{"id":14624,"date":"2024-08-16T13:16:07","date_gmt":"2024-08-16T05:16:07","guid":{"rendered":"https:\/\/17aitech.com\/?p=14624"},"modified":"2024-10-08T15:09:51","modified_gmt":"2024-10-08T07:09:51","slug":"%e3%80%90%e8%af%be%e7%a8%8b%e6%80%bb%e7%bb%93%e3%80%91day25%ef%bc%9a%e5%a4%a7%e6%a8%a1%e5%9e%8b%e5%ba%94%e7%94%a8%e4%b9%8bprompt%e7%9a%84%e5%88%9d%e6%ad%a5%e4%ba%86%e8%a7%a3","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=14624","title":{"rendered":"\u3010\u8bfe\u7a0b\u603b\u7ed3\u3011day25\uff1a\u5927\u6a21\u578b\u5e94\u7528\u5f00\u53d1\u4e4bPrompt\u521d\u6b65\u4e86\u89e3"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_78 ez-toc-wrap-left-text counter-hierarchy ez-toc-counter ez-toc-light-blue ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u6587\u7ae0\u76ee\u5f55<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 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href=\"https:\/\/17aitech.com\/?p=14624\/#%E6%96%B9%E5%BC%8F%E4%BA%8C%EF%BC%9A%E5%A4%A7%E6%A8%A1%E5%9E%8B%E7%9A%84%E4%BA%8C%E6%AC%A1%E5%BC%80%E5%8F%91\" >\u65b9\u5f0f\u4e8c\uff1a\u5927\u6a21\u578b\u7684\u4e8c\u6b21\u5f00\u53d1<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/17aitech.com\/?p=14624\/#%E5%A4%A7%E6%A8%A1%E5%9E%8B%E5%BA%94%E7%94%A8%E7%9A%84%E6%9C%AC%E8%B4%A8\" >\u5927\u6a21\u578b\u5e94\u7528\u7684\u672c\u8d28<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/17aitech.com\/?p=14624\/#%E5%A4%A7%E6%A8%A1%E5%9E%8B%E8%AE%AD%E7%BB%83%E7%9A%84%E5%9B%9E%E9%A1%BE\" >\u5927\u6a21\u578b\u8bad\u7ec3\u7684\u56de\u987e<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/17aitech.com\/?p=14624\/#%E5%85%B7%E4%BD%93%E5%BA%94%E7%94%A8%E6%96%B9%E5%BC%8F\" >\u5177\u4f53\u5e94\u7528\u65b9\u5f0f<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/17aitech.com\/?p=14624\/#%E4%BD%BF%E7%94%A8%E5%BA%95%E5%B1%82API%E6%96%B9%E5%BC%8F%E5%BA%94%E7%94%A8\" >\u4f7f\u7528\u5e95\u5c42API\u65b9\u5f0f\u5e94\u7528<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/17aitech.com\/?p=14624\/#%E4%BD%BF%E7%94%A8LangChain%E6%A1%86%E6%9E%B6\" >\u4f7f\u7528LangChain\u6846\u67b6<\/a><ul class='ez-toc-list-level-5' ><li class='ez-toc-heading-level-5'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/17aitech.com\/?p=14624\/#%E6%8E%A5%E5%85%A5%E5%A4%A7%E6%A8%A1%E5%9E%8B\" >\u63a5\u5165\u5927\u6a21\u578b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-5'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/17aitech.com\/?p=14624\/#%E6%B5%8B%E8%AF%95%E5%9F%BA%E6%9C%AC%E8%B0%83%E7%94%A8\" >\u6d4b\u8bd5\u57fa\u672c\u8c03\u7528<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-5'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/17aitech.com\/?p=14624\/#%E4%BD%BF%E7%94%A8chain%E4%BC%98%E5%8C%96%E8%B0%83%E7%94%A8\" >\u4f7f\u7528chain\u4f18\u5316\u8c03\u7528<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-5'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/17aitech.com\/?p=14624\/#%E4%BC%98%E5%8C%96%E4%BB%A3%E7%A0%81%E6%98%8E%E6%96%87%E8%BD%AC%E6%9A%97%E6%96%87\" >\u4f18\u5316\u4ee3\u7801(\u660e\u6587\u8f6c\u6697\u6587)<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/17aitech.com\/?p=14624\/#%E4%BD%BF%E7%94%A8LangServe%E9%83%A8%E7%BD%B2\" >\u4f7f\u7528LangServe\u90e8\u7f72<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/17aitech.com\/?p=14624\/#%E9%AA%8C%E8%AF%81%E6%9C%8D%E5%8A%A1%E7%9A%84API\" >\u9a8c\u8bc1\u670d\u52a1\u7684API<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/17aitech.com\/?p=14624\/#%E4%BD%BF%E7%94%A8Docker%E9%83%A8%E7%BD%B2%E5%88%B0%E4%BA%91%E6%9C%8D%E5%8A%A1%E5%99%A8\" >\u4f7f\u7528Docker\u90e8\u7f72\u5230\u4e91\u670d\u52a1\u5668<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/17aitech.com\/?p=14624\/#%E6%B5%8B%E8%AF%95API%E6%8E%A5%E5%8F%A3\" >\u6d4b\u8bd5API\u63a5\u53e3<\/a><\/li><\/ul><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/17aitech.com\/?p=14624\/#%E5%86%85%E5%AE%B9%E5%B0%8F%E7%BB%93\" >\u5185\u5bb9\u5c0f\u7ed3<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/17aitech.com\/?p=14624\/#%E5%8F%82%E8%80%83%E8%B5%84%E6%96%99\" >\u53c2\u8003\u8d44\u6599<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%E5%89%8D%E8%A8%80\"><\/span>\u524d\u8a00<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u5728\u4e0a\u4e00\u7ae0\uff0c\u6211\u4eec\u4e3b\u8981\u4e86\u89e3\u4e86<a href=\"https:\/\/17aitech.com\/?p=14228\">\u4ec0\u4e48\u662fLangChain\u4ee5\u53ca\u57fa\u672c\u7684\u90e8\u7f72\u65b9\u5f0f<\/a>\uff0c\u672c\u7ae0\u5c06\u7ed3\u5408LangChain\u6846\u67b6\uff0c\u4e86\u89e3\u5927\u6a21\u578b\u7684\u5e94\u7528\u65b9\u5f0f\uff1a\u5373Prompt\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E5%A4%A7%E6%A8%A1%E5%9E%8B%E7%9A%84%E5%BA%94%E7%94%A8%E6%96%B9%E5%BC%8F\"><\/span>\u5927\u6a21\u578b\u7684\u5e94\u7528\u65b9\u5f0f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u5927\u6a21\u578b\u7684\u5e94\u7528\uff0c\u4e00\u822c\u6709\u4e24\u79cd\u65b9\u5f0f\uff1a<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E6%96%B9%E5%BC%8F%E4%B8%80%EF%BC%9A%E4%BD%9C%E4%B8%BA%E5%B7%A5%E5%85%B7%E4%BD%BF%E7%94%A8\"><\/span>\u65b9\u5f0f\u4e00\uff1a\u4f5c\u4e3a\u5de5\u5177\u4f7f\u7528<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u8c46\u5305\u7684\u4f7f\u7528\u622a\u56fe.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u8c46\u5305\u7684\u4f7f\u7528\u622a\u56fe.png\" alt=\"\" \/><\/a><\/p>\n<p>\u8bf4\u660e\uff1a<\/p>\n<ul>\n<li><strong>\u4f7f\u7528\u65b9\u5f0f<\/strong>\uff1a\n<ul>\n<li>\u8bbf\u95ee\u5bf9\u5e94\u7684\u5927\u6a21\u578b\u4ea7\u54c1\u7f51\u5740\uff0c<\/li>\n<li>\u5728\u8f93\u5165\u6846\u4e2d\u8f93\u5165<strong>\u5173\u952e\u5b57\/\u6587\u5b57<\/strong>\u8fdb\u884c\u63d0\u95ee\uff0c\u7136\u540e\u5f97\u5230\u7ed3\u679c\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u4ee3\u8868\u4ea7\u54c1<\/strong>\uff1a\u8c46\u5305\u3001\u6587\u5fc3\u4e00\u8a00\u7b49\u7b49\u3002<br \/>\n<blockquote>\n<p>\u66f4\u591a\u6b64\u7c7b\u4ea7\u54c1\u53ef\u4ee5\u67e5\u770b\u7f51\u7ad9\u4e2d\u7684<a href=\"https:\/\/17aitech.com\/?page_id=393\">AI\u5bfc\u822a<\/a>\uff0c\u8fd9\u91cc\u6211\u68b3\u7406\u4e86\u56fd\u5185\u5916\u5404\u7c7b\u5927\u6a21\u578b\u4ea7\u54c1\u3002<\/p>\n<\/blockquote>\n<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%E6%96%B9%E5%BC%8F%E4%BA%8C%EF%BC%9A%E5%A4%A7%E6%A8%A1%E5%9E%8B%E7%9A%84%E4%BA%8C%E6%AC%A1%E5%BC%80%E5%8F%91\"><\/span>\u65b9\u5f0f\u4e8c\uff1a\u5927\u6a21\u578b\u7684\u4e8c\u6b21\u5f00\u53d1<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u963f\u91cc\u4e91\u767e\u70bc\u622a\u56fe.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u963f\u91cc\u4e91\u767e\u70bc\u622a\u56fe.png\" alt=\"\" \/><\/a><\/p>\n<p>\u8bf4\u660e\uff1a<\/p>\n<ul>\n<li><strong>\u4f7f\u7528\u65b9\u5f0f<\/strong>\uff1a\n<ul>\n<li>\u57fa\u4e8e\u81ea\u7814\u7684\u6216\u8005\u7b2c\u4e09\u65b9\u7684\u5927\u6a21\u578b<\/li>\n<li>\u4f7f\u7528LangChain\u6846\u67b6\u8fdb\u884cPrompt\u7684\u6784\u5efa<\/li>\n<li>\u8c03\u7528\u5927\u6a21\u578b\u7684API\u63a5\u53e3\u8fdb\u884c\u4e8c\u6b21\u5f00\u53d1<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u4ee3\u8868\u4ea7\u54c1<\/strong>\uff1a\u963f\u91cc\u4e91\u767e\u70bc\u3001\u767e\u5ea6\u4e91\u5343\u5e06\u7b49\u7b49\u3002<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"%E5%A4%A7%E6%A8%A1%E5%9E%8B%E5%BA%94%E7%94%A8%E7%9A%84%E6%9C%AC%E8%B4%A8\"><\/span>\u5927\u6a21\u578b\u5e94\u7528\u7684\u672c\u8d28<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u672c\u7ae0\uff0c\u6211\u4eec\u5c06\u91cd\u70b9\u4e86\u89e3\u7b2c\u4e8c\u79cd\u5927\u6a21\u578b\u7684\u5e94\u7528\u65b9\u5f0f\uff0c\u9996\u5148\u6211\u4eec\u9700\u8981\u7b80\u5355\u56de\u987e\u4e0b\u5927\u6a21\u578b\u7684\u8bad\u7ec3\u65b9\u5f0f\u4ee5\u4fbf\u4e86\u89e3Prompt\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E5%A4%A7%E6%A8%A1%E5%9E%8B%E8%AE%AD%E7%BB%83%E7%9A%84%E5%9B%9E%E9%A1%BE\"><\/span>\u5927\u6a21\u578b\u8bad\u7ec3\u7684\u56de\u987e<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u5728<a href=\"https:\/\/17aitech.com\/?p=13611#toc-17\">\u3010\u8bfe\u7a0b\u603b\u7ed3\u3011day24\uff08\u4e0a\uff09\uff1a\u5927\u6a21\u578b\u4e09\u9636\u6bb5\u8bad\u7ec3\u65b9\u6cd5(LLaMa Factory)<\/a>\u4e2d\uff0c\u6211\u4eec\u4e86\u89e3\u5230\uff1a<\/p>\n<ul>\n<li>\u5927\u6a21\u578b\u7684\u8bad\u7ec3\u6709\u4e09\u4e2a\u9636\u6bb5\uff1a<code>\u9884\u8bad\u7ec3(PT)<\/code> \u3001<code>\u76d1\u7763\u5fae\u8c03(SFT)<\/code> \u3001<code>\u504f\u597d\u7ea0\u6b63(RLHF)<\/code>\u3002<\/li>\n<li><code>\u9884\u8bad\u7ec3<\/code> \u662f\u5927\u6a21\u578b\u4fee\u70bc\u5185\u529f\u7684\u8fc7\u7a0b\uff1b<\/li>\n<li><code>\u76d1\u7763\u5fae\u8c03<\/code> \u662f\u5927\u6a21\u578b\u4fee\u70bc\u62db\u5f0f\u7684\u8fc7\u7a0b\uff0c\u5927\u91cf\u7684\u95ee\u9898\u89e3\u51b3\u80fd\u529b\u662f\u5728\u8fd9\u4e2a\u9636\u6bb5\u8bad\u7ec3\u5f97\u5230\u7684\u3002<\/li>\n<li><code>\u76d1\u7763\u5fae\u8c03<\/code> \u8bad\u7ec3\u65f6\u662f\u901a\u8fc7\u4e0b\u9762\u683c\u5f0f\u7684\u6570\u636e\u8fdb\u884c\u8bad\u7ec3\uff1a\n<pre><code class=\"language-json\">[\n{\n&quot;instruction&quot;: &quot;human instruction (required)&quot;,\n&quot;input&quot;: &quot;human input (optional)&quot;,\n&quot;output&quot;: &quot;model response (required)&quot;,\n&quot;system&quot;: &quot;system prompt (optional)&quot;,\n&quot;history&quot;: [\n  [&quot;human instruction in the first round (optional)&quot;, &quot;model response in the first round (optional)&quot;],\n  [&quot;human instruction in the second round (optional)&quot;, &quot;model response in the second round (optional)&quot;]\n]\n}\n]<\/code><\/pre>\n<p>\u5176\u4e2d\uff1a<\/p>\n<pre><code class=\"language-bash\">system\uff1a\u7cfb\u7edf\u7684\u6307\u4ee4\nuser\uff1a\u7528\u6237\u6307\u4ee4\u548c\u7528\u6237\u8f93\u5165<\/code><\/pre>\n<\/li>\n<\/ul>\n<p>\u7531\u6b64\uff0c\u5927\u6a21\u578b\u7684\u8bad\u7ec3\u548c\u5e94\u7528\u7684<strong>\u672c\u8d28<\/strong>\u662f\uff1a<\/p>\n<ul>\n<li><strong>\u8bad\u7ec3<\/strong>\uff1a\u901a\u8fc7<code>system<\/code>\u3001<code>user<\/code>\u3001<code>tool<\/code>(\u4e00\u79cd\u5de5\u5177\u63cf\u8ff0)\u4e0d\u540c\u7684\u6307\u4ee4\u7ec4\u5408\u548c\u6d77\u91cf\u6570\u636e\uff0c\u8ba9\u5927\u6a21\u578b\u5b66\u4e60\u77e5\u8bc6\uff0c\u7531\u6b64\u5f62\u6210\u6cdb\u5316\u80fd\u529b\uff0c\u8fdb\u800c\u80fd\u529b\u6d8c\u73b0\u53ef\u4ee5\u505a\u66f4\u591a\u7684\u4e8b\u60c5\u3002<\/li>\n<li><strong>\u5e94\u7528<\/strong>\uff1a\u901a\u8fc7Prompt(\u4e0d\u540c\u7684\u63d0\u95ee\u65b9\u6cd5\uff08\u6307\u4ee4\uff09)\uff0c\u5f15\u51fa\u5927\u6a21\u578b\u4e0d\u540c\u7684\u80fd\u529b\uff0c\u8ba9\u5927\u6a21\u578b\u505a\u4e0d\u540c\u7684\u4e8b\u60c5\u3002<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%E5%85%B7%E4%BD%93%E5%BA%94%E7%94%A8%E6%96%B9%E5%BC%8F\"><\/span>\u5177\u4f53\u5e94\u7528\u65b9\u5f0f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u5927\u6a21\u578b\u7684\u4e8c\u6b21\u5f00\u53d1\u5177\u4f53\u65b9\u5f0f\u6709\u4e24\u4e2a\u65b9\u5f0f\uff1a\u4e00\u79cd\u662f\u4f7f\u7528\u5927\u6a21\u578b\u6700\u4e3a\u57fa\u7840\u7684\u5e95\u5c42API\u65b9\u5f0f\u8c03\u7528\uff0c\u53e6\u5916\u4e00\u79cd\u662f\u4f7f\u7528LangChain\u6846\u67b6\u8fdb\u884cPrompt\u7684\u6784\u5efa\u8c03\u7528\u3002<\/p>\n<h4><span class=\"ez-toc-section\" id=\"%E4%BD%BF%E7%94%A8%E5%BA%95%E5%B1%82API%E6%96%B9%E5%BC%8F%E5%BA%94%E7%94%A8\"><\/span>\u4f7f\u7528\u5e95\u5c42API\u65b9\u5f0f\u5e94\u7528<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<pre><code class=\"language-python\"># \u5bfc\u5165\u4f9d\u8d56\u7ec4\u4ef6\nfrom modelscope import AutoModelForCausalLM\nfrom modelscope import AutoTokenizer\n\n# \u5224\u65ad\u8bbe\u5907\ndevice = &quot;cuda&quot; # the device to load the model onto\n\n# \u6a21\u578bID\uff0c\u5bf9\u5e94git clone\u7684\u6a21\u578b\u6587\u4ef6\u5939\u540d\u79f0\nmodel_id = &quot;qwen2-7b-instruct&quot;\n\n# \u52a0\u8f7d\u6a21\u578b\nmodel = AutoModelForCausalLM.from_pretrained(\n    model_id,\n    torch_dtype=&quot;auto&quot;,\n    device_map=&quot;auto&quot;\n)\n\n# \u52a0\u8f7d\u5206\u8bcd\u5668\ntokenizer = AutoTokenizer.from_pretrained(model_id)\n\n# \u51c6\u5907\u63d0\u793a\u8bcd\nmessages = [\n    {&quot;role&quot;: &quot;system&quot;, &quot;content&quot;: &quot;&quot;&quot;\n            \u4f60\u662f\u4e00\u4e2a\u521b\u610f\u6587\u6848\u751f\u6210\u4e13\u5bb6\u3002\n            &quot;&quot;&quot;},\n    {&quot;role&quot;: &quot;user&quot;, &quot;content&quot;: &quot;&quot;&quot;\n            \u7528\u6237\u5c06\u8f93\u5165\u51e0\u4e2a\u4ea7\u54c1\u7684\u5173\u952e\u5b57\uff0c\u8bf7\u6839\u636e\u5173\u952e\u8bcd\u751f\u6210\u4e00\u6bb5\u9002\u5408\u8001\u5e74\u5e02\u573a\u7684\u6587\u6848\uff0c\u8981\u6c42\uff1a\u6210\u719f\uff0c\u7a33\u91cd\uff0c\u7b26\u5408\u8001\u5e74\u5e02\u573a\u7684\u98ce\u683c\u3002\n            \u7528\u6237\u8f93\u5165\u4e3a\uff1a\u52a9\u542c\u5668\uff0c\u6e05\u6670\uff0c\u65b9\u4fbf\uff0c\u4fbf\u5b9c\uff0c\u8046\u542c\u4e16\u754c\u3002\n            \u8425\u9500\u6587\u6848\u4e3a\uff1a\n    &quot;&quot;&quot;}\n]\n\n# \u5e94\u7528\u804a\u5929\u6a21\u677f\ntext = tokenizer.apply_chat_template(\n    messages,\n    tokenize=False,\n    add_generation_prompt=True\n)\n\n# \u8f93\u5165\u5185\u5bb9\u8f6cID\nmodel_inputs = tokenizer([text], return_tensors=&quot;pt&quot;).to(device)\n\n# \u6a21\u578b\u9884\u6d4b\ngenerated_ids = model.generate(\n    model_inputs.input_ids,\n    max_new_tokens=512\n)\n\n# \u5220\u9664\u95ee\u53e5\u4fe1\u606f\ngenerated_ids = [\n    output_ids[len(input_ids):] for input_ids, output_ids in zip(model_inputs.input_ids, generated_ids)\n]\n\n# \u7ffb\u8bd1\u7b54\u6848\nresponse = tokenizer.batch_decode(generated_ids, skip_special_tokens=True)[0]\n\n# \u8f93\u51fa\u7ed3\u679c\nprint(response)<\/code><\/pre>\n<p>\u8fd9\u79cd\u65b9\u5f0f\u7684\u8c03\u7528\u8fc7\u7a0b\u4e3b\u8981\u662f\uff1a<\/p>\n<ol>\n<li>\u5f15\u5165\u4f9d\u8d56\u7ec4\u4ef6<\/li>\n<li>\u52a0\u8f7d\u6a21\u578b<\/li>\n<li>\u52a0\u8f7d\u5206\u8bcd\u5668<\/li>\n<li>\u51c6\u5907\u63d0\u793a\u8bcd<\/li>\n<li>\u5e94\u7528\u804a\u5929\u6a21\u677f<\/li>\n<li>\u8f93\u5165\u5185\u5bb9\u8f6cID<\/li>\n<li>\u6a21\u578b\u9884\u6d4b<\/li>\n<li>\u5220\u9664\u95ee\u53e5\u4fe1\u606f<\/li>\n<li>\u7ffb\u8bd1\u7b54\u6848<\/li>\n<li>\u8f93\u51fa\u7ed3\u679c<\/li>\n<\/ol>\n<blockquote>\n<p>\u6a21\u578b\u4e0b\u8f7d\u3001\u90e8\u7f72\u7b49\u66f4\u591a\u7684\u4fe1\u606f\u5728<a href=\"https:\/\/17aitech.com\/?p=12669#toc-6\">\u3010\u8bfe\u7a0b\u603b\u7ed3\u3011day22\uff1a\u5927\u6a21\u578b\u4f53\u9a8c\u4e4bQwen2\u6a21\u578b<\/a>\u6709\u8bf4\u660e\uff0c\u672c\u7ae0\u4e0d\u518d\u8d58\u8ff0\u3002<\/p>\n<\/blockquote>\n<p>\u4e0a\u8ff0\u5e94\u7528\u6b65\u9aa4\u4e2d\uff0c5~10\u6b65\u9aa4\u90fd\u662f\u56fa\u5b9a\u7684\u4e14\u6bd4\u8f83\u7e41\u7410\uff0c\u6240\u4ee5\u53ef\u4ee5\u4f7f\u7528LangChain\u6846\u67b6\u8fdb\u884c\u7b80\u5316\u3002<\/p>\n<h4><span class=\"ez-toc-section\" id=\"%E4%BD%BF%E7%94%A8LangChain%E6%A1%86%E6%9E%B6\"><\/span>\u4f7f\u7528LangChain\u6846\u67b6<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<h5><span class=\"ez-toc-section\" id=\"%E6%8E%A5%E5%85%A5%E5%A4%A7%E6%A8%A1%E5%9E%8B\"><\/span>\u63a5\u5165\u5927\u6a21\u578b<span class=\"ez-toc-section-end\"><\/span><\/h5>\n<p><strong>\u7b2c\u4e00\u6b65<\/strong>\uff1a\u5b89\u88c5LangChain\u6846\u67b6<\/p>\n<pre><code class=\"language-bash\">\npip install langchain-community<\/code><\/pre>\n<p><strong>\u7b2c\u4e8c\u6b65<\/strong>\uff1a\u8bbf\u95ee<a href=\"https:\/\/bailian.console.aliyun.com\/#\/home\">\u963f\u91cc\u4e91\u767e\u70bc\u5b98\u7f51<\/a>\uff0c\u6ce8\u518c\/\u767b\u5f55\u8d26\u53f7<\/p>\n<p><strong>\u7b2c\u4e09\u6b65<\/strong>\uff1a\u5728\u6a21\u578b\u5e7f\u573a-&gt;\u67e5\u770b\u6211\u7684API-KEY-&gt;\u521b\u5efaAPI-KEY\uff0c\u7136\u540e\u6839\u636e\u63d0\u793a\u521b\u5efaAPI-KEY<\/p>\n<p><strong>\u7b2c\u56db\u6b65<\/strong>\uff1a\u9009\u62e9\u6a21\u578b<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u963f\u91cc\u4e91\u767e\u70bc\u9009\u62e9\u6a21\u578bID\u622a\u56fe.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u963f\u91cc\u4e91\u767e\u70bc\u9009\u62e9\u6a21\u578bID\u622a\u56fe.png\" alt=\"\" \/><\/a><\/p>\n<p><strong>\u7b2c\u4e94\u6b65<\/strong>\uff1a\u5728Jupyter Notebook\u4e2d\u521b\u5efa\u8c03\u7528\u4ee3\u7801<\/p>\n<pre><code class=\"language-python\"># \u5f15\u5165\u7b2c\u4e09\u65b9\u5927\u6a21\u578b\nfrom langchain_community.chat_models import ChatTongyi\n\nchat  = ChatTongyi(model=&#039;qwen-plus&#039;,\n                   top_p=0.9,\n                   temperature=0.9,\n                   api_key=&#039;sk-xxxxxxxxxxxxx&#039;)\nchat.invoke(&#039;\u4f60\u662f\u8c01\uff1f&#039;)\n<\/code><\/pre>\n<p>\u8bf4\u660e\uff1a<\/p>\n<ul>\n<li><code>api_key<\/code>\uff1a\u5bf9\u5e94\u7b2c\u4e09\u6b65\u521b\u5efa\u7684API-KEY<\/li>\n<li><code>model<\/code>\uff1a\u5bf9\u5e94\u7b2c\u56db\u6b65\u9009\u62e9\u7684\u6a21\u578bID<\/li>\n<\/ul>\n<h5><span class=\"ez-toc-section\" id=\"%E6%B5%8B%E8%AF%95%E5%9F%BA%E6%9C%AC%E8%B0%83%E7%94%A8\"><\/span>\u6d4b\u8bd5\u57fa\u672c\u8c03\u7528<span class=\"ez-toc-section-end\"><\/span><\/h5>\n<pre><code class=\"language-python\">from langchain_core.messages import SystemMessage\nfrom langchain_core.messages import HumanMessage\nfrom langchain_core.messages import ChatMessage\n\nsys_msg = SystemMessage(content=&quot;\u4f60\u662f\u4e00\u4e2a\u521b\u610f\u6587\u6848\u751f\u6210\u4e13\u5bb6\u3002&quot;)\nuser_msg = HumanMessage(content=&quot;&quot;&quot;\n                        \u7528\u6237\u5c06\u8f93\u5165\u51e0\u4e2a\u4ea7\u54c1\u7684\u5173\u952e\u5b57\uff0c\u8bf7\u6839\u636e\u5173\u952e\u8bcd\u751f\u6210\u4e00\u6bb5\u9002\u5408\u8001\u5e74\u5e02\u573a\u7684\u6587\u6848\uff0c\u8981\u6c42\uff1a\u6210\u719f\uff0c\u7a33\u91cd\uff0c\u7b26\u5408\u8001\u5e74\u5e02\u573a\u7684\u98ce\u683c\u3002\n                        \u7528\u6237\u8f93\u5165\u4e3a\uff1a\u52a9\u542c\u5668\uff0c\u6e05\u6670\uff0c\u65b9\u4fbf\uff0c\u4fbf\u5b9c\uff0c\u8046\u542c\u4e16\u754c\u3002\n                        \u8425\u9500\u6587\u6848\u4e3a\uff1a\n                        &quot;&quot;&quot;)\nmessage = [sys_msg, user_msg]\n\n# \u8c03\u7528\u6a21\u578b\u8f93\u51fa\u7ed3\u679c\nresult = chat.invoke(input=message)\nresult.content<\/code><\/pre>\n<p>\u8fd0\u884c\u7ed3\u679c\uff1a<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u6587\u6848\u8f93\u51fa\u622a\u56fe.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u6587\u6848\u8f93\u51fa\u622a\u56fe.png\" alt=\"\" \/><\/a><\/p>\n<h5><span class=\"ez-toc-section\" id=\"%E4%BD%BF%E7%94%A8chain%E4%BC%98%E5%8C%96%E8%B0%83%E7%94%A8\"><\/span>\u4f7f\u7528chain\u4f18\u5316\u8c03\u7528<span class=\"ez-toc-section-end\"><\/span><\/h5>\n<pre><code class=\"language-python\">from langchain_core.prompts import SystemMessagePromptTemplate\nfrom langchain_core.prompts import HumanMessagePromptTemplate\nfrom langchain_core.prompts import ChatPromptTemplate\n\n# \u6784\u5efaPrompt\u6a21\u677f\nsys_msg = SystemMessagePromptTemplate.from_template(template=&quot;\u8fd9\u662f\u4e00\u4e2a\u521b\u610f\u6587\u6848\u751f\u6210\u4e13\u5bb6\u3002&quot;)\nuser_msg = HumanMessagePromptTemplate.from_template(template=&quot;&quot;&quot;\n    \u7528\u6237\u5c06\u8f93\u5165\u51e0\u4e2a\u4ea7\u54c1\u7684\u5173\u952e\u5b57\uff0c\u8bf7\u6839\u636e\u5173\u952e\u8bcd\u751f\u6210\u4e00\u6bb5\u9002\u5408\u8001\u5e74\u5e02\u573a\u7684\u6587\u6848\uff0c\u8981\u6c42\uff1a\u6210\u719f\uff0c\u7a33\u91cd\uff0c\u7b26\u5408\u8001\u5e74\u5e02\u573a\u7684\u98ce\u683c\u3002\n    \u7528\u6237\u8f93\u5165\u4e3a\uff1a{ad_words}\u3002\n    \u8425\u9500\u6587\u6848\u4e3a\uff1a\n&quot;&quot;&quot;)\n\nmessages = [sys_msg, user_msg]\n\nprompt = ChatPromptTemplate.from_messages(messages=messages)\n\n# \u7ed3\u679c\u89e3\u6790\nfrom langchain_core.output_parsers import StrOutputParser\n\n# \u4f7f\u7528\u7ba1\u9053\u7b26 | \u6784\u5efachain\u94fe\nchain = prompt | chat | StrOutputParser()\nchain.invoke(input={&quot;ad_words&quot;: &quot;\u52a9\u542c\u5668\uff0c\u6e05\u6670\uff0c\u65b9\u4fbf\uff0c\u4fbf\u5b9c\uff0c\u8046\u542c\u4e16\u754c\u3002&quot;})\n<\/code><\/pre>\n<p>\u8fd0\u884c\u7ed3\u679c\uff1a<\/p>\n<pre><code class=\"language-python\"># &#039;\u5728\u4eba\u751f\u7684\u6bcf\u4e00\u4e2a\u7cbe\u5f69\u77ac\u95f4\uff0c\u8046\u542c\u4e16\u754c\u7684\u7f8e\u597d\u662f\u4e0d\u53ef\u6216\u7f3a\u7684\u3002\u9009\u62e9\u6211\u4eec\u7684\u52a9\u542c\u5668\uff0c\u5e26\u7ed9\u60a8\u7684\u662f\u8d85\u4e4e\u60f3\u8c61\u7684\u6e05\u6670\u97f3\u8d28\uff0c\u8ba9\u6bcf\u4e00\u6b21\u5bf9\u8bdd\u90fd\u5982\u540c\u9762\u5bf9\u9762\u822c\u4eb2\u5207\u81ea\u7136\u3002\n# \u8f7b\u5de7\u4fbf\u6377\u7684\u8bbe\u8ba1\uff0c\u8ba9\u60a8\u51e0\u4e4e\u5fd8\u8bb0\u5b83\u7684\u5b58\u5728\uff0c\u53ea\u4e13\u6ce8\u4e8e\u4eab\u53d7\u751f\u6d3b\u7684\u6bcf\u4e00\u4e2a\u73cd\u8d35\u65f6\u523b\u3002\u66f4\u91cd\u8981\u7684\u662f\uff0c\u6211\u4eec\u6df1\u77e5\u6027\u4ef7\u6bd4\u5bf9\u6bcf\u4e00\u4f4d\u7528\u6237\u7684\u91cd\u8981\u6027\uff0c\n# \u56e0\u6b64\uff0c\u5728\u4fdd\u8bc1\u5353\u8d8a\u54c1\u8d28\u7684\u540c\u65f6\uff0c\u6211\u4eec\u4e5f\u52aa\u529b\u505a\u5230\u4e86\u4ef7\u683c\u4e0a\u7684\u4eb2\u6c11\u3002\u8ba9\u201c\u542c\u89c1\u201d\u53d8\u6210\u201c\u542c\u6e05\u201d\uff0c\u8ba9\u6c9f\u901a\u4e0d\u518d\u6709\u969c\u788d\uff0c\u5f00\u542f\u60a8\u7684\u7cbe\u5f69\u4eba\u751f\u65b0\u7bc7\u7ae0\u3002&#039;<\/code><\/pre>\n<p>\u901a\u8fc7\u6784\u5efachain\u94fe\uff0c\u53ef\u4ee5\u7b80\u5316\u8c03\u7528\u8fc7\u7a0b\uff0c\u8fd0\u884c\u7ed3\u679c\u4e0e\u4e0a\u9762\u57fa\u672c\u8c03\u7528\u7ed3\u679c\u4e00\u81f4\u3002<\/p>\n<h5><span class=\"ez-toc-section\" id=\"%E4%BC%98%E5%8C%96%E4%BB%A3%E7%A0%81%E6%98%8E%E6%96%87%E8%BD%AC%E6%9A%97%E6%96%87\"><\/span>\u4f18\u5316\u4ee3\u7801(\u660e\u6587\u8f6c\u6697\u6587)<span class=\"ez-toc-section-end\"><\/span><\/h5>\n<p>\u7b2c\u4e00\u6b65\uff1a\u5b89\u88c5 <code>python-dotenv<\/code> \u7ec4\u4ef6<\/p>\n<pre><code class=\"language-bash\">pip install python-dotenv<\/code><\/pre>\n<p>\u7b2c\u4e8c\u6b65\uff1a\u521b\u5efa<code>.qwen_key<\/code>\u6587\u4ef6\uff0c\u5c06\u5bc6\u94a5\u5199\u5165\u6587\u4ef6\u4e2d<\/p>\n<pre><code class=\"language-bash\">DASHSCOPE_API_KEY = sk-xxxxxxx<\/code><\/pre>\n<p>\u7b2c\u4e09\u6b65\uff1a\u5bfc\u5165dotenv\u6a21\u5757\u5e76\u52a0\u8f7d.qwen_key\u6587\u4ef6<\/p>\n<pre><code class=\"language-python\">from dotenv import load_dotenv\nload_dotenv(dotenv_path=&#039;.qwen_key&#039;)\n<\/code><\/pre>\n<p>\u7b2c\u56db\u6b65\uff1a\u53bb\u6389\u5bc6\u94a5\u7684\u660e\u6587<\/p>\n<pre><code class=\"language-python\">chat  = ChatTongyi(model=&#039;qwen-plus&#039;,\n                   top_p=0.9,\n                   temperature=0.9)<\/code><\/pre>\n<p>\u81f3\u6b64\uff0c\u4ee3\u7801\u4f18\u5316\u5b8c\u6bd5\u3002<\/p>\n<p>\u5b8c\u6574\u7684\u4ee3\u7801\u5982\u4e0b\uff1a<\/p>\n<pre><code class=\"language-python\">from langchain_core.prompts import SystemMessagePromptTemplate\nfrom langchain_core.prompts import HumanMessagePromptTemplate\nfrom langchain_core.prompts import ChatPromptTemplate\nfrom langchain_core.output_parsers import StrOutputParser\n\n# \u5bfc\u5165dotenv\u6a21\u5757\nfrom dotenv import load_dotenv\n\n# \u5f15\u5165\u7b2c\u4e09\u65b9\u5927\u6a21\u578b\nfrom langchain_community.chat_models import ChatTongyi\n\n# \u52a0\u8f7d.qwen_key\u6587\u4ef6\nload_dotenv(dotenv_path=&#039;.qwen_key&#039;)\n\n# \u8fde\u63a5\u6a21\u578b\nchat  = ChatTongyi(model=&#039;qwen-plus&#039;,\n                   top_p=0.9,\n                   temperature=0.9)\n\n# \u6784\u5efaPrompt\u6a21\u677f\nsys_msg = SystemMessagePromptTemplate.from_template(template=&quot;\u8fd9\u662f\u4e00\u4e2a\u521b\u610f\u6587\u6848\u751f\u6210\u4e13\u5bb6\u3002&quot;)\nuser_msg = HumanMessagePromptTemplate.from_template(template=&quot;&quot;&quot;\n    \u7528\u6237\u5c06\u8f93\u5165\u51e0\u4e2a\u4ea7\u54c1\u7684\u5173\u952e\u5b57\uff0c\u8bf7\u6839\u636e\u5173\u952e\u8bcd\u751f\u6210\u4e00\u6bb5\u9002\u5408\u8001\u5e74\u5e02\u573a\u7684\u6587\u6848\uff0c\u8981\u6c42\uff1a\u6210\u719f\uff0c\u7a33\u91cd\uff0c\u7b26\u5408\u8001\u5e74\u5e02\u573a\u7684\u98ce\u683c\u3002\n    \u7528\u6237\u8f93\u5165\u4e3a\uff1a{ad_words}\u3002\n    \u8425\u9500\u6587\u6848\u4e3a\uff1a\n&quot;&quot;&quot;)\nmessages = [sys_msg, user_msg]\nprompt = ChatPromptTemplate.from_messages(messages=messages)                \n\n# \u4f7f\u7528\u7ba1\u9053\u7b26 | \u8fde\u63a5\u591a\u4e2a\u6a21\u578b\uff0c\u6784\u5efachain\u94fe\nchain = prompt | chat | StrOutputParser()\nchain.invoke(input={&quot;ad_words&quot;: &quot;\u52a9\u542c\u5668\uff0c\u6e05\u6670\uff0c\u65b9\u4fbf\uff0c\u4fbf\u5b9c\uff0c\u8046\u542c\u4e16\u754c\u3002&quot;})<\/code><\/pre>\n<h4><span class=\"ez-toc-section\" id=\"%E4%BD%BF%E7%94%A8LangServe%E9%83%A8%E7%BD%B2\"><\/span>\u4f7f\u7528LangServe\u90e8\u7f72<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>LangServe\u662fLangChain\u5b98\u65b9\u63d0\u4f9b\u7684\u4e00\u4e2a\u5728\u7ebf\u5de5\u5177\uff0c\u53ef\u4ee5\u5feb\u901f\u6784\u5efaLangChain\u5e94\u7528\uff0c\u5e76\u4e14\u53ef\u4ee5\u90e8\u7f72\u5230\u81ea\u5df1\u7684\u670d\u52a1\u5668\u4e0a\u3002<\/p>\n<p>\u7b2c\u4e00\u6b65\uff1a\u5b89\u88c5LangServe\u7ec4\u4ef6<\/p>\n<pre><code class=\"language-bash\">pip install &quot;langserve[all]&quot;<\/code><\/pre>\n<blockquote>\n<p><code>pip install &quot;langserve[client]&quot;<\/code>\u662f\u5b89\u88c5\u5ba2\u6237\u7aef<br \/>\n<code>pip install &quot;langserve[server]&quot;<\/code>\u662f\u5b89\u88c5\u670d\u52a1\u7aef<\/p>\n<\/blockquote>\n<p>\u7b2c\u4e8c\u6b65\uff1a\u5b89\u88c5 LangChain CLI<\/p>\n<pre><code class=\"language-bash\">pip install langchain-cli<\/code><\/pre>\n<p>\u7b2c\u4e09\u6b65\uff1a\u521b\u5efaLangServe\u5e94\u7528<br \/>\n\u5728\u547d\u4ee4\u884c\u4e0b\u5207\u6362\u5230\u6211\u4eec\u60f3\u521b\u5efa\u6587\u4ef6\u5939\u7684\u76ee\u5f55\uff0c\u4f8b\u5982\uff1a<code>G:\\<\/code><\/p>\n<pre><code class=\"language-bash\">langchain app new --non-interactive word_generation<\/code><\/pre>\n<ul>\n<li><code>word_generation<\/code> \u4e3a\u5e94\u7528\u540d\u79f0\uff0c\u53ef\u4ee5\u6839\u636e\u81ea\u5df1\u7684\u9700\u6c42\u53d6\u540d<\/li>\n<\/ul>\n<p>\u8fd0\u884c\u7ed3\u679c\uff1a<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u521b\u5efalangserver\u622a\u56fe.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u521b\u5efalangserver\u622a\u56fe.png\" alt=\"\" \/><\/a><\/p>\n<p>\u7b2c\u56db\u6b65\uff1a\u6dfb\u52a0util.py\u548c.qwen_key\u6587\u4ef6\uff0c\u76ee\u5f55\u5982\u4e0b\uff1a<\/p>\n<pre><code class=\"language-bash\">word_generation \\\n|- app \\\n  |- util.py\n  |- server.py\n|- conf \\\n  |- .qwen_key<\/code><\/pre>\n<p>\u7b2c\u4e94\u6b65\uff1a\u5b9e\u73b0util.py\u6587\u4ef6<\/p>\n<pre><code class=\"language-python\">from dotenv import load_dotenv\n\nload_dotenv(dotenv_path=&quot;.\/conf\/.qwen_key&quot;)\n\ndef get_qwen_models():\n    # llm \u5927\u6a21\u578b\n    from langchain_community.llms.tongyi import Tongyi\n\n    llm = Tongyi(model=&quot;qwen-max&quot;, temperature=0.1, top_p=0.7, max_tokens=1024)\n\n    # chat \u5927\u6a21\u578b\n    from langchain_community.chat_models import ChatTongyi\n\n    chat = ChatTongyi(model=&quot;qwen-max&quot;, temperature=0.1, top_p=0.7, max_tokens=1024)\n    # embedding \u5927\u6a21\u578b\n    from langchain_community.embeddings import DashScopeEmbeddings\n\n    embed = DashScopeEmbeddings(model=&quot;text-embedding-v3&quot;)\n\n    return llm, chat, embed\n<\/code><\/pre>\n<p>\u8bf4\u660e\uff1a<\/p>\n<ul>\n<li>\u8be5\u6587\u4ef6\u7528\u4e8e\u5c06\u6a21\u578b\u7684\u79d8\u94a5\u52a0\u8f7d\u3001\u6a21\u578b\u7684\u94fe\u63a5\u5c01\u88c5\u4e3aget_qwen_models\u51fd\u6570\uff0c\u65b9\u4fbf\u4e3b\u51fd\u6570\u8c03\u7528\u3002<\/li>\n<\/ul>\n<p>\u7b2c\u516d\u6b65\uff1a\u5b9e\u73b0server.py\u6587\u4ef6<\/p>\n<pre><code class=\"language-python\">from fastapi import FastAPI\nfrom fastapi.responses import RedirectResponse\nfrom langserve import add_routes\nfrom util import get_qwen_models\n\nfrom langchain_core.prompts import SystemMessagePromptTemplate\nfrom langchain_core.prompts import HumanMessagePromptTemplate\nfrom langchain_core.prompts import ChatPromptTemplate\nfrom langchain_core.output_parsers import StrOutputParser\n\nfrom fastapi.middleware.cors import CORSMiddleware\n\nllm, chat, embed = get_qwen_models()\n\n# \u521b\u5efa FastAPI \u5e94\u7528\napp = FastAPI(\n    title=&quot;Qwen API&quot;,\n    version=&quot;0.1&quot;,\n    description=&quot;Qwen API&quot;,\n)\n\n# \u6dfb\u52a0 CORS \u4e2d\u95f4\u4ef6\napp.add_middleware(\n    CORSMiddleware,\n    allow_origins=[&quot;*&quot;],  # \u5141\u8bb8\u6240\u6709\u7684\u6765\u6e90\n    allow_credentials=True,\n    allow_methods=[&quot;*&quot;],  # \u5141\u8bb8\u7684HTTP\u65b9\u6cd5\n    allow_headers=[&quot;*&quot;],  # \u5141\u8bb8\u7684\u8bf7\u6c42\u5934\n)\n\n# \u5982\u679c\u8bbf\u95ee\u6839\u76ee\u5f55\uff0c\u91cd\u5b9a\u5411\u5230\/docs\n@app.get(&quot;\/&quot;)\nasync def redirect_root_to_docs():\n    return RedirectResponse(&quot;\/docs&quot;)\n\n# \u6784\u5efaPrompt\u6a21\u677f\nsys_msg = SystemMessagePromptTemplate.from_template(template=&quot;\u8fd9\u662f\u4e00\u4e2a\u521b\u610f\u6587\u6848\u751f\u6210\u4e13\u5bb6\u3002&quot;)\nuser_msg = HumanMessagePromptTemplate.from_template(template=&quot;&quot;&quot;\n    \u7528\u6237\u5c06\u8f93\u5165\u51e0\u4e2a\u4ea7\u54c1\u7684\u5173\u952e\u5b57\uff0c\u8bf7\u6839\u636e\u5173\u952e\u8bcd\u751f\u6210\u4e00\u6bb5\u9002\u5408\u8001\u5e74\u5e02\u573a\u7684\u6587\u6848\uff0c\u8981\u6c42\uff1a\u6210\u719f\uff0c\u7a33\u91cd\uff0c\u7b26\u5408\u8001\u5e74\u5e02\u573a\u7684\u98ce\u683c\u3002\n    \u7528\u6237\u8f93\u5165\u4e3a\uff1a{ad_words}\u3002\n    \u8425\u9500\u6587\u6848\u4e3a\uff1a\n&quot;&quot;&quot;)\nmessages = [sys_msg, user_msg]\nprompt = ChatPromptTemplate.from_messages(messages=messages)                \n\n# \u6dfb\u52a0\u8def\u7531\nadd_routes(\n    app, \n    prompt | llm | StrOutputParser(),\n    path=&quot;\/gen&quot;,\n)\n\nif __name__ == &quot;__main__&quot;:\n    import uvicorn\n\n    uvicorn.run(app, host=&quot;0.0.0.0&quot;, port=8000)\n<\/code><\/pre>\n<p>\u8bf4\u660e\uff1a<\/p>\n<ul>\n<li>\u4ee5\u4e0a\u4ee3\u7801\u7684\u529f\u80fd\u662f\u4f7f\u7528FastAPI\u6846\u67b6<\/li>\n<li>\u6838\u5fc3\u90e8\u5206\u662fadd_routes\u51fd\u6570\uff0c\u8be5\u51fd\u6570\u7528\u6765\u6dfb\u52a0\u8def\u7531\uff0c\u5373\u5f53\u7528\u6237\u8bbf\u95ee <code>\/gen<\/code> \u8def\u5f84\u540e\uff0c\u4f1a\u6267\u884c<code>prompt | llm | StrOutputParser()<\/code><\/li>\n<\/ul>\n<p>\u7b2c\u4e03\u6b65\uff1a\u542f\u52a8server.py<br \/>\n\u5728\u5de5\u7a0b\u7684\u6839\u76ee\u5f55\u4e0b\uff0c\u4f7f\u7528\u5982\u4e0b\u547d\u4ee4\u542f\u52a8\u670d\u52a1<\/p>\n<pre><code class=\"language-bash\">python app\/server.py<\/code><\/pre>\n<p>\u8fd0\u884c\u7ed3\u679c\uff1a<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/Langserver\u8fd0\u884c\u7ed3\u679c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/Langserver\u8fd0\u884c\u7ed3\u679c.png\" alt=\"\" \/><\/a><\/p>\n<h4><span class=\"ez-toc-section\" id=\"%E9%AA%8C%E8%AF%81%E6%9C%8D%E5%8A%A1%E7%9A%84API\"><\/span>\u9a8c\u8bc1\u670d\u52a1\u7684API<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>Langserve\u9884\u7f6e\u4e86\u53ef\u4ee5\u67e5\u770bAPI\u6548\u679c\u7684playground\u9875\u9762<\/p>\n<p><a href=\"http:\/\/localhost:8000\/gen\/playground\/\">http:\/\/localhost:8000\/gen\/playground\/<\/a><\/p>\n<p>\u8fd0\u884c\u6548\u679c\uff1a<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/playground\u9875\u9762.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/playground\u9875\u9762.png\" alt=\"\" \/><\/a><\/p>\n<h4><span class=\"ez-toc-section\" id=\"%E4%BD%BF%E7%94%A8Docker%E9%83%A8%E7%BD%B2%E5%88%B0%E4%BA%91%E6%9C%8D%E5%8A%A1%E5%99%A8\"><\/span>\u4f7f\u7528Docker\u90e8\u7f72\u5230\u4e91\u670d\u52a1\u5668<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u5728\u4e0a\u8ff0\u6b65\u9aa4\u4e2d\uff0c\u4f7f\u7528LangChain-CLI\u521b\u5efaLangServe\u5e94\u7528\u65f6\uff0cLangChain CLI\u4f1a\u81ea\u52a8\u521b\u5efa\u4e00\u4e2aDockerfile\u6587\u4ef6\uff0c\u8be5\u6587\u4ef6\u58f0\u660e\u4e86\u4e00\u4e9b\u57fa\u7840\u7684\u73af\u5883\u5b89\u88c5\uff0c\u6211\u4eec\u9700\u8981\u6839\u636e\u4e1a\u52a1\u5b9e\u9645\u60c5\u51b5\u8865\u5145\u76f8\u5173\u5185\u5bb9\u3002<\/p>\n<p><strong>\u7b2c\u4e00\u6b65<\/strong>\uff1a\u4fee\u6539Dockerfile\u6587\u4ef6<\/p>\n<pre><code class=\"language-yaml\"># \u521b\u5efa\u57fa\u4e8ePython 3.11 \u7684\u57fa\u7840\u955c\u50cf\nFROM python:3.11-slim\n\n# \u8bbe\u7f6e pip \u7684\u56fd\u5185\u6e90\u548c\u8d85\u65f6\u65f6\u95f4\nENV PIP_DEFAULT_TIMEOUT=600\nRUN pip config set global.index-url https:\/\/mirrors.aliyun.com\/pypi\/simple\/\n\n# \u8bbe\u7f6e\u5de5\u4f5c\u76ee\u5f55\nWORKDIR \/code\n\n# \u62f7\u8d1d\u4f9d\u8d56\u6587\u4ef6\nCOPY .\/requirements.txt .\/\n\n# \u4f7f\u7528 pip \u5b89\u88c5\u4f9d\u8d56\nRUN pip install --no-cache-dir -r requirements.txt\n\n# \u62f7\u8d1d\u5e94\u7528\u4ee3\u7801\nCOPY .\/app .\/app\nCOPY .\/conf .\/conf\n\n# \u66b4\u9732\u7aef\u53e3\nEXPOSE 8080\n\n# \u542f\u52a8\u5e94\u7528\nCMD exec uvicorn app.server:app --host 0.0.0.0 --port 8080\n<\/code><\/pre>\n<p>\u8bf4\u660e\uff1a<\/p>\n<ul>\n<li>\u7531\u4e8e\u6211\u4eec\u7684\u5de5\u7a0b\u76ee\u5f55\u589e\u52a0\u4e86conf\u76ee\u5f55\uff0c\u6240\u4ee5\u5728Dockerfile\u4e2d\u6dfb\u52a0\u4e86COPY .\/conf .\/conf<\/li>\n<li>\u7531\u4e8e\u6211\u4eec\u7684\u4ee3\u7801\u4e2d\u4f9d\u8d56dotenv\u3001langchain-community\u3001dashscope\uff0c\u6240\u4ee5\u9700\u8981\u5728\u5de5\u7a0b\u76ee\u5f55\u4e2d\u6dfb\u52a0\u5b89\u88c5\u4f9d\u8d56\u6587\u4ef6requirements.txt\uff0c\u6587\u4ef6\u5185\u5bb9\u4e3a\uff1a\n<pre><code class=\"language-bash\">pydantic==2.7.4\npython-dotenv\nlangserve\nlangchain-community\ndashscope\nuvicorn\nsse_starlette<\/code><\/pre>\n<\/li>\n<\/ul>\n<p><strong>\u7b2c\u4e8c\u6b65<\/strong>\uff1a\u767b\u5f55\u4e91\u670d\u52a1\u5668(\u524d\u63d0\u662f\u6709\u4e00\u4e2a\u81ea\u5df1\u7684\u4e91\u670d\u52a1\u5668)<\/p>\n<blockquote>\n<p>\u672c\u6b21\u793a\u4f8b\uff0c\u6211\u4f7f\u7528\u7684\u662f\u817e\u8baf\u4e91\u4e0a\u6ce8\u518c\u7684\u4e91\u670d\u52a1\u5668\u3002<\/p>\n<\/blockquote>\n<p><strong>\u7b2c\u4e09\u6b65<\/strong>\uff1a\u5c06\u5de5\u7a0b\u76ee\u5f55\u6253\u5305\u6210.zip\u4e0a\u4f20\u4e91\u670d\u52a1\u5668<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u4e0a\u4f20\u6587\u4ef6\u5230\u4e91\u670d\u52a1\u5668.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u4e0a\u4f20\u6587\u4ef6\u5230\u4e91\u670d\u52a1\u5668.png\" alt=\"\" \/><\/a><\/p>\n<p><strong>\u7b2c\u56db\u6b65<\/strong>\uff1a\u89e3\u538b\u5de5\u7a0b\u76ee\u5f55<\/p>\n<pre><code class=\"language-bash\">unzip word_generation.zip -d .<\/code><\/pre>\n<p><strong>\u7b2c\u4e94\u6b65<\/strong>\uff1a\u547d\u4ee4\u884c\u5207\u6362\u81f3\u9879\u76ee\u6839\u76ee\u5f55\u4e0b\uff0c\u8fd0\u884cDocker\u6253\u5305\u955c\u50cf\u547d\u4ee4<\/p>\n<pre><code class=\"language-bash\"># \u5207\u6362\u5230word_generation\u76ee\u5f55\u4e0b\ncd word_generation\n\n# \u8fd0\u884cDocker\u6253\u5305\u955c\u50cf\u547d\u4ee4\ndocker build -t word_generation .<\/code><\/pre>\n<ul>\n<li><code>word_generation<\/code> \u662f\u53ef\u4ee5\u81ea\u5df1\u5b9a\u4e49\u7684Docker\u955c\u50cf\u670d\u52a1\u540d\u79f0\u3002<\/li>\n<li><code>.<\/code> \u4ee3\u8868\u5bf9\u5f53\u524d\u76ee\u5f55\u8fdb\u884c\u6253\u5305<\/li>\n<\/ul>\n<p>\u8fd0\u884c\u7ed3\u679c\uff1a<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/Docker\u955c\u50cf\u6253\u5305\u6210\u529f\u622a\u56fe.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/Docker\u955c\u50cf\u6253\u5305\u6210\u529f\u622a\u56fe.png\" alt=\"\" \/><\/a><\/p>\n<blockquote>\n<p>\u56e0\u4e3a\u76ee\u524dDocker\u6e90\u90fd\u88abBan\u4e86\uff0c\u6240\u4ee5\u8bb0\u5f97\u66f4\u6362Docker\u7684\u955c\u50cf\u62c9\u53d6\u6e90\u5730\u5740\uff0c\u5177\u4f53\u65b9\u6cd5\uff1a<a href=\"https:\/\/blog.csdn.net\/weixin_61142579\/article\/details\/140494617\">Docker\u66f4\u6362\u955c\u50cf\u6e90\u6559\u7a0b<\/a><\/p>\n<\/blockquote>\n<p><strong>\u7b2c\u516d\u6b65<\/strong>\uff1a\u542f\u52a8Docker\u5bb9\u5668<\/p>\n<pre><code class=\"language-bash\">docker run -d --name my_word_generation_container -p 8001:8080 word_generation<\/code><\/pre>\n<p>\u8fd0\u884c\u7ed3\u679c\uff1a<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/Docker\u6210\u529f\u542f\u52a8\u622a\u56fe.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/Docker\u6210\u529f\u542f\u52a8\u622a\u56fe.png\" alt=\"\" \/><\/a><\/p>\n<p>\u8bf4\u660e\uff1a<\/p>\n<ul>\n<li><code>--name my_word_generation_container<\/code>\uff1a\u5c06\u5bb9\u5668\u547d\u540d\u4e3a <code>my_word_generation_container<\/code>\uff0c\u65b9\u4fbf\u540e\u7eed\u5bb9\u5668\u7ba1\u7406\u3002<\/li>\n<li><code>-d<\/code>\uff1a\u8868\u793a\u4ee5\u5206\u79bb\u6a21\u5f0f\u8fd0\u884c\u5bb9\u5668\u3002<\/li>\n<li><code>-p 8001:8080<\/code>\uff1a\u5c06\u4e3b\u673a\u7684 <code>8001<\/code> \u7aef\u53e3\u6620\u5c04\u5230\u5bb9\u5668\u7684 <code>8080<\/code> \u7aef\u53e3\u3002<\/li>\n<\/ul>\n<blockquote>\n<p>LangServe\u5b98\u65b9\u6587\u6863\u63d0\u5230\u53ef\u4ee5\u4e00\u952e\u90e8\u7f72\u81f3Google\u4e91\u8ba1\u7b97\u670d\u52a1\u5668\u6216\u8005AWS\u4e91\u8ba1\u7b97\u670d\u52a1\u5668\uff0c\u76f8\u5173\u65b9\u6cd5\u8bf7\u89c1\uff1a<a href=\"https:\/\/zhuanlan.zhihu.com\/p\/696409416\">https:\/\/zhuanlan.zhihu.com\/p\/696409416<\/a><\/p>\n<\/blockquote>\n<h4><span class=\"ez-toc-section\" id=\"%E6%B5%8B%E8%AF%95API%E6%8E%A5%E5%8F%A3\"><\/span>\u6d4b\u8bd5API\u63a5\u53e3<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u6839\u636eLangServe\u63d0\u4f9b\u7684API\u793a\u4f8b\uff0c\u6211\u4eec\u4ee5\u4e0b\u4ee3\u7801\u6d4b\u8bd5API\u63a5\u53e3<\/p>\n<pre><code class=\"language-python\">import requests\n\n# \u6ce8\u610f\u8bf7\u6c42\u8def\u5f84\uff1a\u5e38\u89c4\u8def\u5f84\u540e\u9762\u6dfb\u52a0\u4e00\u4e2a invoke\nurl = &quot; http:\/\/119.45.220.104:8001\/gen\/invoke&quot;\n\ndata = {&quot;ad_words&quot;: &quot;\u52a9\u542c\u5668&quot;}\n\n# \u6ce8\u610f\u4f20\u53c2\u683c\u5f0f\uff1a\u5916\u9762\u5305\u4e00\u5c42 input\nresponse = requests.post(url=url, json={&quot;input&quot;: data})\n\nprint(response.json()[&quot;output&quot;])<\/code><\/pre>\n<p>\u8fd0\u884c\u7ed3\u679c\uff1a<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/API\u6d4b\u8bd5\u622a\u56fe.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/API\u6d4b\u8bd5\u622a\u56fe.png\" alt=\"\" \/><\/a><\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E5%86%85%E5%AE%B9%E5%B0%8F%E7%BB%93\"><\/span>\u5185\u5bb9\u5c0f\u7ed3<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul>\n<li>\u5927\u6a21\u578b\u7684\u8bad\u7ec3\u548c\u5e94\u7528\u7684<strong>\u672c\u8d28<\/strong>\u662f\uff1a\n<ul>\n<li><strong>\u8bad\u7ec3<\/strong>\uff1a\u901a\u8fc7<code>system<\/code>\u3001<code>user<\/code>\u3001<code>tool<\/code>(\u4e00\u79cd\u5de5\u5177\u63cf\u8ff0)\u4e0d\u540c\u7684\u6307\u4ee4\u7ec4\u5408\u548c\u6d77\u91cf\u6570\u636e\uff0c\u8ba9\u5927\u6a21\u578b\u5b66\u4e60\u77e5\u8bc6\uff0c\u7531\u6b64\u5f62\u6210\u6cdb\u5316\u80fd\u529b\uff0c\u8fdb\u800c\u80fd\u529b\u6d8c\u73b0\u53ef\u4ee5\u505a\u66f4\u591a\u7684\u4e8b\u60c5\u3002<\/li>\n<li><strong>\u5e94\u7528<\/strong>\uff1a\u901a\u8fc7Prompt(\u4e0d\u540c\u7684\u63d0\u95ee\u65b9\u6cd5\uff08\u6307\u4ee4\uff09)\uff0c\u5f15\u51fa\u5927\u6a21\u578b\u4e0d\u540c\u7684\u80fd\u529b\uff0c\u8ba9\u5927\u6a21\u578b\u505a\u4e0d\u540c\u7684\u4e8b\u60c5\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u57fa\u4e8e\u5927\u6a21\u578b\u7684\u5e94\u7528\u672c\u8d28\uff0c\u53ef\u4ee5\u6784\u5efaPrompt\u6307\u4ee4\uff0c\u901a\u8fc7LangChain\u8c03\u7528\u7b2c\u4e09\u65b9\u5927\u6a21\u578b\u6216\u8005\u81ea\u5efa\u5927\u6a21\u578b\u3002<\/li>\n<li>\u4f7f\u7528LangChain\u6846\u67b6\u5927\u81f4\u6b65\u9aa4\uff1a\n<ul>\n<li>\u5b89\u88c5LangChain\u6846\u67b6\uff08\u5982\u679c\u8fde\u63a5\u7b2c\u4e09\u65b9\u5927\u6a21\u578b\uff0c\u9700\u8981\u5b89\u88c5langchain-community\u7ec4\u4ef6\uff09<\/li>\n<li>\u7533\u8bf7\u5e76\u83b7\u53d6API-KEY\uff08\u7b2c\u4e09\u65b9\u5927\u6a21\u578b\u5fc5\u9700\uff0cAPI-KEY\u6700\u597d\u4f7f\u7528dotenv\u4fdd\u5b58\u5230\u6587\u4ef6\u4e2d\u907f\u514d\u4ee3\u7801\u660e\u6587\u786c\u7f16\u7801\uff09<\/li>\n<li>\u6784\u5efaPrompt\u6a21\u677f\uff0c\u5bf9\u4e8e\u53ef\u53d8\u5185\u5bb9\u4f7f\u7528<code class=\"kb-btn\"><\/code>\u6a21\u677f\u53d8\u91cf\u66ff\u4ee3<\/li>\n<li>\u4f7f\u7528\u7ba1\u9053\u7b26 <code>|<\/code> \u6784\u5efa<code>chain<\/code>\u94fe\uff0c\u8fdb\u800c\u8c03\u7528\u5927\u6a21\u578b<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"%E5%8F%82%E8%80%83%E8%B5%84%E6%96%99\"><\/span>\u53c2\u8003\u8d44\u6599<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><a href=\"https:\/\/zhuanlan.zhihu.com\/p\/689302765\">\u77e5\u4e4e\uff1aLangServe\u5165\u95e8<\/a><\/p>\n<p align=\"center\">\u6b22\u8fce\u5173\u6ce8\u516c\u4f17\u53f7\u4ee5\u83b7\u5f97\u6700\u65b0\u7684\u6587\u7ae0\u548c\u65b0\u95fb<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/\u626b\u7801_\u641c\u7d22\u8054\u5408\u4f20\u64ad\u6837\u5f0f-\u767d\u8272\u7248.bmp\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/\u626b\u7801_\u641c\u7d22\u8054\u5408\u4f20\u64ad\u6837\u5f0f-\u767d\u8272\u7248.bmp\" alt=\"\" \/><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u524d\u8a00 \u5728\u4e0a\u4e00\u7ae0\uff0c\u6211\u4eec\u4e3b\u8981\u4e86\u89e3\u4e86\u4ec0\u4e48\u662fLa [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":14655,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"aside","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"default","adv-header-id-meta":"","stick-header-meta":"default","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center 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