{"id":1967,"date":"2026-10-03T20:27:52","date_gmt":"2026-10-03T12:27:52","guid":{"rendered":"https:\/\/khsci.com\/khQuant\/tutorial-new\/v3\/packages\/"},"modified":"2026-10-11T19:40:11","modified_gmt":"2026-10-11T11:40:11","slug":"packages","status":"publish","type":"page","link":"https:\/\/khsci.com\/khQuant\/packages\/","title":{"rendered":"2.8 \u5305\u7ba1\u7406"},"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 .36em;font-size:.92em;}\n.khq-web-manual pre{background:#0f172a;color:#e5edf7;border-radius:12px;padding:16px;overflow:auto;line-height:1.65;border:1px solid #24324a;}\n.khq-web-manual pre code{background:transparent;border:0;color:inherit;padding:0;font-size:.93em;white-space:pre;}\n.khq-tn .khq-tn-table{width:100%;overflow-x:auto;margin:16px 0 22px;}\n.khq-web-manual.khq-tn table{display:table!important;width:100%!important;max-width:100%;border-collapse:collapse!important;margin:0!important;font-size:.96em;border:1px solid #e2e8f0!important;table-layout:auto;}\n.khq-web-manual.khq-tn th,.khq-web-manual.khq-tn td{border:1px solid #e2e8f0!important;padding:10px 12px;vertical-align:top;}\n.khq-web-manual th{background:#f7fafc;color:#173b63;font-weight:600;}\n.khq-web-manual img{max-width:100%;height:auto;border-radius:10px;box-shadow:0 8px 28px rgba(15,35,60,.09);}\n.khq-web-manual a{color:#1167b1;text-decoration:none;border-bottom:1px solid rgba(17,103,177,.25);}\n.khq-web-manual a:hover{border-bottom-color:rgba(17,103,177,.8);}\n.khq-tn .khq-tn-ver{display:flex;flex-wrap:wrap;align-items:center;gap:8px;margin:0 0 16px;font-size:14px;color:#5b6b7c;}\n.khq-tn .ver{display:inline-block;padding:2px 10px;border-radius:999px;font-weight:600;font-size:13px;line-height:1.6;}\n.khq-tn .ver-v2{background:#e8f3ff;color:#0b5cad;border:1px solid #b8d8fb;}\n.khq-tn .ver-v3{background:#fff1e6;color:#b1520a;border:1px solid #f8cfa8;}\n.khq-tn .ver-note{color:#6b7a8c;}\n.khq-tn .khq-tn-video{margin:6px 0 26px;border-radius:14px;overflow:hidden;background:#0f172a;box-shadow:0 10px 30px rgba(15,35,60,.12);}\n.khq-tn .khq-tn-video video{display:block;width:100%;aspect-ratio:16\/9;background:#000;}\n.khq-tn .khq-tn-video .cap{padding:8px 14px;color:#cbd6e4;font-size:13px;}\n.khq-tn .khq-tn-video.empty{background:linear-gradient(135deg,#eef4fb,#f7f9fc);border:1px dashed #b9cbe0;box-shadow:none;}\n.khq-tn .khq-tn-video.empty .ph{aspect-ratio:16\/9;max-height:300px;width:100%;display:flex;flex-direction:column;align-items:center;justify-content:center;gap:6px;color:#4d6480;text-align:center;padding:16px;box-sizing:border-box;}\n.khq-tn .khq-tn-video.empty .play{width:54px;height:54px;border-radius:50%;background:#dbe7f5;color:#7b93b0;display:flex;align-items:center;justify-content:center;font-size:22px;padding-left:4px;box-sizing:border-box;}\n.khq-tn .khq-tn-video.empty span:last-child{font-size:13px;color:#7890ab;}\n.khq-tn .khq-tn-callout{margin:18px 0;padding:12px 16px 4px;border-radius:12px;border:1px solid;}\n.khq-tn .khq-tn-callout .lbl{font-weight:700;font-size:13px;margin-bottom:4px;letter-spacing:.04em;}\n.khq-tn .khq-tn-callout p{margin:0 0 10px;}\n.khq-tn .khq-tn-callout.v3{background:#fff8f1;border-color:#f6d3b0;}\n.khq-tn .khq-tn-callout.v3 .lbl{color:#b1520a;}\n.khq-tn .khq-tn-callout.tip{background:#f3f9ff;border-color:#cfe3f7;}\n.khq-tn .khq-tn-callout.tip .lbl{color:#0b5cad;}\n.khq-tn .khq-tn-callout.warn{background:#fff6f5;border-color:#f3c7c2;}\n.khq-tn .khq-tn-callout.warn .lbl{color:#b3261e;}\n.khq-tn .khq-tn-fig{margin:18px 0 22px;text-align:center;}\n.khq-tn .khq-tn-fig figcaption{margin-top:6px;color:#66758a;font-size:.9em;}\n.khq-tn .khq-tn-fig.pending .ph{border:1px dashed #c7d3e0;border-radius:10px;background:#f7f9fb;color:#8594a6;font-size:14px;padding:34px 16px;}\n.khq-tn p.q{margin:18px 0 4px;}\n.khq-tn .khq-tn-nav{display:grid;grid-template-columns:1fr 1fr;gap:14px;margin-top:40px;padding-top:18px;border-top:1px solid #e7edf5;}\n.khq-tn .khq-tn-nav a{display:block;padding:12px 14px;border:1px solid #e2e8f0;border-radius:12px;border-bottom:1px solid #e2e8f0;color:#163b68;font-weight:600;}\n.khq-tn .khq-tn-nav a:hover{border-color:#9cc3ea;background:#f7fbff;}\n.khq-tn .khq-tn-nav a span{display:block;font-size:12px;font-weight:400;color:#7a8a9c;margin-bottom:2px;}\n.khq-tn .khq-tn-nav a.next{text-align:right;}\n@media (max-width:768px){.khq-web-manual{font-size:15px;padding:0 2px 24px}.khq-web-manual h2{font-size:1.27rem}.khq-web-manual h3{font-size:1.08rem}.khq-web-manual pre{padding:13px;border-radius:10px}.khq-tn .khq-tn-nav{grid-template-columns:1fr}.khq-tn .khq-tn-nav a.next{text-align:left}}\n.khq-tn .khq-tn-figrow{display:grid;grid-template-columns:1fr 1fr;gap:16px;align-items:start;margin:8px 0 20px;}\n.khq-tn .khq-tn-figrow .khq-tn-fig{margin:0;}\n@media (max-width:640px){.khq-tn .khq-tn-figrow{grid-template-columns:1fr;}}\n.khq-tn .khq-tn-fig a{border:0;display:inline-block;cursor:zoom-in;}\n.khq-tn .khq-tn-fig img{max-width:100%;height:auto;border:1px solid #e2e8f0;}\n.khq-tn .khq-tn-v3{position:relative;margin:22px 0;padding:15px 18px 15px 24px;border-radius:14px;background:#fffaf5;border:1px solid #fbd9c2;overflow:hidden;}\n.khq-tn .khq-tn-v3::before{content:\"\";position:absolute;left:0;top:0;bottom:0;width:5px;background:linear-gradient(180deg,#ff8a00,#e52e71);}\n.khq-tn 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img{max-height:480px;width:auto;object-fit:contain;}\n.khq-tn .v3-body .khq-tn-figrow{margin:10px 0 0;}\n.khq-tn .v3-cta{display:flex;flex-wrap:wrap;gap:10px;margin-top:12px;}\n.khq-tn .v3-btn{display:inline-block;border-radius:999px;padding:7px 18px;font-weight:700;font-size:14.5px;line-height:1.5;text-decoration:none!important;border-bottom:0!important;}\n.khq-tn .v3-btn.primary{background:linear-gradient(90deg,#ff8a00,#e52e71);color:#fff!important;box-shadow:0 6px 16px rgba(229,46,113,.25);}\n.khq-tn .v3-btn.primary:hover{filter:brightness(1.06);}\n.khq-tn .v3-btn.ghost{background:#fff;color:#c2410c!important;border:1px solid #f5b58f!important;}\n.khq-tn .khq-tn-v3grid{margin:22px 0 26px;padding:20px;border-radius:18px;background:linear-gradient(135deg,#1d1433 0%,#3b1732 100%);color:#f4e9ef;}\n.khq-tn .v3-grid-head{display:flex;flex-wrap:wrap;align-items:center;gap:10px;margin-bottom:14px;}\n.khq-tn .v3-grid-head b{font-size:1.2em;color:#fff;}\n.khq-tn .v3-grid-head .v3-sub{flex-basis:100%;color:#d9c3cf;font-size:.95em;}\n.khq-tn .v3-tiles{display:grid;grid-template-columns:repeat(3,1fr);gap:12px;}\n.khq-tn .v3-tile{background:rgba(255,255,255,.06);border:1px solid rgba(255,160,120,.25);border-radius:12px;padding:14px;}\n.khq-tn .v3-ico{font-size:24px;line-height:1.2;}\n.khq-tn .v3-tt{font-weight:700;color:#ffb36b;margin:6px 0 4px;}\n.khq-tn .v3-td{font-size:.93em;color:#efe2ea;line-height:1.65;}\n.khq-tn .v3-v2{margin-top:8px;font-size:.82em;color:#a8909c;}\n.khq-tn .khq-tn-v3grid .v3-note{color:#c9aebb;font-size:.85em;margin:12px 0 0;}\n.khq-tn .khq-tn-v3grid .v3-btn.ghost{background:transparent;color:#ffcfae!important;border-color:rgba(255,190,150,.6)!important;}\n.khq-tn .khq-tn-v3end{display:flex;flex-wrap:wrap;align-items:center;justify-content:space-between;gap:16px;margin:34px 0 8px;padding:18px 22px;border-radius:16px;background:linear-gradient(120deg,#1d1433 0%,#4a1636 100%);color:#f4e9ef;}\n.khq-tn .v3-end-l{flex:1 1 380px;}\n.khq-tn .v3-end-t{display:inline-block;margin-left:8px;font-weight:700;font-size:1.1em;color:#fff;}\n.khq-tn .khq-tn-v3end ul{list-style:none;margin:10px 0 0;padding:0;}\n.khq-tn .khq-tn-v3end li{position:relative;padding-left:22px;margin:4px 0;color:#efe2ea;font-size:.95em;}\n.khq-tn .khq-tn-v3end li::before{content:\"\u2713\";position:absolute;left:0;color:#ffb36b;font-weight:700;}\n.khq-tn .khq-tn-v3end .v3-note{color:#c9aebb;font-size:.82em;margin:8px 0 0;}\n.khq-tn .khq-tn-v3end .v3-cta{flex-direction:column;margin:0;}\n.khq-tn .khq-tn-v3end .v3-btn{text-align:center;}\n.khq-tn .khq-tn-v3end .v3-btn.ghost{background:transparent;color:#ffcfae!important;border-color:rgba(255,190,150,.6)!important;}\n.khq-tn .v3-cases{display:grid;grid-template-columns:1fr 1fr;gap:12px;margin:10px 0 8px;}\n.khq-tn .v3-case{display:block;background:#fff;border:1px solid #f5c7ab;border-radius:12px;padding:12px 14px;text-decoration:none!important;border-bottom:1px solid #f5c7ab!important;transition:box-shadow .15s,transform .15s;}\n.khq-tn .v3-case:hover{box-shadow:0 8px 20px rgba(229,46,113,.14);transform:translateY(-1px);}\n.khq-tn .v3-case .c-t{display:flex;align-items:center;gap:8px;font-weight:700;color:#b33a12;font-size:1.02em;}\n.khq-tn .v3-case .c-tag{font-size:11.5px;font-weight:700;color:#fff;background:linear-gradient(90deg,#ff8a00,#e52e71);border-radius:999px;padding:0 8px;line-height:1.7;}\n.khq-tn .v3-case .c-d{color:#5a4a42;font-size:.92em;line-height:1.65;margin-top:4px;}\n.khq-tn .v3-case .c-go{color:#c2410c;font-size:.9em;font-weight:700;margin-top:6px;}\n.khq-tn .v3-cases > p,.khq-tn .v3-cases > br{display:none;}\n.khq-tn .v3-warn{margin:12px 0 4px;padding:10px 14px;border-radius:10px;background:#fff4e5;border:1px dashed #f0a35e;color:#8a4b12;font-size:.93em;line-height:1.7;}\n.khq-tn .v3-warn b{color:#b45309;}\n@media (max-width:640px){.khq-tn .v3-cases{grid-template-columns:1fr;}}\n@media (max-width:900px){.khq-tn .v3-tiles{grid-template-columns:repeat(2,1fr);}}\n@media (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<div class=\"khq-tn-ver\">\u9002\u7528\u7248\u672c <span class=\"ver ver-v3\">V3<\/span> <span class=\"plat\">Windows<\/span><span class=\"plat\">Linux\uff08pipx\uff09<\/span><\/div>\n\n<div class=\"khq-tn-video\" data-tn=\"2.8\"><video controls preload=\"none\" playsinline poster=\"\/khQuant\/media\/tutorial-new\/tn-2.8.jpg?v=8d5fe248\" src=\"\/khQuant\/media\/tutorial-new\/tn-2.8.mp4?v=8d5fe248\">\u4f60\u7684\u6d4f\u89c8\u5668\u4e0d\u652f\u6301\u89c6\u9891\u64ad\u653e\uff0c\u53ef\u4ee5<a href=\"\/khQuant\/media\/tutorial-new\/tn-2.8.mp4?v=8d5fe248\">\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\u7b56\u7565\u9700\u8981\u989d\u5916\u7684 Python \u5e93\u65f6\uff0c\u600e\u4e48\u5728\u5305\u7ba1\u7406\u91cc\u5b89\u88c5\u3001\u5347\u7ea7\u548c\u5220\u9664\u3002<\/p>\n\n<h2>1 \u7528\u4e4b\u524d\uff1a\u88c5\u597d Python<\/h2>\n<p>khQuant \u5b89\u88c5\u7248\u81ea\u5e26\u8fd0\u884c\u7528\u7684 Python \u548c\u5e38\u7528\u5e93\uff08numpy\u3001pandas \u7b49\uff09\uff0c\u4f46\u5b83\u7684\u5305\u7ba1\u7406\u4e0d\u4f7f\u7528\u81ea\u5e26\u7684 pip\uff0c\u800c\u662f\u8c03\u7528\u4f60\u7535\u8111\u4e0a\u7684 <code>python<\/code> \u6216 <code>py<\/code> \u547d\u4ee4\u53bb\u4e0b\u8f7d\uff0c\u518d\u88c5\u8fdb khQuant \u81ea\u5df1\u7684\u76ee\u5f55\uff0c\u4e0d\u4f1a\u6539\u52a8\u4f60\u7535\u8111\u4e0a\u7684 Python \u73af\u5883\u3002<\/p>\n<p>\u6240\u4ee5\u7b2c\u4e00\u6b21\u7528\u4e4b\u524d\uff1a<\/p>\n<ol>\n<li>\u4ece Python \u5b98\u7f51\u4e0b\u8f7d 64 \u4f4d Python \u5b89\u88c5\u7a0b\u5e8f\uff083.11 \u6216\u66f4\u65b0\u7684\u7248\u672c\u90fd\u53ef\u4ee5\uff09\uff0c\u5b89\u88c5\u65f6\u52fe\u9009\u300cAdd python.exe to PATH\u300d\u3002<\/li>\n<li>\u88c5\u5b8c\u540e<strong>\u5173\u6389 khQuant \u518d\u91cd\u65b0\u6253\u5f00<\/strong>\uff0c\u8ba9\u5b83\u8bfb\u5230\u65b0\u7684 PATH\u3002<\/li>\n<\/ol>\n<p>\u6ca1\u88c5 Python \u65f6\u70b9\u5b89\u88c5\uff0c\u8f93\u51fa\u6846\u4f1a\u4f9d\u6b21\u663e\u793a\u4e09\u6b21\u300c\u547d\u4ee4\u542f\u52a8\u5931\u8d25\u300d\uff0c\u6700\u540e\u662f\u300c\u5916\u90e8 pip \u8c03\u7528\u5931\u8d25\u300d\uff0c\u5e76\u5f39\u51fa\u300c\u5b89\u88c5\u5931\u8d25\u300d\uff1a<\/p>\n<figure class=\"khq-tn-fig\"><a href=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/tutorial-new\/v3\/v3-pkg-fail.webp?v=d986ac70\" 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-pkg-fail.webp?v=d986ac70\" width=\"908\" height=\"813\" alt=\"\u6ca1\u88c5 Python \u65f6\u5b89\u88c5\u5931\u8d25\u7684\u8f93\u51fa\" loading=\"lazy\"><\/a><figcaption>\u6ca1\u88c5 Python \u65f6\u5b89\u88c5\u5931\u8d25\u7684\u8f93\u51fa<\/figcaption><\/figure>\n\n<h2>2 \u5b89\u88c5\u4e00\u4e2a\u5305<\/h2>\n<p>\u5de5\u5177\u680f\u300c\u8bbe\u7f6e\u300d\u2192\u300c\u5305\u7ba1\u7406\u300d\u6807\u7b7e\u9875\u3002\u9875\u9762\u4e0a\u5199\u7740\u5b89\u88c5\u76ee\u5f55\uff08\u9ed8\u8ba4 <code>C:\\Program Files (x86)\\khQuant\\user_packages<\/code>\uff09\u3002<\/p>\n<figure class=\"khq-tn-fig\"><a href=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/tutorial-new\/v3\/v3-pkg-tab.webp?v=7cd990b2\" 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-pkg-tab.webp?v=7cd990b2\" width=\"908\" height=\"813\" alt=\"\u300c\u5305\u7ba1\u7406\u300d\u6807\u7b7e\u9875\" loading=\"lazy\"><\/a><figcaption>\u300c\u5305\u7ba1\u7406\u300d\u6807\u7b7e\u9875<\/figcaption><\/figure>\n<ol>\n<li>\u5728\u8f93\u5165\u6846\u91cc\u5199\u5305\u540d\uff0c\u4f8b\u5982 <code>scikit-learn<\/code>\u3002<\/li>\n<li>\u70b9\u300c\u5b89\u88c5\/\u66f4\u65b0\u300d\uff08\u6216\u6309\u56de\u8f66\uff09\u3002\u6309\u94ae\u53d8\u6210\u300c\u5b89\u88c5\u4e2d&#8230;\u300d\uff0c\u8f93\u51fa\u6846\u5b9e\u65f6\u663e\u793a pip \u7684\u8f93\u51fa\u3002<\/li>\n<li>\u7ed3\u675f\u540e\u5f39\u51fa\u300c\u5b89\u88c5\u6210\u529f\u300d\u6216\u300c\u5b89\u88c5\u5931\u8d25\u300d\u3002\u5b89\u88c5\u6210\u529f\u7684\u5305\uff0c\u7b56\u7565\u91cc\u76f4\u63a5 <code>import<\/code> \u5c31\u80fd\u7528\uff1b\u5982\u679c\u6ca1\u751f\u6548\uff0c\u91cd\u542f\u8f6f\u4ef6\u3002<\/li>\n<\/ol>\n<figure class=\"khq-tn-fig\"><a href=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/tutorial-new\/v3\/v3-pkg-installing.webp?v=b4331176\" 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-pkg-installing.webp?v=b4331176\" width=\"908\" height=\"813\" alt=\"\u5b89\u88c5\u4e2d\uff1a\u6309\u94ae\u53d8\u6210\u300c\u5b89\u88c5\u4e2d...\u300d\uff0c\u4e0b\u65b9\u5b9e\u65f6\u663e\u793a pip \u8f93\u51fa\" loading=\"lazy\"><\/a><figcaption>\u5b89\u88c5\u4e2d\uff1a\u6309\u94ae\u53d8\u6210\u300c\u5b89\u88c5\u4e2d&#8230;\u300d\uff0c\u4e0b\u65b9\u5b9e\u65f6\u663e\u793a pip \u8f93\u51fa<\/figcaption><\/figure>\n<figure class=\"khq-tn-fig\"><a href=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/tutorial-new\/v3\/v3-pkg-success.webp?v=d3868aed\" 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-pkg-success.webp?v=d3868aed\" width=\"908\" height=\"813\" alt=\"\u5b89\u88c5\u5b8c\u6210\uff1a\u5f39\u51fa\u300c\u5b89\u88c5\u6210\u529f\u300d\u3002\u53ef\u4ee5\u770b\u5230\u4f9d\u8d56\uff08numpy\u3001scipy \u7b49\uff09\u4e5f\u88ab\u4e00\u8d77\u88c5\u8fdb\u6765\u4e86\" loading=\"lazy\"><\/a><figcaption>\u5b89\u88c5\u5b8c\u6210\uff1a\u5f39\u51fa\u300c\u5b89\u88c5\u6210\u529f\u300d\u3002\u53ef\u4ee5\u770b\u5230\u4f9d\u8d56\uff08numpy\u3001scipy \u7b49\uff09\u4e5f\u88ab\u4e00\u8d77\u88c5\u8fdb\u6765\u4e86<\/figcaption><\/figure>\n<p>\u8fd9\u4e00\u9875\u70b9\u4e86\u5c31\u88c5\uff0c\u4e0d\u9700\u8981\u518d\u70b9\u300c\u4fdd\u5b58\u8bbe\u7f6e\u300d\u3002\u540c\u4e00\u65f6\u95f4\u53ea\u80fd\u88c5\u4e00\u4e2a\u4efb\u52a1\uff0c\u88c5\u5b8c\u4e4b\u524d\u4e0d\u8981\u5173\u8bbe\u7f6e\u7a97\u53e3\u3002<\/p>\n<p>\u8f93\u5165\u6846\u91cc\u7684\u5185\u5bb9\u4f1a\u539f\u6837\u4ea4\u7ed9 pip\uff0c\u6240\u4ee5\u53ef\u4ee5\u8fd9\u6837\u5199\uff1a<\/p>\n<div class=\"khq-tn-table\"><table>\n<thead><tr><th style=\"text-align:left;\">\u60f3\u505a\u4ec0\u4e48<\/th><th style=\"text-align:left;\">\u8f93\u5165\u6846\u91cc\u5199<\/th><\/tr><\/thead>\n<tbody>\n<tr><td>\u5b89\u88c5<\/td><td><code>scikit-learn<\/code><\/td><\/tr>\n<tr><td>\u6307\u5b9a\u7248\u672c<\/td><td><code>scikit-learn==1.5.2<\/code><\/td><\/tr>\n<tr><td>\u4e00\u6b21\u88c5\u591a\u4e2a<\/td><td><code>scikit-learn statsmodels<\/code><\/td><\/tr>\n<tr><td>\u5347\u7ea7\u5df2\u7ecf\u88c5\u8fc7\u7684<\/td><td><code>-U scikit-learn<\/code><\/td><\/tr>\n<tr><td>\u4e34\u65f6\u6362\u4e0b\u8f7d\u955c\u50cf<\/td><td><code>-i https:\/\/pypi.tuna.tsinghua.edu.cn\/simple scikit-learn<\/code><\/td><\/tr>\n<\/tbody>\n<\/table><\/div>\n<div class=\"khq-tn-callout warn\"><div class=\"lbl\">\u6ce8\u610f<\/div><p>\u53ea\u5199\u5305\u540d\u518d\u70b9\u300c\u5b89\u88c5\/\u66f4\u65b0\u300d\uff0c<strong>\u5df2\u7ecf\u88c5\u8fc7\u7684\u5305\u4e0d\u4f1a\u88ab\u5347\u7ea7<\/strong>\uff0c\u754c\u9762\u5374\u4f1a\u663e\u793a\u300c\u5b89\u88c5\u6210\u529f\u300d\u3002\u8981\u5347\u7ea7\uff0c\u8bf7\u5199 <code>-U \u5305\u540d<\/code>\u3002<\/p><\/div>\n<p>\u8f93\u5165\u7684\u662f Python \u6807\u51c6\u5e93\u7684\u540d\u5b57\uff08\u5982 <code>json<\/code>\uff09\u65f6\uff0c\u4f1a\u5f39\u51fa\u6807\u9898\u4e3a\u300c\u5b89\u88c5\u6210\u529f\u300d\u7684\u7a97\u53e3\uff0c\u5185\u5bb9\u8bf4\u660e\u5b83\u662f\u6807\u51c6\u5e93\u3001\u65e0\u9700\u5b89\u88c5\uff0c\u5e76\u6ca1\u6709\u88c5\u4efb\u4f55\u4e1c\u897f\u3002<\/p>\n\n<h2>3 \u88c5\u5230\u4e86\u54ea\u91cc\u3001\u8c01\u80fd\u7528<\/h2>\n<ul>\n<li>\u4f4d\u7f6e\uff1a<code>&lt;\u5b89\u88c5\u76ee\u5f55&gt;\\user_packages<\/code>\u3002<\/li>\n<li>\u7b56\u7565\u6587\u4ef6\u5f00\u5934\u5199\u4e86 <code>from khQuantImport import *<\/code>\uff08\u81ea\u5e26\u6848\u4f8b\u548c\u65b0\u5efa\u6a21\u677f\u90fd\u6709\u8fd9\u4e00\u884c\uff09\u65f6\uff0c\u8f6f\u4ef6\u4f1a\u81ea\u52a8\u628a\u8fd9\u4e2a\u76ee\u5f55\u653e\u8fdb Python \u7684\u641c\u7d22\u8def\u5f84\uff0c\u540e\u9762\u7684 <code>import<\/code> \u5c31\u80fd\u627e\u5230\u3002\u6240\u4ee5\u7b2c\u4e09\u65b9\u5e93\u7684 import \u8981\u5199\u5728\u8fd9\u4e00\u884c\u4e4b\u540e\u3002<\/li>\n<li>\u5728\u754c\u9762\u91cc\u88c5\u7684\u5305\uff0c<code>kh<\/code> \u547d\u4ee4\u884c\u548c Web \u56de\u6d4b\u540c\u6837\u80fd\u7528\u3002<\/li>\n<li>\u8986\u76d6\u5b89\u88c5\u65b0\u7248\u672c\u6216\u5378\u8f7d khQuant \u65f6\uff0c<code>user_packages<\/code> \u4f1a\u4fdd\u7559\u3002<\/li>\n<\/ul>\n\n<h2>4 \u9650\u5236<\/h2>\n<ul>\n<li><strong>\u53ea\u80fd\u88c5\u63d0\u4f9b wheel\uff08\u9884\u7f16\u8bd1\u5305\uff09\u7684\u5e93\u3002<\/strong>\u53ea\u53d1\u5e03\u6e90\u7801\u5305\u7684\u5e93\uff0c\u5373\u4f7f\u662f\u7eaf Python \u5199\u7684\uff0c\u4e5f\u4f1a\u62a5\u300cCould not find a version that satisfies the requirement\u300d\u3002<\/li>\n<li><strong>\u4f1a\u8fde\u5e26\u5b89\u88c5\u4f9d\u8d56\u3002<\/strong>\u4f9d\u8d56\u94fe\u4e0a\u7684\u5e93\u4f1a\u4e00\u8d77\u88c5\u8fdb <code>user_packages<\/code>\uff0c\u53ef\u80fd\u6bd4\u8f83\u5927\u3002\u5982\u679c\u4f9d\u8d56\u5e26\u6765\u4e86\u548c\u81ea\u5e26\u7248\u672c\u4e0d\u540c\u7684 numpy\u3001pandas\uff0c\u53ef\u80fd\u51fa\u73b0\u517c\u5bb9\u95ee\u9898\uff0c\u5b89\u88c5\u65f6\u5c3d\u91cf\u6307\u5b9a\u548c\u8f6f\u4ef6\u517c\u5bb9\u7684\u7248\u672c\u3002<\/li>\n<li><strong>\u6ca1\u6709\u5378\u8f7d\u6309\u94ae\u3002<\/strong>\u5173\u6389\u8f6f\u4ef6\u540e\uff0c\u5230 <code>user_packages<\/code> \u91cc\u5220\u6389\u5bf9\u5e94\u7684\u5305\u6587\u4ef6\u5939\u548c <code>*.dist-info<\/code> \u6587\u4ef6\u5939\uff1b\u60f3\u5168\u90e8\u6e05\u7a7a\u5c31\u5220\u6389\u6574\u4e2a <code>user_packages<\/code>\u3002\u5728 Program Files \u4e0b\u5220\u9664\u9700\u8981\u7ba1\u7406\u5458\u6743\u9650\u3002<\/li>\n<li>\u4e0b\u8f7d\u7528\u7684\u662f\u7cfb\u7edf Python \u7684 pip \u8bbe\u7f6e\uff0c\u955c\u50cf\u53ef\u4ee5\u5728 pip \u7684\u914d\u7f6e\u6587\u4ef6\u91cc\u8bbe\uff0c\u4e5f\u53ef\u4ee5\u6bcf\u6b21\u7528 <code>-i<\/code> \u6307\u5b9a\u3002<\/li>\n<\/ul>\n\n<h2>5 macOS \u548c Linux<\/h2>\n<ul>\n<li><strong>macOS<\/strong>\uff1a\u6ca1\u6709\u5305\u7ba1\u7406\u9875\uff0c\u76ee\u524d\u4e0d\u652f\u6301\u5728 Mac \u7248\u91cc\u5b89\u88c5\u7b2c\u4e09\u65b9\u5e93\u3002<\/li>\n<li><strong>Linux<\/strong>\uff1a\u7528 pipx \u5b89\u88c5\u7684 khQuant \u5728\u72ec\u7acb\u7684\u865a\u62df\u73af\u5883\u91cc\uff08Docker \u955c\u50cf\u8981\u81ea\u5df1\u57fa\u4e8e\u955c\u50cf\u53e6\u88c5\uff09\uff0c\u7ed9\u5b83\u52a0\u5e93\u7528 pipx \u81ea\u5e26\u7684\u547d\u4ee4\uff1a<code>pipx inject khquant \u5305\u540d<\/code>\u3002<\/li>\n<\/ul>\n\n<h2>\u5e38\u89c1\u95ee\u9898<\/h2>\n<p class=\"q\"><strong>\u95ee\uff1a\u70b9\u5b89\u88c5\u540e\u63d0\u793a\u300c\u5916\u90e8 pip \u8c03\u7528\u5931\u8d25\u300d\uff1f<\/strong><br>\n\u7b54\uff1a\u8fd9\u53e5\u53ea\u8868\u793a\u4e09\u79cd pip \u8c03\u7528\u65b9\u5f0f\u90fd\u6ca1\u6709\u6210\u529f\u8fd4\u56de\uff0c\u8981\u5f80\u4e0a\u770b\u5177\u4f53\u539f\u56e0\uff1a\u4e09\u6b21\u90fd\u662f\u300c\u547d\u4ee4\u542f\u52a8\u5931\u8d25\u300d\uff0c\u624d\u8bf4\u660e\u7535\u8111\u4e0a\u6ca1\u6709\u53ef\u7528\u7684 Python\uff0c\u5b89\u88c5 64 \u4f4d Python\uff08\u52fe\u9009\u52a0\u5165 PATH\uff09\uff0c\u91cd\u542f khQuant \u540e\u518d\u88c5\uff1b\u5982\u679c\u662f pip \u81ea\u5df1\u7684\u62a5\u9519\uff08\u627e\u4e0d\u5230\u7248\u672c\u3001\u7f51\u7edc\u8d85\u65f6\u7b49\uff09\uff0c\u6309\u90a3\u6761\u62a5\u9519\u5904\u7406\uff0c\u89c1\u4e0b\u4e00\u95ee\u548c\u7b2c 4 \u8282\u3002<\/p>\n<p class=\"q\"><strong>\u95ee\uff1a\u63d0\u793a\u300cCould not find a version that satisfies the requirement\u300d\uff1f<\/strong><br>\n\u7b54\uff1a\u5305\u540d\u5199\u9519\u4e86\uff0c\u6216\u8005\u8fd9\u4e2a\u5305\u6ca1\u6709\u9002\u7528\u4e8e Windows 64 \u4f4d\u3001Python 3.11 \u7684 wheel\u3002\u6838\u5bf9\u5305\u540d\uff0c\u6216\u8005\u6362\u4e00\u4e2a\u7248\u672c\u3001\u6362\u4e00\u4e2a\u66ff\u4ee3\u5e93\u3002<\/p>\n<p class=\"q\"><strong>\u95ee\uff1a\u663e\u793a\u5b89\u88c5\u6210\u529f\uff0c\u4f46\u7248\u672c\u6ca1\u53d8\uff1f<\/strong><br>\n\u7b54\uff1a\u6ca1\u52a0 <code>-U<\/code>\u3002\u5199 <code>-U \u5305\u540d<\/code> \u91cd\u65b0\u5b89\u88c5\u3002<\/p>\n<p class=\"q\"><strong>\u95ee\uff1a\u7b56\u7565\u91cc import \u62a5 ModuleNotFoundError\uff1f<\/strong><br>\n\u7b54\uff1a\u786e\u8ba4\u7b56\u7565\u5f00\u5934\u6709 <code>from khQuantImport import *<\/code>\uff0c\u7b2c\u4e09\u65b9\u5e93\u7684 import \u5199\u5728\u5b83\u540e\u9762\uff1b\u518d\u786e\u8ba4\u5305\u786e\u5b9e\u88c5\u8fdb\u4e86 <code>user_packages<\/code>\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\/chapter2-3\/\"><span>\u4e0a\u4e00\u7bc7<\/span>2.7 \u5185\u7f6e\u7f16\u8f91\u5668<\/a><a class=\"next\" href=\"https:\/\/khsci.com\/khQuant\/commands\/\"><span>\u4e0b\u4e00\u7bc7<\/span>\u9644\u5f55 A \u547d\u4ee4\u53c2\u8003<\/a><\/nav>\n<\/div>\n\n","protected":false},"excerpt":{"rendered":"<p>\u9002\u7528\u7248\u672c V3 WindowsLinux\uff08pipx\uff09 \u4f60\u7684\u6d4f\u89c8\u5668\u4e0d\u652f\u6301\u89c6\u9891\u64ad\u653e\uff0c\u53ef\u4ee5\u4e0b\u8f7d\u89c6\u9891\u89c2\u770b\u3002 \u672c\u7bc7\u91cd\u70b9\uff1a [&hellip;]<\/p>\n","protected":false},"author":0,"featured_media":0,"parent":0,"menu_order":36,"comment_status":"closed","ping_status":"closed","template":"template\/caidan.php","meta":{"_acf_changed":false,"footnotes":""},"class_list":["post-1967","page","type-page","status-publish","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/khsci.com\/khQuant\/wp-json\/wp\/v2\/pages\/1967","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"}],"replies":[{"embeddable":true,"href":"https:\/\/khsci.com\/khQuant\/wp-json\/wp\/v2\/comments?post=1967"}],"version-history":[{"count":3,"href":"https:\/\/khsci.com\/khQuant\/wp-json\/wp\/v2\/pages\/1967\/revisions"}],"predecessor-version":[{"id":2047,"href":"https:\/\/khsci.com\/khQuant\/wp-json\/wp\/v2\/pages\/1967\/revisions\/2047"}],"wp:attachment":[{"href":"https:\/\/khsci.com\/khQuant\/wp-json\/wp\/v2\/media?parent=1967"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}