \u7684\u56de\u6d4b\u5185\u6838\uff1b\u5728\u6b64\u4e4b\u4e0a\u591a\u4e86\u66f4\u591a\u6570\u636e\u6e90\u3001\u5b9a\u65f6\u8865\u6570\u636e\u3001\u5185\u7f6e\u7f16\u8f91\u5668\u548c\u65ad\u70b9\u8c03\u8bd5\u3001\u547d\u4ee4\u884c kh\u3001Web \u56de\u6d4b\u5de5\u4f5c\u53f0\uff0c\u8fd8\u80fd\u88c5\u5728 Mac \u548c Linux \u4e0a\u3002<strong style=\"color:#ffb46a\">\u914d\u5408 Codex\u3001Claude Code \u7b49 AI \u52a9\u624b\uff0c\u7528\u4e00\u53e5\u4e2d\u6587\u5c31\u80fd\u8ba9\u5b83\u4e0b\u6570\u636e\u3001\u6539\u7b56\u7565\u3001\u6279\u91cf\u56de\u6d4b\u3001\u5199\u7ed3\u8bba\u3002<\/strong><\/p>\n<div class=\"khq-v3x-stats\">\n<div><b>3<\/b><span>\u4e2a\u5e73\u53f0\uff1aWindows \u00b7 macOS \u00b7 Linux<\/span><\/div>\n<div><b>6<\/b><span>\u79cd\u6570\u636e\u6e90\uff08V2 \u4e3a 2 \u79cd\uff09<\/span><\/div>\n<div><b>13<\/b><span>\u4e2a\u7b56\u7565\u6848\u4f8b\uff08V2 \u4e3a 4 \u4e2a\uff09<\/span><\/div>\n<div><b>3<\/b><span>\u79cd\u7528\u6cd5\uff1a\u754c\u9762 \u00b7 \u547d\u4ee4\u884c \u00b7 \u7f51\u9875<\/span><\/div>\n<\/div>\n<div class=\"khq-v3x-btns\"><a class=\"pri\" href=\"https:\/\/khsci.com\/khQuant\/beta\/\" target=\"_blank\" rel=\"noopener\">\u5f00\u901a VIP\uff0c\u83b7\u53d6 V3 \u2192<\/a><a class=\"gold\" href=\"https:\/\/khsci.com\/khQuant\/cli\/\">\u63a8\u8350\uff1a\u4ece 2.2 \u547d\u4ee4\u884c + AI \u5f00\u59cb \u2192<\/a><a class=\"sec\" href=\"#v3x-ai\">\u770b AI \u5b9e\u6d4b<\/a><a class=\"sec\" href=\"#v3x-cmp\">\u770b\u4e24\u7248\u5bf9\u6bd4<\/a><\/div>\n<\/div>\n\n<div class=\"khq-tn-video\" data-tn=\"2.0\"><video controls preload=\"none\" playsinline poster=\"\/khQuant\/media\/tutorial-new\/tn-2.0.jpg?v=daa2fd06\" src=\"\/khQuant\/media\/tutorial-new\/tn-2.0.mp4?v=daa2fd06\">\u4f60\u7684\u6d4f\u89c8\u5668\u4e0d\u652f\u6301\u89c6\u9891\u64ad\u653e\uff0c\u53ef\u4ee5<a href=\"\/khQuant\/media\/tutorial-new\/tn-2.0.mp4?v=daa2fd06\">\u4e0b\u8f7d\u89c6\u9891<\/a>\u89c2\u770b\u3002<\/video><\/div>\n\n<h2>1 V3 \u591a\u4e86\u4ec0\u4e48<\/h2>\n<p>\u5728 V2 \u80fd\u505a\u7684\u4e00\u5207\u4e4b\u4e0a\uff0cV3 \u591a\u51fa\u8fd9 8 \u9879\u80fd\u529b\uff1a<\/p>\n<div class=\"khq-v3x-grid\">\n<div class=\"khq-v3x-card\"><div class=\"ic\"><svg viewBox=\"0 0 24 24\"><rect x=\"3\" y=\"4\" width=\"18\" height=\"12\" rx=\"2\"\/><path d=\"M8 20h8M12 16v4\"\/><\/svg><\/div><b>\u4e09\u4e2a\u5e73\u53f0<\/b><span class=\"d\">Windows\u3001Apple Silicon Mac \u90fd\u6709\u684c\u9762\u7248\uff0cLinux \u670d\u52a1\u5668\u4e5f\u80fd\u8dd1\uff1b\u4e09\u4e2a\u5e73\u53f0\u90fd\u6709\u547d\u4ee4\u884c\u548c Web \u5de5\u4f5c\u53f0\u3002<\/span><em>2.1 \u00b7 2.4 \u00b7 2.5<\/em><\/div>\n<div class=\"khq-v3x-card\"><div class=\"ic\"><svg viewBox=\"0 0 24 24\"><ellipse cx=\"12\" cy=\"6\" rx=\"7\" ry=\"3\"\/><path d=\"M5 6v6c0 1.7 3.1 3 7 3s7-1.3 7-3V6M5 12v6c0 1.7 3.1 3 7 3s7-1.3 7-3v-6\"\/><\/svg><\/div><b>6 \u79cd\u6570\u636e\u6e90<\/b><span class=\"d\">tx\u3001\u540c\u82b1\u987a\u3001HTTP \u6865\u63a5\u3001miniQMT\uff0c\u52a0\u4e0a BaoStock \u548c Tushare\u3002<\/span><em>2.3<\/em><\/div>\n<div class=\"khq-v3x-card\"><div class=\"ic\"><svg viewBox=\"0 0 24 24\"><circle cx=\"12\" cy=\"12\" r=\"8\"\/><path d=\"M12 8v4l3 2\"\/><\/svg><\/div><b>\u5b9a\u65f6\u8865\u6570\u636e<\/b><span class=\"d\">\u6bcf\u5929\u6536\u76d8\u540e\u81ea\u52a8\u8865\u9f50\u884c\u60c5\uff0c\u8fd8\u80fd\u6309\u4ea4\u6613\u65e5\u626b\u63cf\u3001\u8865\u4e0a\u7f3a\u53e3\u3002<\/span><em>2.3<\/em><\/div>\n<div class=\"khq-v3x-card\"><div class=\"ic\"><svg viewBox=\"0 0 24 24\"><path d=\"M8 7l-5 5 5 5M16 7l5 5-5 5\"\/><\/svg><\/div><b>\u5185\u7f6e\u7f16\u8f91\u5668<\/b><span class=\"d\">\u5728\u8f6f\u4ef6\u91cc\u5199\u7b56\u7565\uff0c\u6253\u65ad\u70b9\u3001\u5355\u6b65\u770b\u53d8\u91cf\uff0c\u8c03\u8bd5\u4e0d\u7528\u731c\uff08Windows \u7248\uff0c\u9700\u5148\u81ea\u884c\u5b89\u88c5 VS Code\uff09\u3002<\/span><em>2.7<\/em><\/div>\n<div class=\"khq-v3x-card\"><div class=\"ic\"><svg viewBox=\"0 0 24 24\"><path d=\"M12 3v12M7 10l5 5 5-5M5 19h14\"\/><\/svg><\/div><b>\u5305\u7ba1\u7406<\/b><span class=\"d\">\u7ed9\u7b56\u7565\u88c5\u7b2c\u4e09\u65b9 Python \u5e93\uff0c\u673a\u5668\u5b66\u4e60\u3001\u7edf\u8ba1\u5e93\u968f\u624b\u53ef\u7528\u3002<\/span><em>2.8<\/em><\/div>\n<div class=\"khq-v3x-card\"><div class=\"ic\"><svg viewBox=\"0 0 24 24\"><rect x=\"3\" y=\"5\" width=\"18\" height=\"14\" rx=\"2\"\/><path d=\"M7 10l3 2-3 2M12 14h5\"\/><\/svg><\/div><b>\u547d\u4ee4\u884c kh<\/b><span class=\"d\">Windows\u3001Mac\u3001Linux \u90fd\u80fd\u7528\uff1a\u4e0d\u5f00\u754c\u9762\u4e5f\u80fd\u4e0b\u6570\u636e\u3001\u8dd1\u56de\u6d4b\u3001\u51fa\u62a5\u544a\uff0c\u9002\u5408\u6279\u91cf\u548c AI \u8c03\u7528\u3002<\/span><em>2.2<\/em><\/div>\n<div class=\"khq-v3x-card\"><div class=\"ic\"><svg viewBox=\"0 0 24 24\"><circle cx=\"12\" cy=\"12\" r=\"9\"\/><path d=\"M3 12h18M12 3c2.5 3 2.5 15 0 18M12 3c-2.5 3-2.5 15 0 18\"\/><\/svg><\/div><b>Web \u56de\u6d4b\u5de5\u4f5c\u53f0<\/b><span class=\"d\">\u6d4f\u89c8\u5668\u91cc\u6539\u53c2\u6570\u3001\u8dd1\u56de\u6d4b\u3001\u770b\u62a5\u544a\uff0c\u624b\u673a\u4e5f\u80fd\u4e34\u65f6\u8bbf\u95ee\u3002<\/span><em>2.6<\/em><\/div>\n<div class=\"khq-v3x-card\"><div class=\"ic\"><svg viewBox=\"0 0 24 24\"><path d=\"M12 3l2 5 5 2-5 2-2 5-2-5-5-2 5-2z\"\/><\/svg><\/div><b>AI \u52a9\u624b<\/b><span class=\"d\">\u7528\u4e2d\u6587\u63d0\u9700\u6c42\uff0cCodex \u7b49 AI \u52a9\u624b\u901a\u8fc7 kh \u4e0b\u6570\u636e\u3001\u6539\u7b56\u7565\u3001\u6279\u91cf\u56de\u6d4b\u3001\u5199\u7ed3\u8bba\u3002<\/span><em>\u672c\u7bc7\u7b2c 2 \u8282 \u00b7 2.2<\/em><\/div>\n<\/div>\n\n<h2 id=\"v3x-ai\">2 \u91cd\u70b9\uff1a\u547d\u4ee4\u884c + AI \u52a9\u624b\uff0c\u7528\u4e2d\u6587\u505a\u91cf\u5316\u7814\u7a76\uff08\u6700\u63a8\u8350\u7684\u7528\u6cd5\uff09<\/h2>\n<div class=\"khq-tn-callout tip\"><div class=\"lbl\">\u63a8\u8350 \u00b7 \u5fc5\u8bfb<\/div><p>\u547d\u4ee4\u884c + AI \u667a\u80fd\u7b56\u7565\u7814\u7a76\u662f\u4f7f\u7528 khQuant V3 \u7684\u6838\u5fc3\u65b9\u5f0f\uff0c\u4e5f\u662f\u6211\u4eec\u6700\u63a8\u8350\u7684\u65b9\u5f0f\u3002\u7b2c 2 \u90e8\u5206\u91cc\uff0c<a href=\"https:\/\/khsci.com\/khQuant\/cli\/\">2.2 \u547d\u4ee4\u884c\u6a21\u5f0f\u4e0e AI \u667a\u80fd\u7b56\u7565\u7814\u7a76<\/a>\u662f\u4ece\u88c5\u597d\u8f6f\u4ef6\u5230\u7528 AI \u8dd1\u51fa\u7b2c\u4e00\u4e2a\u7814\u7a76\u7ed3\u679c\u7684\u5b8c\u6574\u8def\u7ebf\uff0cV3 \u7528\u6237\u8bfb\u5b8c 2.1 \u5c31\u8bf7\u76f4\u63a5\u770b\u5b83\u3002<\/p><\/div>\n<div class=\"khq-v3x-ai\">\n<span class=\"khq-v3x-badge\">V3 \u72ec\u6709 \u00b7 \u547d\u4ee4\u884c kh + khQuant Skill<\/span>\n<div class=\"t\">\u4f60\u8bf4\u8981\u7814\u7a76\u4ec0\u4e48\uff0cAI \u66ff\u4f60\u6572\u547d\u4ee4<\/div>\n<p class=\"s\">V3 \u7684\u6bcf\u4e00\u6b65\u2014\u2014\u4e0b\u6570\u636e\u3001\u8dd1\u56de\u6d4b\u3001\u51fa\u62a5\u544a\u2014\u2014\u90fd\u6709\u5bf9\u5e94\u7684 <code style=\"background:rgba(0,0,0,.25);color:#ffd9b0\">kh<\/code> \u547d\u4ee4\uff0c\u800c\u4e14\u80fd\u8f93\u51fa\u673a\u5668\u53ef\u8bfb\u7684\u7ed3\u679c\u3002\u8fd9\u8ba9 Codex\u3001Claude Code\u3001Cursor \u8fd9\u7c7b AI \u7f16\u7801\u52a9\u624b\u53ef\u4ee5\u76f4\u63a5\u300c\u4e0a\u624b\u64cd\u4f5c\u300dkhQuant\uff1a\u4f60\u7528\u4e2d\u6587\u63cf\u8ff0\u60f3\u6cd5\uff0c\u5b83\u81ea\u5df1\u67e5\u547d\u4ee4\u3001\u5199\u6587\u4ef6\u3001\u6279\u91cf\u56de\u6d4b\u3001\u6c47\u603b\u6210\u8868\uff0c\u6700\u540e\u628a\u7ed3\u8bba\u548c\u98ce\u9669\u8bb2\u7ed9\u4f60\u542c\u3002<\/p>\n<div class=\"say\">\u6bd4\u5982\u53ea\u8bf4\u4e00\u53e5\uff1a<b>\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<\/b><\/div>\n<div class=\"khq-v3x-flow\">\n<div><b>\u2460 \u4e0b\u6570\u636e<\/b><code>kh data download<\/code><\/div>\n<div><b>\u2461 \u6539\u7b56\u7565<\/b>\u6848\u4f8b\u6539\u6210\u53ef\u8c03\u53c2\u6570<\/div>\n<div><b>\u2462 \u6279\u91cf\u56de\u6d4b<\/b>9 \u7ec4 <code>kh run &#45;&#45;json<\/code><\/div>\n<div><b>\u2463 \u6c47\u603b\u6392\u540d<\/b>\u6536\u76ca \u00b7 \u56de\u64a4 \u00b7 \u590f\u666e<\/div>\n<div><b>\u2464 \u51fa\u62a5\u544a<\/b>\u7ed3\u8bba + \u98ce\u9669 + HTML<\/div>\n<\/div>\n<\/div>\n\n<h3>\u5b9e\u6d4b\uff1a\u628a\u8fd9\u4e2a\u95ee\u9898\u4ea4\u7ed9 Codex<\/h3>\n<p>2026 \u5e74 10 \u6708 7 \u65e5\uff0c\u6211\u4eec\u5728 Codex \u91cc\u88c5\u597d khQuant Skill\uff0c\u628a\u8fd9\u4e2a\u95ee\u9898\u548c\u51e0\u6761\u8981\u6c42\uff08\u6587\u4ef6\u653e\u54ea\u3001\u53c2\u6570\u8303\u56f4\u3001\u56de\u6d4b\u533a\u95f4\u3001\u8981\u54ea\u4e9b\u6307\u6807\uff09\u7528\u4e2d\u6587\u53d1\u7ed9\u5b83\u3002\u5b83\u53ea\u7528 <code>kh<\/code> \u547d\u4ee4\uff0c\u81ea\u5df1\u4e0b\u6570\u636e\u3001\u628a\u5185\u7f6e\u53cc\u5747\u7ebf\u6848\u4f8b\u6539\u6210\u53ef\u8c03\u53c2\u6570\u7684\u7248\u672c\u3001\u8dd1\u4e86 9 \u7ec4\u56de\u6d4b\u3001\u6309\u6536\u76ca\u548c\u56de\u64a4\u6392\u540d\u3001\u7ed9\u7b2c\u4e00\u540d\u51fa\u4e86 HTML \u62a5\u544a\uff0c\u7528\u65f6\u7ea6 15 \u5206\u949f\uff0c\u6ca1\u6709\u6539\u52a8\u8f6f\u4ef6\u7684\u5168\u5c40\u8bbe\u7f6e\u3002<\/p>\n<p>\u7ed3\u8bba\u4e5f\u6ca1\u6709\u66ff\u7b56\u7565\u8bf4\u597d\u8bdd\uff1a9 \u7ec4\u5168\u90e8\u4e8f\u635f\uff0c\u540c\u671f\u6307\u6570\u672c\u8eab\u4e0a\u6da8\u7ea6 12.6%\uff0c\u5b83\u5982\u5b9e\u5199\u4e86\u300c\u4e0d\u80fd\u8bc1\u660e\u6709\u8d85\u989d\u6536\u76ca\u300d\uff0c\u8fd8\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-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>\u5b8c\u6574\u7684\u8fc7\u7a0b\u30019 \u7ec4\u7ed3\u679c\u8868\u548c\u62a5\u544a\u622a\u56fe\u89c1 <a href=\"https:\/\/khsci.com\/khQuant\/cli\/#result\">2.2 \u7b2c 2 \u8282<\/a>\u3002<\/p>\n<div class=\"khq-v3x-row rev\">\n<div class=\"txt\"><span class=\"k\">\u4e3a\u4ec0\u4e48\u662f V3<\/span><h3>AI \u80fd\u505a\u5230\u8fd9\u4e9b\uff0c\u9760\u7684\u662f\u547d\u4ee4\u884c<\/h3>\n<ul><li>V2 \u53ea\u6709\u56fe\u5f62\u754c\u9762\uff0cAI \u70b9\u4e0d\u4e86\u6309\u94ae\uff1bV3 \u7684 <code>kh<\/code> \u8ba9\u6bcf\u4e00\u6b65\u90fd\u80fd\u7528\u547d\u4ee4\u5b8c\u6210<\/li><li><code>&#45;&#45;json<\/code> \u8f93\u51fa\u3001<code>&#45;&#45;data-root<\/code> \u72ec\u7acb\u6570\u636e\u76ee\u5f55\uff0c\u9002\u5408 AI \u6279\u91cf\u8dd1\u3001\u4e92\u4e0d\u5e72\u6270<\/li><li>khQuant Skill \u6559 AI \u7528\u771f\u5b9e\u547d\u4ee4\uff0c\u6539\u4e1c\u897f\u524d\u5148\u95ee\u4f60\uff1b<code>kh<\/code> \u6ca1\u6709\u4e0b\u5355\u529f\u80fd\uff0c\u78b0\u4e0d\u5230\u4ea4\u6613\u8d26\u6237<\/li><\/ul><\/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<\/div>\n<p>\u60f3\u81ea\u5df1\u8bd5\u4e00\u8bd5\uff1a<a href=\"https:\/\/khsci.com\/khQuant\/cli\/\">2.2 \u547d\u4ee4\u884c\u6a21\u5f0f\u4e0e AI \u667a\u80fd\u7b56\u7565\u7814\u7a76<\/a>\u4e00\u7bc7\u8bb2\u5b8c\u5168\u7a0b\uff1a\u5148\u4e94\u5206\u949f\u4e0a\u624b\uff08\u786e\u8ba4 <code>kh<\/code> \u80fd\u7528\u3001\u8ba9 AI \u88c5\u597d khQuant Skill\u3001\u7167\u6284 <a href=\"https:\/\/khsci.com\/khQuant\/cli\/#prompt\">2.2 \u7b2c 1.5 \u8282\u7684\u63d0\u793a\u8bcd<\/a>\u505a\u7814\u7a76\uff09\uff0c\u518d\u8bb2\u7ec6\u8282\uff1b\u81ea\u5df1\u6572\u547d\u4ee4\u7684\u7528\u6cd5\u653e\u5728\u7bc7\u672b\u3002\u60f3\u8ba9 AI \u4ece\u96f6\u5199\u7b56\u7565\u5e76\u56de\u6d4b\u9a8c\u8bc1\uff0c\u89c1 <a href=\"https:\/\/khsci.com\/khQuant\/ai-strategy\/\">3.4<\/a>\u3002<\/p>\n\n<h2>3 \u4eae\u70b9\u4e00\u89c8<\/h2>\n<div class=\"khq-v3x-row\">\n<div class=\"txt\"><span class=\"k\">WEB \u5de5\u4f5c\u53f0<\/span><h3>\u5728\u6d4f\u89c8\u5668\u91cc\u505a\u56de\u6d4b<\/h3>\n<ul><li>\u5bfc\u5165\u7b56\u7565\u9879\u76ee\uff0c\u6539\u53c2\u6570\u3001\u8dd1\u56de\u6d4b\u3001\u770b\u5b9e\u65f6\u65e5\u5fd7<\/li><li>\u62a5\u544a\u5728\u65b0\u6807\u7b7e\u9875\u6253\u5f00\uff0c\u754c\u9762\u3001\u547d\u4ee4\u884c\u3001\u7f51\u9875\u7684\u56de\u6d4b\u5386\u53f2\u5728\u4e00\u8d77<\/li><li>\u4e00\u952e\u5f00\u542f\u4e34\u65f6\u5916\u7f51\u8bbf\u95ee\uff0c\u624b\u673a\u626b\u7801\u5c31\u80fd\u770b<\/li><\/ul><\/div>\n<figure class=\"khq-tn-fig\"><a href=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/tutorial-new\/v3\/v3-web-workbench.webp?v=9f676edb\" 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?v=9f676edb\" width=\"1200\" height=\"530\" alt=\"Web \u56de\u6d4b\u5de5\u4f5c\u53f0\" loading=\"lazy\"><\/a><figcaption>Web \u56de\u6d4b\u5de5\u4f5c\u53f0<\/figcaption><\/figure>\n<\/div>\n<div class=\"khq-v3x-row rev\">\n<div class=\"txt\"><span class=\"k\">\u5185\u7f6e\u7f16\u8f91\u5668<\/span><h3>\u6253\u65ad\u70b9\uff0c\u5355\u6b65\u770b\u53d8\u91cf<\/h3>\n<ul><li>\u5de5\u5177\u680f\u70b9\u300c\u7f16\u8f91\u5668\u300d\uff0c\u76f4\u63a5\u6253\u5f00\u7b56\u7565\u76ee\u5f55\uff08Windows \u7248\uff0c\u9700\u5148\u81ea\u884c\u5b89\u88c5 VS Code\uff0c\u89c1 <a href=\"https:\/\/khsci.com\/khQuant\/chapter2-3\/\">2.7<\/a>\uff09<\/li><li>\u5728 khHandlebar \u91cc\u6253\u65ad\u70b9\uff0c\u56de\u6d4b\u505c\u5728\u90a3\u4e00\u523b<\/li><li>\u53d8\u91cf\u3001\u8c03\u7528\u6808\u3001\u65e5\u5fd7\u4e00\u5c4f\u770b\u5168<\/li><\/ul><\/div>\n<figure class=\"khq-tn-fig\"><a href=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/tutorial-new\/v3\/v3-editor-breakpoint.webp?v=ce21f762\" 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=ce21f762\" width=\"1200\" height=\"643\" alt=\"\u5185\u7f6e\u7f16\u8f91\u5668\u65ad\u70b9\u8c03\u8bd5\" loading=\"lazy\"><\/a><figcaption>\u5185\u7f6e\u7f16\u8f91\u5668\u65ad\u70b9\u8c03\u8bd5<\/figcaption><\/figure>\n<\/div>\n<div class=\"khq-v3x-row\">\n<div class=\"txt\"><span class=\"k\">\u6570\u636e<\/span><h3>\u66f4\u591a\u6570\u636e\u6e90\uff0c\u6bcf\u5929\u81ea\u52a8\u8865\u9f50<\/h3>\n<ul><li>tx \u514d\u6ce8\u518c\uff0c\u65e5\u7ebf\u30011 \u5206\u949f\u30015 \u5206\u949f\u90fd\u80fd\u4e0b<\/li><li>\u540c\u82b1\u987a\u3001Tushare\u3001HTTP \u6865\u63a5\u3001miniQMT \u6309\u9700\u9009\u7528<\/li><li>\u6bcf\u5929\u81ea\u52a8\u8865\u6570\u636e\uff1a\u754c\u9762\u300c\u5b9a\u65f6\u8865\u5145\u300d\u7a97\u53e3\u9700 Windows + miniQMT\uff0c\u5176\u4ed6\u6570\u636e\u6e90\u7528 <code>kh data sync<\/code>\uff08\u89c1 <a href=\"https:\/\/khsci.com\/khQuant\/chapter2-5\/\">2.3<\/a>\uff09\uff1b\u7f3a\u53e3\u4e00\u952e\u626b\u63cf<\/li><\/ul><\/div>\n<figure class=\"khq-tn-fig\"><a href=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/tutorial-new\/v3\/v3-ds-toolbar.webp?v=5b84e4c1\" 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-ds-toolbar.webp?v=5b84e4c1\" width=\"1000\" height=\"563\" alt=\"\u6570\u636e\u7ba1\u7406\u5de5\u5177\u680f\uff1a\u5404\u6570\u636e\u6e90\u5165\u53e3\u548c\u5b9a\u65f6\u8865\u5145\" loading=\"lazy\"><\/a><figcaption>\u6570\u636e\u7ba1\u7406\u5de5\u5177\u680f\uff1a\u5404\u6570\u636e\u6e90\u5165\u53e3\u548c\u5b9a\u65f6\u8865\u5145<\/figcaption><\/figure>\n<\/div>\n<div class=\"khq-v3x-row\">\n<div class=\"txt\"><span class=\"k\">MAC \u4e0e LINUX<\/span><h3>\u6362\u53f0\u7535\u8111\u4e5f\u80fd\u63a5\u7740\u7814\u7a76<\/h3>\n<ul><li>Apple Silicon Mac \u6709\u5b8c\u6574\u7684\u684c\u9762\u754c\u9762<\/li><li>Linux \u7528 pipx \u5b89\u88c5\uff0c\u8dd1\u5728\u670d\u52a1\u5668\u4e0a<\/li><li>\u7b56\u7565\u3001\u914d\u7f6e\u548c\u6570\u636e\u4e09\u4e2a\u5e73\u53f0\u901a\u7528\uff0c\u62f7\u8fc7\u53bb\u5c31\u80fd\u7528<\/li><\/ul><\/div>\n<figure class=\"khq-tn-fig\"><a href=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/tutorial-new\/v3\/mac-banner.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\/mac-banner.webp\" width=\"1824\" height=\"1024\" alt=\"V3 macOS \u7248\u4e3b\u754c\u9762\" loading=\"lazy\"><\/a><figcaption>V3 macOS \u7248\u4e3b\u754c\u9762<\/figcaption><\/figure>\n<\/div>\n\n<h2 id=\"v3x-cmp\">4 \u4e00\u5f20\u8868\u770b\u6e05 V2 \u548c V3<\/h2>\n<div class=\"khq-tn-table khq-v3x-cmp\"><table>\n<thead><tr><th style=\"text-align:left;\">\u80fd\u529b<\/th><th style=\"text-align:left;\">V2\uff08\u5f00\u6e90\u7248\uff09<\/th><th style=\"text-align:left;\">V3\uff08\u5185\u6d4b\u7248\uff09<\/th><th style=\"text-align:left;\">\u8be6\u89c1<\/th><\/tr><\/thead>\n<tbody>\n<tr><td>\u56de\u6d4b\u5185\u6838\u3001\u64ae\u5408\u89c4\u5219<\/td><td class=\"y\">\u2713<\/td><td class=\"y\">\u2713 \u5b8c\u5168\u76f8\u540c<\/td><td>\u2014<\/td><\/tr>\n<tr><td>\u652f\u6301\u7684\u5e73\u53f0<\/td><td>Windows<\/td><td class=\"hl\">Windows\u3001macOS\u3001Linux<\/td><td><a href=\"https:\/\/khsci.com\/khQuant\/v3-install\/\">2.1<\/a>\u3001<a href=\"https:\/\/khsci.com\/khQuant\/macos\/\">2.4<\/a>\u3001<a href=\"https:\/\/khsci.com\/khQuant\/linux\/\">2.5<\/a><\/td><\/tr>\n<tr><td>\u56fe\u5f62\u754c\u9762\uff08\u684c\u9762\u7248\uff09<\/td><td>Windows<\/td><td class=\"hl\">Windows\u3001macOS\uff08Linux \u6ca1\u6709\uff09<\/td><td><a href=\"https:\/\/khsci.com\/khQuant\/v3-install\/\">2.1<\/a>\u3001<a href=\"https:\/\/khsci.com\/khQuant\/macos\/\">2.4<\/a><\/td><\/tr>\n<tr><td>\u6570\u636e\u6e90<\/td><td>BaoStock\u3001Tushare<\/td><td class=\"hl\">\u53e6\u6709 tx\u3001\u540c\u82b1\u987a\u3001HTTP \u6865\u63a5\u3001miniQMT<\/td><td><a href=\"https:\/\/khsci.com\/khQuant\/chapter2-5\/\">2.3<\/a><\/td><\/tr>\n<tr><td>\u5b9a\u65f6\u8865\u6570\u636e\u3001\u7f3a\u53e3\u626b\u63cf<\/td><td class=\"n\">\u2014<\/td><td class=\"y hl\">\u2713<\/td><td><a href=\"https:\/\/khsci.com\/khQuant\/chapter2-5\/\">2.3<\/a><\/td><\/tr>\n<tr><td>\u5185\u7f6e\u7f16\u8f91\u5668\u3001\u65ad\u70b9\u8c03\u8bd5<\/td><td class=\"n\">\u2014<\/td><td class=\"y hl\">\u2713\uff08Windows\uff09<\/td><td><a href=\"https:\/\/khsci.com\/khQuant\/chapter2-3\/\">2.7<\/a><\/td><\/tr>\n<tr><td>\u5305\u7ba1\u7406<\/td><td class=\"n\">\u2014<\/td><td class=\"y hl\">\u2713\uff08Windows\uff09<\/td><td><a href=\"https:\/\/khsci.com\/khQuant\/packages\/\">2.8<\/a><\/td><\/tr>\n<tr><td>\u547d\u4ee4\u884c kh<\/td><td class=\"n\">\u2014<\/td><td class=\"y hl\">\u2713 \u4e09\u4e2a\u5e73\u53f0\u90fd\u6709<\/td><td><a href=\"https:\/\/khsci.com\/khQuant\/cli\/\">2.2<\/a><\/td><\/tr>\n<tr><td>Web \u56de\u6d4b\u5de5\u4f5c\u53f0\u3001\u624b\u673a\u8bbf\u95ee<\/td><td class=\"n\">\u2014<\/td><td class=\"y hl\">\u2713 \u4e09\u4e2a\u5e73\u53f0\u90fd\u6709<\/td><td><a href=\"https:\/\/khsci.com\/khQuant\/web-backtest\/\">2.6<\/a><\/td><\/tr>\n<tr><td>AI \u52a9\u624b\u7528\u4e2d\u6587\u505a\u7814\u7a76\uff08khQuant Skill\uff09<\/td><td class=\"n\">\u2014<\/td><td class=\"y hl\">\u2713<\/td><td><a href=\"https:\/\/khsci.com\/khQuant\/cli\/\">2.2<\/a><\/td><\/tr>\n<tr><td>\u7b56\u7565\u6848\u4f8b<\/td><td>4 \u4e2a<\/td><td class=\"hl\">13 \u4e2a<\/td><td><a href=\"https:\/\/khsci.com\/khQuant\/examples\/\">3.5<\/a><\/td><\/tr>\n<tr><td>\u6e90\u7801<\/td><td>\u5f00\u6e90\uff08CC BY-NC 4.0\uff09<\/td><td class=\"hl\">VIP \u6709\u6548\u671f\u5185\u53ef\u8bbf\u95ee\u6e90\u7801\u79c1\u6709\u5e93<\/td><td>\u2014<\/td><\/tr>\n<\/tbody>\n<\/table><\/div>\n<p>Windows \u548c macOS \u4e0a\u7684 V3 \u4e09\u6837\u90fd\u6709\uff1a\u56fe\u5f62\u754c\u9762\u3001\u547d\u4ee4\u884c kh\u3001Web \u56de\u6d4b\u5de5\u4f5c\u53f0\u3002\u53ea\u6709 Linux \u6ca1\u6709\u56fe\u5f62\u754c\u9762\uff0c\u53ea\u7528\u547d\u4ee4\u884c\u548c Web \u5de5\u4f5c\u53f0\u3002\u5404\u5e73\u53f0\u7684\u8be6\u7ec6\u533a\u522b\u89c1\u7b2c 6 \u8282\u3002<\/p>\n\n<h2>5 \u4e24\u7248\u5b8c\u5168\u4e00\u6837\u7684\u90e8\u5206<\/h2>\n<div class=\"khq-v3x-same\"><b class=\"h\">\u6362\u5230 V3\uff0c\u539f\u6765\u7684\u4e1c\u897f\u90fd\u80fd\u63a5\u7740\u7528<\/b>\n<ul>\n<li><strong>\u540c\u4e00\u5957\u56de\u6d4b\u5185\u6838<\/strong>\uff1a\u672c\u6b21\u5f00\u6e90\u7248 V2.2.0 \u5bf9\u9f50 V3.4.1.10 \u7684\u6210\u4ea4\u3001\u8d39\u7528\u3001\u6ed1\u70b9\u3001T+0\/T+1\u3001\u590d\u6743\u4e0e\u6302\u5355\u89c4\u5219\uff1b\u4e0d\u80fd\u636e\u6b64\u4fdd\u8bc1\u5176\u4ed6\u5386\u53f2\u7248\u672c\u6216\u672a\u6765\u7248\u672c\u6052\u7b49\u3002<\/li>\n<li><strong>\u7ed3\u679c\u9010\u7b14\u4e00\u81f4<\/strong>\uff1a2.2.0 \u4e0e V3.4.1.10 \u7684\u516d\u7ec4\u51bb\u7ed3\u6848\u4f8b\uff0c\u5728\u76f8\u540c\u6570\u636e\u3001\u56fa\u5b9a\u53c2\u6570\u548c\u76f8\u540c\u914d\u7f6e\u4e0b\u5df2\u9010\u7b14\u6838\u5bf9\uff1b\u5176\u4ed6\u7248\u672c\u6216\u6761\u4ef6\u9700\u8981\u91cd\u65b0\u9a8c\u8bc1\u3002<\/li>\n<li><strong>\u6587\u4ef6\u901a\u7528<\/strong>\uff1a<code>.py<\/code> \u7b56\u7565\u3001<code>.kh<\/code> \u914d\u7f6e\u3001DuckDB \u6570\u636e\u76ee\u5f55\u76f4\u63a5\u62ff\u8fc7\u53bb\u7528\uff0c\u4e0d\u7528\u6539\u3002<\/li>\n<li><strong>\u7b2c 1 \u90e8\u5206\u5168\u90e8\u9002\u7528<\/strong>\uff1a1.1\uff5e1.12 \u8bb2\u7684\u914d\u7f6e\u56de\u6d4b\u3001\u4e0b\u8f7d\u6570\u636e\u3001\u770b\u62a5\u544a\uff0cV3 \u4e00\u6837\u64cd\u4f5c\u3002T+0\u3001\u65e5\u5185\u591a\u6b21\u89e6\u53d1\u3001\u81ea\u5b9a\u4e49\u6307\u6807\u8bfb\u5199\u8fd9\u4e9b\u5185\u6838\u80fd\u529b\uff0cV2 \u4e5f\u6709\uff1bV3 \u591a\u7684\u662f\u5bf9\u5e94\u7684\u6848\u4f8b\uff0c\u89c1 <a href=\"https:\/\/khsci.com\/khQuant\/examples\/\">3.5<\/a>\u3002<\/li>\n<\/ul><\/div>\n<p>\u7ed3\u679c\u5bf9\u4e0d\u4e0a\u65f6\uff0c\u5148\u68c0\u67e5\u4e24\u8fb9\u7684\u6570\u636e\uff08\u6570\u636e\u6e90\u3001\u4e0b\u8f7d\u65f6\u95f4\u3001\u590d\u6743\u65b9\u5f0f\uff09\u548c\u914d\u7f6e\uff08\u533a\u95f4\u3001\u80a1\u7968\u6c60\u3001\u89e6\u53d1\u65b9\u5f0f\u3001\u8d39\u7528\u3001\u6ed1\u70b9\uff09\u662f\u5426\u771f\u7684\u76f8\u540c\u3002<\/p>\n\n<h2>6 \u4e09\u4e2a\u5e73\u53f0\u5404\u80fd\u505a\u4ec0\u4e48<\/h2>\n<div class=\"khq-tn-table\"><table>\n<thead><tr><th style=\"text-align:left;\">\u529f\u80fd<\/th><th style=\"text-align:left;\">Windows<\/th><th style=\"text-align:left;\">macOS\uff08Apple Silicon\uff09<\/th><th style=\"text-align:left;\">Linux<\/th><\/tr><\/thead>\n<tbody>\n<tr><td>\u56fe\u5f62\u754c\u9762<\/td><td>\u6709<\/td><td>\u6709<\/td><td>\u65e0<\/td><\/tr>\n<tr><td>\u547d\u4ee4\u884c <code>kh<\/code>\u3001Web \u56de\u6d4b\u5de5\u4f5c\u53f0<\/td><td>\u6709<\/td><td>\u6709<\/td><td>\u6709<\/td><\/tr>\n<tr><td>\u5185\u7f6e\u7f16\u8f91\u5668\u3001\u5305\u7ba1\u7406\u9875<\/td><td>\u6709<\/td><td>\u65e0<\/td><td>\u65e0<\/td><\/tr>\n<tr><td>miniQMT \u6570\u636e<\/td><td>\u6709\uff08\u9700\u672c\u673a\u8fd0\u884c miniQMT\uff09<\/td><td>\u65e0<\/td><td>\u65e0<\/td><\/tr>\n<tr><td>\u5b9a\u65f6\u8865\u5145\u6570\u636e<\/td><td>\u754c\u9762\u548c\u547d\u4ee4\u884c<\/td><td>\u547d\u4ee4\u884c<\/td><td>\u547d\u4ee4\u884c<\/td><\/tr>\n<\/tbody>\n<\/table><\/div>\n<p>macOS \u7248\u53ea\u652f\u6301 M1 \u53ca\u4ee5\u540e\u7684 Mac\uff1bLinux \u63a8\u8350 Ubuntu 22.04\/24.04\u3002\u8be6\u89c1 <a href=\"https:\/\/khsci.com\/khQuant\/macos\/\">2.4<\/a>\u3001<a href=\"https:\/\/khsci.com\/khQuant\/linux\/\">2.5<\/a>\u3002<\/p>\n\n<div class=\"khq-v3x-cta\"><div><div class=\"t\">\u5f00\u901a VIP\uff0c\u83b7\u53d6 V3<\/div><span class=\"d\">\u5f00\u901a\u540e\u767b\u5f55\u5b98\u7f51\uff0c\u5728<a href=\"https:\/\/khsci.com\/khQuant\/beta\/\" target=\"_blank\" rel=\"noopener\">\u5185\u6d4b\u7248\u4e0b\u8f7d\u9875<\/a>\u4e0b\u8f7d Windows \u5b89\u88c5\u5305\u3001macOS \u7684 DMG \u548c Linux \u5b89\u88c5\u5305\u3002VIP \u6743\u76ca\u4ee5\u5b98\u7f51\u8bf4\u660e\u4e3a\u51c6\uff0c\u5b89\u88c5\u89c1 <a href=\"https:\/\/khsci.com\/khQuant\/v3-install\/\">2.1<\/a>\u3002<\/span><\/div><a href=\"https:\/\/khsci.com\/khQuant\/#pricing\" target=\"_blank\" rel=\"noopener\">\u5f00\u901a VIP\uff0c\u83b7\u53d6 V3 \u2192<\/a><\/div>\n\n<div class=\"khq-tn-callout warn\"><div class=\"lbl\">\u6ce8\u610f<\/div><p>\u7b56\u7565\u6848\u4f8b\u53ea\u7528\u6765\u6f14\u793a\u8f6f\u4ef6\u529f\u80fd\u548c\u5199\u6cd5\uff0c\u4e0d\u6784\u6210\u6295\u8d44\u5efa\u8bae\uff0c\u56de\u6d4b\u7ed3\u679c\u4e0d\u4ee3\u8868\u672a\u6765\u6536\u76ca\u3002<\/p><\/div>\n\n<h2>7 \u672c\u90e8\u5206\u76ee\u5f55\u4e0e\u9009\u8bfb<\/h2>\n<ul>\n<li><strong>\u5165\u95e8<\/strong>\uff1a2.0 V2 \u548c V3 \u7684\u533a\u522b\uff08\u672c\u7bc7\uff09\u3001<a href=\"https:\/\/khsci.com\/khQuant\/v3-install\/\">2.1<\/a> \u5b89\u88c5\u4e0e\u5347\u7ea7<\/li>\n<li><strong>\u6838\u5fc3\u7528\u6cd5\uff08\u63a8\u8350 \u00b7 \u5fc5\u8bfb\uff09<\/strong>\uff1a<a href=\"https:\/\/khsci.com\/khQuant\/cli\/\">2.2 \u547d\u4ee4\u884c\u6a21\u5f0f\u4e0e AI \u667a\u80fd\u7b56\u7565\u7814\u7a76<\/a><\/li>\n<li><strong>\u6570\u636e<\/strong>\uff1a2.3 \u6570\u636e\u7ba1\u7406\u6a21\u5757\uff08V3\uff09\u2014\u2014\u6570\u636e\u6e90\u3001\u5b9a\u65f6\u8865\u6570\u636e\u3001\u7f3a\u53e3\u626b\u63cf\uff1b\u6570\u636e\u5e93\u7ed3\u6784\u5728 1.4<\/li>\n<li><strong>\u5176\u4ed6\u5e73\u53f0<\/strong>\uff1a2.4 macOS\u3001<a href=\"https:\/\/khsci.com\/khQuant\/linux\/\">2.5<\/a> Linux<\/li>\n<li><strong>\u754c\u9762\u4e0e\u5de5\u5177<\/strong>\uff1a2.6 Web \u7aef\u3001<a href=\"https:\/\/khsci.com\/khQuant\/chapter2-3\/\">2.7<\/a> \u5185\u7f6e\u7f16\u8f91\u5668\u3001<a href=\"https:\/\/khsci.com\/khQuant\/packages\/\">2.8<\/a> \u5305\u7ba1\u7406<\/li>\n<li><strong>\u9644\u5f55<\/strong>\uff1a\u9644\u5f55 A \u547d\u4ee4\u53c2\u8003\u3001<a href=\"https:\/\/khsci.com\/khQuant\/troubleshooting\/\">\u9644\u5f55 B<\/a> \u6392\u9519\u603b\u8868<\/li>\n<\/ul>\n<p>\u5199\u7b56\u7565\uff08\u6846\u67b6\u3001\u51fd\u6570\u3001Skill\u3001\u7528 AI \u5199\u7b56\u7565\u300113 \u4e2a\u5185\u7f6e\u6848\u4f8b\uff09\u5728\u7b2c 3 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V3 \u540e\u7b56\u7565\u8fd8\u80fd\u7528\u5417\uff1f<\/strong><br>\n\u7b54\uff1a\u80fd\u3002<code>.py<\/code> \u7b56\u7565\u548c <code>.kh<\/code> \u914d\u7f6e\u76f4\u63a5\u62f7\u5230 V3 \u7684\u7b56\u7565\u76ee\u5f55\u5c31\u80fd\u52a0\u8f7d\uff0c\u5e94\u540c\u65f6\u6838\u5bf9\u5185\u6838\u7248\u672c\u3001\u6570\u636e\u3001\u914d\u7f6e\u548c\u7b56\u7565\u53c2\u6570\uff0c\u518d\u6bd4\u8f83\u56de\u6d4b\u7ed3\u679c\u3002<\/p>\n<p class=\"q\"><strong>\u95ee\uff1aV2 \u548c V3 \u80fd\u88c5\u5728\u540c\u4e00\u53f0\u7535\u8111\u4e0a\u5417\uff1f<\/strong><br>\n\u7b54\uff1aV2.2 \u53ef\u4ee5\uff0c\u4e24\u8005\u4e92\u4e0d\u5e72\u6270\u3002\u8f83\u65e9\u7684 V2.1 \u4e0d\u884c\uff0c\u88c5 V3 \u4f1a\u628a\u5b83\u539f\u5730\u5347\u7ea7\u6389\u3002\u8be6\u89c1 <a href=\"https:\/\/khsci.com\/khQuant\/v3-install\/\">2.1<\/a>\u3002<\/p>\n<p class=\"q\"><strong>\u95ee\uff1aAI 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\u5de5\u5177\u672c\u8eab\u80fd\u5728\u4f60\u7684\u7535\u8111\u4e0a\u6267\u884c\u4efb\u610f\u547d\u4ee4\uff0c\u5e73\u65f6\u8bf7\u4fdd\u6301\u300c\u6267\u884c\u547d\u4ee4\u524d\u9700\u8981\u6279\u51c6\u300d\uff0c\u770b\u6e05\u6bcf\u6761\u547d\u4ee4\u518d\u540c\u610f\uff1b\u6279\u91cf\u7814\u7a76\u60f3\u8d70\u5f00\u65f6\uff0c\u53ea\u5728\u4e13\u7528\u7814\u7a76\u76ee\u5f55\u91cc\u4e34\u65f6\u653e\u5bbd\uff0c\u89c1 <a href=\"https:\/\/khsci.com\/khQuant\/cli\/\">2.2<\/a> \u7b2c 1.5 \u8282\u3002Tushare Token \u8fd9\u7c7b\u5bc6\u94a5\u8bf7\u81ea\u5df1\u586b\uff0c\u4e0d\u8981\u4ea4\u7ed9 AI\u3002<\/p>\n<p class=\"q\"><strong>\u95ee\uff1aMac \u4e0a\u80fd\u7528 miniQMT \u5417\uff1f<\/strong><br>\n\u7b54\uff1a\u4e0d\u80fd\uff0cminiQMT \u53ea\u6709 Windows \u7248\u3002Mac \u4e0a\u53ef\u4ee5\u7528 BaoStock\u3001tx\u3001\u540c\u82b1\u987a\u3001Tushare\uff0c\u6216\u8005\u901a\u8fc7 HTTP \u6865\u63a5\u4ece\u4e00\u53f0 Windows \u7535\u8111\u53d6\u6570\u636e\uff0c\u89c1 <a href=\"https:\/\/khsci.com\/khQuant\/chapter2-5\/\">2.3<\/a>\u3002<\/p>\n\n<p style=\"color:#888;font-size:.9em;\">\u672c\u7bc7\u57fa\u4e8e V3.4.1.10 \u7f16\u5199\u3002<\/p>\n\n<nav class=\"khq-tn-nav\"><a class=\"prev\" href=\"https:\/\/khsci.com\/khQuant\/chapter11\/\"><span>\u4e0a\u4e00\u7bc7<\/span>1.12 \u8f6f\u4ef6\u8bbe\u7f6e<\/a><a class=\"next\" href=\"https:\/\/khsci.com\/khQuant\/v3-install\/\"><span>\u4e0b\u4e00\u7bc7<\/span>2.1 \u5b89\u88c5\u4e0e\u5347\u7ea7<\/a><\/nav>\n<\/div>\n\n","protected":false},"excerpt":{"rendered":"<p>\u9002\u7528\u7248\u672c V3 WindowsmacOSLinux \u5185\u6d4b\u7248 \u00b7 V3 \u540c\u4e00\u5957\u56de\u6d4b\u5185\u6838\uff0c\u591a\u51fa\u4e00\u6574\u5957\u7814\u7a76\u5de5\u5177 V3 [&hellip;]<\/p>\n","protected":false},"author":1,"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-639","page","type-page","status-publish","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/khsci.com\/khQuant\/wp-json\/wp\/v2\/pages\/639","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=639"}],"version-history":[{"count":10,"href":"https:\/\/khsci.com\/khQuant\/wp-json\/wp\/v2\/pages\/639\/revisions"}],"predecessor-version":[{"id":1365,"href":"https:\/\/khsci.com\/khQuant\/wp-json\/wp\/v2\/pages\/639\/revisions\/1365"}],"wp:attachment":[{"href":"https:\/\/khsci.com\/khQuant\/wp-json\/wp\/v2\/media?parent=639"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}