{"id":1949,"date":"2023-11-28T16:31:24","date_gmt":"2023-11-28T08:31:24","guid":{"rendered":"http:\/\/zhang.mba\/?p=1949"},"modified":"2023-11-28T16:33:59","modified_gmt":"2023-11-28T08:33:59","slug":"pandasai-jiang-sheng-cheng-shi-ai-ji-cheng-dao-pan","status":"publish","type":"post","link":"https:\/\/zhang.mba\/index.php\/2023\/11\/28\/16\/31\/24\/1949\/pandasai-jiang-sheng-cheng-shi-ai-ji-cheng-dao-pan\/python\/zhangzhiqi\/","title":{"rendered":"pandas-ai\uff0c\u5c06\u751f\u6210\u5f0f AI \u96c6\u6210\u5230 Pandas \u4e2d"},"content":{"rendered":"<p>pandas-ai \u662f\u4e00\u4e2a Python \u5e93\uff0c\u5b83<strong>\u5c06\u751f\u6210\u5f0f AI \u96c6\u6210\u5230 Pandas \u4e2d****\uff0c\u4f7f\u6570\u636e\u5206\u6790\u6210\u4e3a\u5bf9\u8bdd\u5f0f\u7684<\/strong>\u3002\u5b83\u88ab\u8bbe\u8ba1\u4e3a\u4e0e pandas \u7ed3\u5408\u4f7f\u7528\uff0c\u800c\u4e0d\u662f\u5b83\u7684\u66ff\u4ee3\u54c1\u3002<\/p>\n<p>\u5b83\u662f\u4e00\u4e2a\u4ee5\u81ea\u7136\u8bed\u8a00\u65b9\u5f0f\u63a2\u7d22\u548c\u7406\u89e3\u6570\u636e\u7684\u5f3a\u5927\u5de5\u5177\u3002<\/p>\n<p><strong>Pandas AI \u7684\u597d\u5904<\/strong><\/p>\n<ul>\n<li>\n<p>\u5373\u4f7f\u4f60\u4e0d\u719f\u6089\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u6216 Pandas\uff0c\u5b83\u4e5f\u5f88\u5bb9\u6613\u4f7f\u7528\u3002<\/p>\n<\/li>\n<li>\n<p>\u5b83\u53ef\u7528\u4e8e\u6267\u884c\u5404\u79cd\u4efb\u52a1\uff0c\u5305\u62ec\u6570\u636e\u63a2\u7d22\u3001\u5206\u6790\u3001\u53ef\u89c6\u5316\u3001\u6e05\u7406\u3001\u63d2\u8865\u548c\u7279\u5f81\u5de5\u7a0b\u3002<\/p>\n<\/li>\n<li>\n<p>\u5b83\u53ef\u4ee5\u5e2e\u52a9\u4f60\u66f4\u6df1\u5165\u5730\u4e86\u89e3\u6570\u636e\u5e76\u505a\u51fa\u66f4\u597d\u7684\u51b3\u7b56\u3002<\/p>\n<\/li>\n<\/ul>\n<h3><a id=\"%E5%88%9D%E4%BD%93%E9%AA%8C\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u521d\u4f53\u9a8c<\/h3>\n<h4><a id=\"%E5%BA%93%E7%9A%84%E5%AE%89%E8%A3%85\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u5e93\u7684\u5b89\u88c5<\/h4>\n<p>\u53ef\u4ee5\u76f4\u63a5\u4f7f\u7528 pip \u6765\u8fdb\u884c\u5b89\u88c5\u3002<\/p>\n<pre class=\"line-numbers\"><code class=\"language-python\">pip\u00a0install\u00a0pandasai\n<\/code><\/pre>\n<p>\u73b0\u5728\u6211\u4eec\u5df2\u7ecf\u6210\u529f\u5b89\u88c5\u4e86 pandas AI\uff0c\u6211\u4eec\u53ef\u4ee5\u5f00\u59cb\u4f7f\u7528\u5b83\u8fdb\u884c\u63a2\u7d22\u6027\u6570\u636e\u5206\u6790\u3002<\/p>\n<p><strong>\u521b\u5efa\u6570\u636e<\/strong><\/p>\n<p>\u4e0b\u9762\u6211\u4eec\u5c06\u521b\u5efa\u4e00\u4e2a DataFrame\u3002<\/p>\n<pre class=\"line-numbers\"><code class=\"language-python\">from pandasai import SmartDataframe\nimport pandas as pd\nimport numpy as np\n\ndf = pd.DataFrame({\n    &quot;country&quot;: [\n        &quot;United States&quot;,\n        &quot;United Kingdom&quot;,\n        &quot;France&quot;,\n        &quot;Germany&quot;,\n        &quot;Italy&quot;,\n        &quot;Spain&quot;,\n        &quot;Canada&quot;,\n        &quot;Australia&quot;,\n        &quot;Japan&quot;,\n        &quot;China&quot;,\n    ],\n    &quot;gdp&quot;: [\n        19294482071552,\n        2891615567872,\n        2411255037952,\n        3435817336832,\n        1745433788416,\n        1181205135360,\n        1607402389504,\n        1490967855104,\n        4380756541440,\n        14631844184064,\n    ],\n    &quot;happiness_index&quot;: [6.94, 7.16, 6.66, 7.07, 6.38, 6.4, 7.23, 7.22, 5.87, 5.12],\n})\n\n<\/code><\/pre>\n<h4><a id=\"%E5%AF%BC%E5%85%A5llm\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u5bfc\u5165LLM<\/h4>\n<p>\u7531\u4e8e PandasAI <strong>\u7531 LLM \u63d0\u4f9b\u652f\u6301<\/strong>\uff0c\u56e0\u6b64\u6211\u4eec\u9700\u8981\u521d\u59cb\u5316\u4e00\u4e2a\u00a0LLM\u3002<\/p>\n<p><strong>\u8fd9\u91cc\u6211\u4eec\u4ee5 OpenAI \u4e3a\u4f8b\u3002<\/strong><\/p>\n<pre class=\"line-numbers\"><code class=\"language-python\"># Instantiate a LLM\nfrom pandasai.llm import OpenAI\nllm = OpenAI(api_token=&quot;XXX&quot;)\n<\/code><\/pre>\n<p>\u73b0\u5728\u6211\u4eec\u5df2\u7ecf\u5b9e\u4f8b\u5316\u4e86 LLM\uff0c\u63a5\u4e0b\u6765\u6211\u4eec\u6765\u5b9e\u4f8b\u5316 SmartDataframe\u3002<\/p>\n<pre class=\"line-numbers\"><code class=\"language-python\">sdf\u00a0=\u00a0SmartDataframe(df,\u00a0config={&quot;llm&quot;:\u00a0llm})\n<\/code><\/pre>\n<p>\u73b0\u5728\u6211\u4eec\u53ef\u4ee5\u5f00\u59cb\u5bf9\u6570\u636e\u96c6\u8fdb\u884c\u63a2\u7d22\u6027\u6570\u636e\u5206\u6790\u3002<\/p>\n<p><strong>GDP \u6392\u540d\u524d 5 \u4f4d\u7684\u56fd\u5bb6<\/strong><\/p>\n<pre class=\"line-numbers\"><code class=\"language-python\">sdf.chat(&quot;\u8fd4\u56deGDP\u6392\u540d\u524d5\u7684\u56fd\u5bb6&quot;)\n<\/code><\/pre>\n<p><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/b9ZEA5r2AY4eic80ZJ8vywp2d2xDvswrEI19qxFaPOzly4jXuPwbVcE5eboy9WnUNY6BiaNgTEiaicOY17ZGBiaLOrQ\/640?wx_fmt=png&amp;wxfrom=5&amp;wx_lazy=1&amp;wx_co=1'><img class=\"lazyload lazyload-style-2\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  data-original=\"https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/b9ZEA5r2AY4eic80ZJ8vywp2d2xDvswrEI19qxFaPOzly4jXuPwbVcE5eboy9WnUNY6BiaNgTEiaicOY17ZGBiaLOrQ\/640?wx_fmt=png&amp;wxfrom=5&amp;wx_lazy=1&amp;wx_co=1\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\u56fe\u7247\" \/><\/div><\/p>\n<p><strong>\u4e24\u4e2a\u6700\u4e0d\u5e78\u798f\u56fd\u5bb6\u7684 GDP \u603b\u548c<\/strong><\/p>\n<pre class=\"line-numbers\"><code class=\"language-python\">sdf.chat(&quot;\u6700\u4e0d\u5e78\u798f\u7684\u4e24\u4e2a\u56fd\u5bb6\u7684\u00a0GDP\u00a0\u603b\u548c\u662f\u591a\u5c11\uff1f&quot;)\n<\/code><\/pre>\n<p><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/b9ZEA5r2AY4eic80ZJ8vywp2d2xDvswrEc46ib6zmUnguITnTtKxNhqE2iahnBo6EgLp9JJFtsibPMzEgrfQFFxROg\/640?wx_fmt=png&amp;wxfrom=5&amp;wx_lazy=1&amp;wx_co=1'><img class=\"lazyload lazyload-style-2\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  data-original=\"https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/b9ZEA5r2AY4eic80ZJ8vywp2d2xDvswrEc46ib6zmUnguITnTtKxNhqE2iahnBo6EgLp9JJFtsibPMzEgrfQFFxROg\/640?wx_fmt=png&amp;wxfrom=5&amp;wx_lazy=1&amp;wx_co=1\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\u56fe\u7247\" \/><\/div><\/p>\n<p>****\u7ed8\u5236<strong>\u6309\u56fd\u5bb6\/\u5730\u533a\u5212\u5206\u7684 GDP \u56fe\u8868<\/strong><\/p>\n<pre class=\"line-numbers\"><code class=\"language-python\">sdf.chat(&quot;\u7ed8\u5236\u6309\u56fd\u5bb6\/\u5730\u533a\u5212\u5206\u7684\u00a0GDP\u00a0\u56fe\u8868&quot;)\n<\/code><\/pre>\n<p><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/b9ZEA5r2AY4eic80ZJ8vywp2d2xDvswrEGicm1rvozXBKibIbeBibmjFPGW1LYbUCYicObZQ0EFWXM4exHiaKbIMoNQg\/640?wx_fmt=png&amp;wxfrom=5&amp;wx_lazy=1&amp;wx_co=1'><img class=\"lazyload lazyload-style-2\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  data-original=\"https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/b9ZEA5r2AY4eic80ZJ8vywp2d2xDvswrEGicm1rvozXBKibIbeBibmjFPGW1LYbUCYicObZQ0EFWXM4exHiaKbIMoNQg\/640?wx_fmt=png&amp;wxfrom=5&amp;wx_lazy=1&amp;wx_co=1\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\u56fe\u7247\" \/><\/div><\/p>\n<p><strong>\u6309\u56fd\u5bb6\u7ed8\u5236 GDP \u76f4\u65b9\u56fe\uff0c\u6bcf\u4e2a\u6761\u5f62\u4f7f\u7528\u4e0d\u540c\u7684\u989c\u8272<\/strong><\/p>\n<pre class=\"line-numbers\"><code class=\"language-python\">sdf.chat(&quot;\u6309\u56fd\u5bb6\u7ed8\u5236\u00a0GDP\u00a0\u76f4\u65b9\u56fe\uff0c\u6bcf\u4e2a\u6761\u5f62\u4f7f\u7528\u4e0d\u540c\u7684\u989c\u8272&quot;)\n<\/code><\/pre>\n<p><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/b9ZEA5r2AY4eic80ZJ8vywp2d2xDvswrE2T3FbrzzZ7VImT5M02jKXARj3aR1ym1WBodz1Y6LG1VFE8WvXzodxQ\/640?wx_fmt=png&amp;wxfrom=5&amp;wx_lazy=1&amp;wx_co=1'><img class=\"lazyload lazyload-style-2\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  data-original=\"https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/b9ZEA5r2AY4eic80ZJ8vywp2d2xDvswrE2T3FbrzzZ7VImT5M02jKXARj3aR1ym1WBodz1Y6LG1VFE8WvXzodxQ\/640?wx_fmt=png&amp;wxfrom=5&amp;wx_lazy=1&amp;wx_co=1\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\u56fe\u7247\" \/><\/div><\/p>\n<p>Pandas AI \u662f\u4e00\u79cd<strong>\u4ee5\u5bf9\u8bdd\u65b9\u5f0f\u63a2\u7d22\u548c\u7406\u89e3\u6570\u636e\u7684\u5f3a\u5927\u5de5\u5177<\/strong>\u3002<\/p>\n<p>\u6765\u6e90&#8212;&#8211;\u5c0f\u5bd2\u804apython<\/p>\n<!--CusAds0-->\n<div style=\"font-size: 0px; height: 0px; line-height: 0px; margin: 0; padding: 0; clear: both;\"><\/div>","protected":false},"excerpt":{"rendered":"<p>pandas-ai \u662f\u4e00\u4e2a Python \u5e93\uff0c\u5b83\u5c06\u751f\u6210\u5f0f AI \u96c6\u6210\u5230 Pandas \u4e2d****\uff0c\u4f7f\u6570\u636e\u5206\u6790\u6210\u4e3a\u5bf9\u8bdd\u5f0f\u7684\u3002\u5b83\u88ab\u8bbe\u8ba1\u4e3a\u4e0e pandas \u7ed3\u5408\u4f7f\u7528\uff0c\u800c\u4e0d\u662f\u5b83\u7684\u66ff\u4ee3\u54c1\u3002<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_bbp_topic_count":0,"_bbp_reply_count":0,"_bbp_total_topic_count":0,"_bbp_total_reply_count":0,"_bbp_voice_count":0,"_bbp_anonymous_reply_count":0,"_bbp_topic_count_hidden":0,"_bbp_reply_count_hidden":0,"_bbp_forum_subforum_count":0},"categories":[12,71,73],"tags":[],"_links":{"self":[{"href":"https:\/\/zhang.mba\/index.php\/wp-json\/wp\/v2\/posts\/1949"}],"collection":[{"href":"https:\/\/zhang.mba\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/zhang.mba\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/zhang.mba\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/zhang.mba\/index.php\/wp-json\/wp\/v2\/comments?post=1949"}],"version-history":[{"count":0,"href":"https:\/\/zhang.mba\/index.php\/wp-json\/wp\/v2\/posts\/1949\/revisions"}],"wp:attachment":[{"href":"https:\/\/zhang.mba\/index.php\/wp-json\/wp\/v2\/media?parent=1949"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/zhang.mba\/index.php\/wp-json\/wp\/v2\/categories?post=1949"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/zhang.mba\/index.php\/wp-json\/wp\/v2\/tags?post=1949"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}