{"id":40325,"date":"2025-06-09T08:45:06","date_gmt":"2025-06-09T00:45:06","guid":{"rendered":"https:\/\/17aitech.com\/?p=40325"},"modified":"2025-06-09T09:13:03","modified_gmt":"2025-06-09T01:13:03","slug":"%e3%80%90%e9%a1%b9%e7%9b%ae%e5%ae%9e%e6%88%98%e3%80%91%e9%80%9a%e8%bf%87%e5%a4%9a%e6%a8%a1%e6%80%81langgraph%e5%ae%9e%e7%8e%b0ppt%e7%94%9f%e6%88%90%e5%8a%a9%e6%89%8b","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=40325","title":{"rendered":"\u3010\u9879\u76ee\u5b9e\u6218\u3011\u901a\u8fc7\u591a\u6a21\u6001+LangGraph\u5b9e\u73b0PPT\u751f\u6210\u52a9\u624b"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 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 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/17aitech.com\/?p=40325\/#PPT%E8%87%AA%E5%8A%A8%E7%94%9F%E6%88%90%E7%B3%BB%E7%BB%9F\" >PPT\u81ea\u52a8\u751f\u6210\u7cfb\u7edf<\/a><ul class='ez-toc-list-level-2' ><li class='ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/17aitech.com\/?p=40325\/#%E5%8A%9F%E8%83%BD%E7%89%B9%E7%82%B9\" >\u529f\u80fd\u7279\u70b9<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/17aitech.com\/?p=40325\/#%E6%BC%94%E7%A4%BADemo\" >\u6f14\u793aDemo<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/17aitech.com\/?p=40325\/#%E9%83%A8%E7%BD%B2%E6%96%B9%E6%B3%95\" >\u90e8\u7f72\u65b9\u6cd5<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/17aitech.com\/?p=40325\/#%E6%96%B9%E5%BC%8F%E4%B8%80%EF%BC%9A%E4%BD%BF%E7%94%A8Docker%E9%83%A8%E7%BD%B2\" >\u65b9\u5f0f\u4e00\uff1a\u4f7f\u7528Docker\u90e8\u7f72<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/17aitech.com\/?p=40325\/#%E6%96%B9%E5%BC%8F%E4%BA%8C%EF%BC%9A%E4%BD%BF%E7%94%A8%E6%9C%AC%E5%9C%B0%E7%8E%AF%E5%A2%83%E9%83%A8%E7%BD%B2%E9%80%82%E7%94%A8%E4%BA%8E%E5%BC%80%E5%8F%91%E8%B0%83%E8%AF%95\" >\u65b9\u5f0f\u4e8c\uff1a\u4f7f\u7528\u672c\u5730\u73af\u5883\u90e8\u7f72(\u9002\u7528\u4e8e\u5f00\u53d1\u8c03\u8bd5)<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/17aitech.com\/?p=40325\/#1_%E5%AE%89%E8%A3%85%E4%BE%9D%E8%B5%96\" >1. \u5b89\u88c5\u4f9d\u8d56<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/17aitech.com\/?p=40325\/#2_%E5%AE%89%E8%A3%85LibreOffice\" >2. \u5b89\u88c5LibreOffice<\/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=40325\/#3_%E5%AE%89%E8%A3%85poppler\" >3. \u5b89\u88c5poppler<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/17aitech.com\/?p=40325\/#4_%E8%BF%90%E8%A1%8C\" >4. \u8fd0\u884c<\/a><ul class='ez-toc-list-level-5' ><li class='ez-toc-heading-level-5'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/17aitech.com\/?p=40325\/#41_%E5%A4%8D%E5%88%B6%E9%85%8D%E7%BD%AE%E6%96%87%E4%BB%B6\" >4.1 \u590d\u5236\u914d\u7f6e\u6587\u4ef6<\/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=40325\/#42_%E5%90%AF%E5%8A%A8redis%E6%9C%8D%E5%8A%A1\" >4.2 \u542f\u52a8redis\u670d\u52a1<\/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=40325\/#43_%E5%90%AF%E5%8A%A8%E5%90%8E%E7%AB%AFFastAPI%E6%9C%8D%E5%8A%A1\" >4.3 \u542f\u52a8\u540e\u7aefFastAPI\u670d\u52a1<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-5'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/17aitech.com\/?p=40325\/#44_%E5%90%AF%E5%8A%A8celery%E6%9C%8D%E5%8A%A1\" >4.4 \u542f\u52a8celery\u670d\u52a1<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-5'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/17aitech.com\/?p=40325\/#45_%E5%90%AF%E5%8A%A8%E5%89%8D%E7%AB%AFVue%E6%9C%8D%E5%8A%A1\" >4.5 \u542f\u52a8\u524d\u7aefVue\u670d\u52a1<\/a><\/li><\/ul><\/li><\/ul><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/17aitech.com\/?p=40325\/#%E4%BD%BF%E7%94%A8%E6%96%B9%E6%B3%95\" >\u4f7f\u7528\u65b9\u6cd5<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/17aitech.com\/?p=40325\/#%E5%B8%B8%E8%A7%81%E9%97%AE%E9%A2%98\" >\u5e38\u89c1\u95ee\u9898<\/a><\/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=40325\/#%E9%A1%B9%E7%9B%AE%E7%BB%93%E6%9E%84\" >\u9879\u76ee\u7ed3\u6784<\/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=40325\/#%E5%AE%9E%E7%8E%B0%E5%8E%9F%E7%90%86\" >\u5b9e\u73b0\u539f\u7406<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/17aitech.com\/?p=40325\/#PPT%E5%88%86%E6%9E%90agent%EF%BC%88ppt_analysis_agent%EF%BC%89%EF%BC%9A\" >PPT\u5206\u6790agent\uff08ppt_analysis_agent\uff09\uff1a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/17aitech.com\/?p=40325\/#Markdown%E8%A7%A3%E6%9E%90Agent%EF%BC%88markdown_agent%EF%BC%89%EF%BC%9A\" >Markdown\u89e3\u6790Agent\uff08markdown_agent\uff09\uff1a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-22\" href=\"https:\/\/17aitech.com\/?p=40325\/#PPT%E5%86%85%E5%AE%B9%E8%A7%84%E5%88%92Agent%EF%BC%88Content_plannning_agent%EF%BC%89%EF%BC%9A\" >PPT\u5185\u5bb9\u89c4\u5212Agent\uff08Content_plannning_agent\uff09\uff1a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-23\" href=\"https:\/\/17aitech.com\/?p=40325\/#PPT%E7%94%9F%E6%88%90Agent%EF%BC%88slide_generator_agent%EF%BC%89%EF%BC%9A\" >PPT\u751f\u6210Agent\uff08slide_generator_agent\uff09\uff1a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-24\" href=\"https:\/\/17aitech.com\/?p=40325\/#PPT%E5%BD%92%E6%A1%A3Agent%EF%BC%88PPTFinalizerAgent%EF%BC%89%EF%BC%9A\" >PPT\u5f52\u6863Agent\uff08PPTFinalizerAgent\uff09\uff1a<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-25\" href=\"https:\/\/17aitech.com\/?p=40325\/#%F0%9F%93%84_%E8%AE%B8%E5%8F%AF%E8%AF%81\" >\ud83d\udcc4 \u8bb8\u53ef\u8bc1<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-26\" href=\"https:\/\/17aitech.com\/?p=40325\/#%E5%95%86%E4%B8%9A%E4%BD%BF%E7%94%A8%E8%AF%B4%E6%98%8E\" >\u5546\u4e1a\u4f7f\u7528\u8bf4\u660e<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-27\" href=\"https:\/\/17aitech.com\/?p=40325\/#%F0%9F%99%8F_%E8%87%B4%E8%B0%A2\" >\ud83d\ude4f \u81f4\u8c22<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h1><span class=\"ez-toc-section\" id=\"PPT%E8%87%AA%E5%8A%A8%E7%94%9F%E6%88%90%E7%B3%BB%E7%BB%9F\"><\/span>PPT\u81ea\u52a8\u751f\u6210\u7cfb\u7edf<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<p>\u57fa\u4e8eLangGraph\u7684PPT\u81ea\u52a8\u751f\u6210\u7cfb\u7edf\uff0c\u53ef\u4ee5\u5c06Markdown\u6587\u6863\u81ea\u52a8\u8f6c\u6362\u4e3aPPT\u6f14\u793a\u6587\u7a3f\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E5%8A%9F%E8%83%BD%E7%89%B9%E7%82%B9\"><\/span>\u529f\u80fd\u7279\u70b9<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul>\n<li>Markdown\u89e3\u6790\uff1a\u81ea\u52a8\u89e3\u6790Markdown\u6587\u6863\u7ed3\u6784<\/li>\n<li>PPT\u6a21\u677f\u5206\u6790\uff1a\u5206\u6790PPT\u6a21\u677f\u7684\u5e03\u5c40\u548c\u98ce\u683c<\/li>\n<li>\u667a\u80fd\u5e03\u5c40\u51b3\u7b56\uff1a\u5339\u914d\u5185\u5bb9\u4e0e\u5408\u9002\u7684PPT\u5e03\u5c40<\/li>\n<li>\u81ea\u52a8\u751f\u6210PPT\uff1a\u6839\u636e\u89e3\u6790\u7ed3\u679c\u751f\u6210\u6700\u7ec8\u7684PPT\u6587\u4ef6<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"%E6%BC%94%E7%A4%BADemo\"><\/span>\u6f14\u793aDemo<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<div style=\"position: relative; padding: 30% 45%\">  <!-- &#23481;&#22120;&#20445;&#25345;16:9&#27604;&#20363; --><br \/>\n  <iframe style=\"position: absolute; width: 100%; height: 100%; left: 0; top: 0\" src=\"\/\/player.bilibili.com\/player.html?isOutside=true&amp;aid=114606286576678&amp;bvid=BV1WC73zeExU&amp;cid=30262756938&amp;\" scrolling=\"no\" frameborder=\"no\" allowfullscreen=\"true\"><br \/>\n  <\/iframe>\n<\/div>\n<h2><span class=\"ez-toc-section\" id=\"%E9%83%A8%E7%BD%B2%E6%96%B9%E6%B3%95\"><\/span>\u90e8\u7f72\u65b9\u6cd5<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u9879\u76ee\u5730\u5740\uff1a<a href=\"https:\/\/github.com\/BJSS-China\/ppt_assistant\">https:\/\/github.com\/BJSS-China\/ppt_assistant<\/a><\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E6%96%B9%E5%BC%8F%E4%B8%80%EF%BC%9A%E4%BD%BF%E7%94%A8Docker%E9%83%A8%E7%BD%B2\"><\/span>\u65b9\u5f0f\u4e00\uff1a\u4f7f\u7528Docker\u90e8\u7f72<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<pre><code class=\"language-bash\">cd docker\n\n# \u7f16\u8f91.env\u6587\u4ef6\ncp .env.example .env\n\n# \u6267\u884c\u90e8\u7f72\u811a\u672c\n.\/deploy.sh build\n# \u6267\u884c\u542f\u52a8\u811a\u672c\n.\/deploy.sh start<\/code><\/pre>\n<blockquote>\n<p>\u5907\u6ce8\uff1a<\/p>\n<ul>\n<li>\u9700\u8981\u63d0\u524d\u5b89\u88c5\u597ddocker\u548cdocker-compose<\/li>\n<\/ul>\n<\/blockquote>\n<h3><span class=\"ez-toc-section\" id=\"%E6%96%B9%E5%BC%8F%E4%BA%8C%EF%BC%9A%E4%BD%BF%E7%94%A8%E6%9C%AC%E5%9C%B0%E7%8E%AF%E5%A2%83%E9%83%A8%E7%BD%B2%E9%80%82%E7%94%A8%E4%BA%8E%E5%BC%80%E5%8F%91%E8%B0%83%E8%AF%95\"><\/span>\u65b9\u5f0f\u4e8c\uff1a\u4f7f\u7528\u672c\u5730\u73af\u5883\u90e8\u7f72(\u9002\u7528\u4e8e\u5f00\u53d1\u8c03\u8bd5)<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"1_%E5%AE%89%E8%A3%85%E4%BE%9D%E8%B5%96\"><\/span>1. \u5b89\u88c5\u4f9d\u8d56<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<pre><code class=\"language-bash\"># \u521b\u5efa\u865a\u62df\u73af\u5883\nconda create -n ppt_gen python=3.12\nconda activate ppt_gen\n\n# \u5b89\u88c5\u4f9d\u8d56\npip install -r requirements.txt\n\n# \u521d\u59cb\u5316\u5b50\u6a21\u5757\ngit submodule update --init\n\n# \u5b89\u88c5ppt_manager\ncd libs\/ppt_manager\npip install -e .<\/code><\/pre>\n<h4><span class=\"ez-toc-section\" id=\"2_%E5%AE%89%E8%A3%85LibreOffice\"><\/span>2. \u5b89\u88c5LibreOffice<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>Mac\u7528\u6237\u53ef\u4ee5\u901a\u8fc7brew\u5b89\u88c5LibreOffice<\/p>\n<pre><code class=\"language-bash\">brew install --cask libreoffice<\/code><\/pre>\n<p>\u5b89\u88c5\u4e4b\u540e\u521b\u5efasoffice\u7684\u547d\u4ee4\u811a\u672c<\/p>\n<pre><code class=\"language-bash\"># \u521b\u5efa\u8f6f\u94fe\u63a5\nsudo tee \/usr\/local\/bin\/soffice &lt;&lt;EOF\n#!\/bin\/bash\n\/Applications\/LibreOffice.app\/Contents\/MacOS\/soffice &quot;\\$@&quot;\nEOF\n\n# \u8d4b\u4e88\u6267\u884c\u6743\u9650\nsudo chmod +x \/usr\/local\/bin\/soffice\n<\/code><\/pre>\n<p>\u9a8c\u8bc1\u5b89\u88c5<\/p>\n<pre><code class=\"language-bash\">soffice --version<\/code><\/pre>\n<h4><span class=\"ez-toc-section\" id=\"3_%E5%AE%89%E8%A3%85poppler\"><\/span>3. \u5b89\u88c5poppler<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>Mac\u7528\u6237\u53ef\u4ee5\u901a\u8fc7brew\u5b89\u88c5poppler<\/p>\n<pre><code class=\"language-bash\">brew install poppler<\/code><\/pre>\n<p>Linux\u7528\u6237\u53ef\u4ee5\u901a\u8fc7apt\u5b89\u88c5poppler<\/p>\n<pre><code class=\"language-bash\">sudo apt-get install poppler-utils<\/code><\/pre>\n<p>Windows\u7528\u6237\u9700\u8981\u624b\u52a8\u4e0b\u8f7d\u5b89\u88c5<br \/>\n\u4e0b\u8f7d\u5730\u5740\uff1a<a href=\"https:\/\/poppler.freedesktop.org\/\">https:\/\/poppler.freedesktop.org\/<\/a><\/p>\n<h4><span class=\"ez-toc-section\" id=\"4_%E8%BF%90%E8%A1%8C\"><\/span>4. \u8fd0\u884c<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<h5><span class=\"ez-toc-section\" id=\"41_%E5%A4%8D%E5%88%B6%E9%85%8D%E7%BD%AE%E6%96%87%E4%BB%B6\"><\/span>4.1 \u590d\u5236\u914d\u7f6e\u6587\u4ef6<span class=\"ez-toc-section-end\"><\/span><\/h5>\n<pre><code class=\"language-bash\">cp .env.example .env<\/code><\/pre>\n<h5><span class=\"ez-toc-section\" id=\"42_%E5%90%AF%E5%8A%A8redis%E6%9C%8D%E5%8A%A1\"><\/span>4.2 \u542f\u52a8redis\u670d\u52a1<span class=\"ez-toc-section-end\"><\/span><\/h5>\n<pre><code class=\"language-bash\">docker-compose -f docker\/docker-compose-dev.yml up -d<\/code><\/pre>\n<h5><span class=\"ez-toc-section\" id=\"43_%E5%90%AF%E5%8A%A8%E5%90%8E%E7%AB%AFFastAPI%E6%9C%8D%E5%8A%A1\"><\/span>4.3 \u542f\u52a8\u540e\u7aefFastAPI\u670d\u52a1<span class=\"ez-toc-section-end\"><\/span><\/h5>\n<pre><code class=\"language-bash\">uvicorn apps.api.main:app --reload --host 0.0.0.0 --port 8000<\/code><\/pre>\n<h5><span class=\"ez-toc-section\" id=\"44_%E5%90%AF%E5%8A%A8celery%E6%9C%8D%E5%8A%A1\"><\/span>4.4 \u542f\u52a8celery\u670d\u52a1<span class=\"ez-toc-section-end\"><\/span><\/h5>\n<pre><code class=\"language-bash\">celery -A apps.api.celery_app worker --loglevel=info --concurrency=2 --pool=solo -Q celery,template_analysis,ppt_generation<\/code><\/pre>\n<h5><span class=\"ez-toc-section\" id=\"45_%E5%90%AF%E5%8A%A8%E5%89%8D%E7%AB%AFVue%E6%9C%8D%E5%8A%A1\"><\/span>4.5 \u542f\u52a8\u524d\u7aefVue\u670d\u52a1<span class=\"ez-toc-section-end\"><\/span><\/h5>\n<pre><code class=\"language-bash\">cd apps\/web\nnpm install --legacy-peer-deps\nnpm run dev<\/code><\/pre>\n<h2><span class=\"ez-toc-section\" id=\"%E4%BD%BF%E7%94%A8%E6%96%B9%E6%B3%95\"><\/span>\u4f7f\u7528\u65b9\u6cd5<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ol>\n<li>\n<p>\u8bbf\u95ee\u524d\u7aef\u9875\u9762<\/p>\n<blockquote>\n<ul>\n<li>docker\u90e8\u7f72\uff1a<a href=\"http:\/\/localhost\">http:\/\/localhost<\/a>  <\/li>\n<li>\u672c\u5730\u90e8\u7f72\uff1a<a href=\"http:\/\/localhost:5173\">http:\/\/localhost:5173<\/a><\/li>\n<\/ul>\n<\/blockquote>\n<\/li>\n<li>\n<p>\u8bbf\u95ee\u7ba1\u7406\u540e\u53f0\uff1a\u70b9\u51fb\u524d\u7aef\u9875\u9762\u53f3\u4e0a\u89d2\u7ba1\u7406\u540e\u53f0\u6309\u94ae\uff0c\u8fdb\u5165\u7ba1\u7406\u540e\u53f0\u9875\u9762(admin\/admin123)<\/p>\n<\/li>\n<li>\n<p>\u914d\u7f6eAPI_KEY\uff1a\u70b9\u51fb\u7ba1\u7406\u540e\u53f0\uff0c\u5206\u522b\u914d\u7f6eLLM\u3001VLLM\u3001deepthink\u7684API Key<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/06\/screen_console.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/06\/screen_console.png\" alt=\"\" \/><\/a><\/p>\n<\/li>\n<\/ol>\n<blockquote>\n<p>\u5907\u6ce8\uff1a<\/p>\n<ul>\n<li>\u6a21\u578b\u914d\u7f6e\u4e2d\u7684\u6587\u672c\u6a21\u578b(LLM)\u548c\u6df1\u5ea6\u601d\u8003(deepthink)\uff0c\u672c\u8d28\u90fd\u662f\u6587\u672c\u5927\u6a21\u578b\u3002<\/li>\n<li>\u524d\u8005\u4e00\u822c\u627f\u62c5\u6bd4\u8f83\u8f7b\u91cf\u7ea7\u7684\u4efb\u52a1\uff0c\u540e\u8005\u4e00\u822c\u627f\u62c5\u4e0a\u4e0b\u6587\u6bd4\u8f83\u957f\u7684\u5206\u6790\u4efb\u52a1\uff0c\u4e3a\u4e86\u8282\u7701token\u6d88\u8017\uff0c\u533a\u5206\u4f7f\u7528\uff0c\u4f46\u90fd\u9700\u8981\u914d\u7f6e\u3002<\/li>\n<\/ul>\n<\/blockquote>\n<ol start=\"4\">\n<li>\n<p>\u4e0a\u4f20PPT\u6a21\u677f\uff1a\u5728\u7ba1\u7406\u540e\u53f0\uff0c\u4e0a\u4f20PPT\u6a21\u677f\u6587\u4ef6\uff0c\u7a0d\u7b49\u5206\u6790\u5b8c\u6bd5\u540e\uff0c\u5373\u53ef\u5728\u7ba1\u7406\u540e\u53f0\u770b\u5230\u5206\u6790\u7ed3\u679c<\/p>\n<\/li>\n<li>\n<p>\u5728\u524d\u7aef\u9875\u9762\uff0c\u8f93\u5165Markdown\u6587\u6863\uff0c\u70b9\u51fb\u751f\u6210PPT\u6309\u94ae<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/06\/screen_home.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/06\/screen_home.png\" alt=\"\" \/><\/a><\/p>\n<\/li>\n<li>\n<p>\u4e0b\u8f7dPPT\uff1a\u5f85\u63d0\u793aPPT\u751f\u6210\u5b8c\u6bd5\u540e\uff0c\u70b9\u51fbPPT\u6587\u4ef6\uff0c\u5373\u53ef\u4e0b\u8f7dPPT\u6587\u4ef6<\/p>\n<\/li>\n<\/ol>\n<h2><span class=\"ez-toc-section\" id=\"%E5%B8%B8%E8%A7%81%E9%97%AE%E9%A2%98\"><\/span>\u5e38\u89c1\u95ee\u9898<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul>\n<li>\n<p><strong>\u95ee\u98981<\/strong>\uff1a PPT\u751f\u6210\u8fc7\u7a0b\u4e2d\uff0c\u63d0\u793a&quot;\u5185\u5bb9\u89c4\u5212\u5931\u8d25\uff0c\u65e0\u6cd5\u83b7\u53d6\u5185\u5bb9\u89c4\u5212\u7ed3\u679c&quot;.<\/p>\n<blockquote>\n<p>\u95ee\u9898\u539f\u56e0\uff1a\u8fd9\u79cd\u60c5\u51b5\u662f\u5927\u6a21\u578b\u8fd4\u56de\u7684\u5185\u5bb9\u5b58\u5728\u5f02\u5e38\uff0c\u6bd4\u5982\uff1a\u672a\u6309\u7167\u8981\u6c42\u8fd4\u56de\u3002\u5177\u4f53\u53ef\u4ee5\u901a\u8fc7mlflow\u8c03\u8bd5\u9875\u9762\u67e5\u770b\u8fd4\u56de\u5185\u5bb9\u3002<\/p>\n<\/blockquote>\n<\/li>\n<li>\n<p><strong>\u95ee\u98982<\/strong>\uff1a PPT\u751f\u6210\u8fc7\u7a0b\u4e2d\uff0c\u751f\u6210\u7684PPT\u6587\u4ef6\u5185\u5bb9\u4e0d\u5168\uff0c\u5b58\u5728\u90e8\u5206\u5185\u5bb9\u7f3a\u5931\u3002<\/p>\n<blockquote>\n<p>\u95ee\u9898\u539f\u56e0\uff1a\u8fd9\u79cd\u60c5\u51b5\u662f\u56e0\u4e3a\u5927\u6a21\u578b\u5728\u8fdb\u884c\u5185\u5bb9\u89c4\u5212\u65f6\uff0c\u5bf9\u90e8\u5206\u5185\u5bb9\u8fdb\u884c\u4e86\u5220\u51cf\u6240\u81f4\u3002\u8be5\u95ee\u9898\u89e3\u51b3\u65b9\u5f0f\u540c\u95ee\u98981\u3002<\/p>\n<\/blockquote>\n<\/li>\n<li>\n<p><strong>\u95ee\u98983<\/strong>\uff1a \u5f00\u542f\u591a\u6a21\u6001\u80fd\u529b\u68c0\u6d4b\uff0cPPT\u751f\u6210\u65f6\u95f4\u53d8\u5f97\u5f88\u957f\u3002<\/p>\n<blockquote>\n<p>\u95ee\u9898\u539f\u56e0\uff1a\u7531\u4e8e\u76ee\u524dPPT\u7684\u89c6\u89c9\u68c0\u6d4b\uff0c\u4e3b\u8981\u662f\u4f9d\u8d56\u4e8esoffice\u7684PPT\u8f6c\u56fe\u7247\uff0c\u8fd9\u4e00\u8fc7\u7a0b\u901f\u5ea6\u6162\u4e14\u65e0\u6cd5\u4f18\u5316\u5e72\u9884\uff0c\u6240\u4ee5\u6682\u65f6\u6ca1\u6709\u597d\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n<\/blockquote>\n<\/li>\n<\/ul>\n<p>\u5907\u6ce8\uff1a\u5404\u4e2a\u6a21\u578b\u5728\u4e0d\u540c\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\uff0c\u53ef\u4ee5\u53c2\u8003<a href=\".\/docs\/report\/PPT\u751f\u6210\u5404\u6a21\u578b\u5b9e\u9a8c\u7ed3\u679c.md\">\u6a21\u578b\u5bf9\u6bd4<\/a><\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E9%A1%B9%E7%9B%AE%E7%BB%93%E6%9E%84\"><\/span>\u9879\u76ee\u7ed3\u6784<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<pre><code class=\"language-bash\">ppt-assisstant\/\n\u251c\u2500\u2500 apps\/                  # \u5e94\u7528\u5c42\n\u2502   \u251c\u2500\u2500 api\/               # FastAPI\u63a5\u53e3\u670d\u52a1\n\u2502   \u2502   \u251c\u2500\u2500 routers\/       # \u63a5\u53e3\u8def\u7531\n\u2502   \u2502   \u2502   \u251c\u2500\u2500 agent.py   # Agent\u80fd\u529b\u63a5\u53e3\n\u2502   \u2502   \u2502   \u2514\u2500\u2500 file.py    # \u6587\u4ef6\u5904\u7406\u63a5\u53e3\n\u2502   \u2502   \u251c\u2500\u2500 models\/        # \u63a5\u53e3\u6570\u636e\u6a21\u578b\n\u2502   \u2502   \u251c\u2500\u2500 dependencies\/  # \u63a5\u53e3\u4f9d\u8d56\u9879\n\u2502   \u2502   \u2514\u2500\u2500 main.py        # FastAPI\u5165\u53e3\n\u2502   \u2502\n\u2502   \u2514\u2500\u2500 web\/               # \u524d\u7aef\u5de5\u7a0b\n\u2502       \u251c\u2500\u2500 public\/        # \u9759\u6001\u8d44\u6e90\n\u2502       \u251c\u2500\u2500 src\/           # \u524d\u7aef\u6e90\u7801\n\u2502       \u2514\u2500\u2500 package.json   # \u524d\u7aef\u4f9d\u8d56\n\u2502\n\u251c\u2500\u2500 core\/                  # \u6838\u5fc3\u4e1a\u52a1\n\u2502   \u251c\u2500\u2500 agents\/            # LangGraph Agent\u5b9e\u73b0\n\u2502   \u2502   \u251c\u2500\u2500 markdown_agent.py           # Markdown\u89e3\u6790\n\u2502   \u2502   \u251c\u2500\u2500 ppt_analysis_agent.py       # PPT\u5206\u6790\n\u2502   \u2502   \u251c\u2500\u2500 content_planning_agent.py   # \u5185\u5bb9\u89c4\u5212\n\u2502   \u2502   \u251c\u2500\u2500 slide_generator_agent.py    # \u5e7b\u706f\u7247\u751f\u6210\n\u2502   \u2502   \u251c\u2500\u2500 ppt_finalizer_agent.py      # PPT\u6e05\u7406\u4e0e\u4fdd\u5b58\n\u2502   \u2502   \u2514\u2500\u2500 base_agent.py               # \u57fa\u7840Agent\n\u2502   \u2502\n\u2502   \u251c\u2500\u2500 workflows\/         # \u5de5\u4f5c\u6d41\u914d\u7f6e\n\u2502   \u2502   \u251c\u2500\u2500 ppt_gen.yaml   # \u4e3b\u5de5\u4f5c\u6d41\u914d\u7f6e\n\u2502   \u2502   \u2514\u2500\u2500 utils.py       # \u5de5\u4f5c\u6d41\u5de5\u5177\n\u2502   \u2502\n\u2502   \u2514\u2500\u2500 engine\/            # \u6267\u884c\u5f15\u64ce\n\u2502       \u251c\u2500\u2500 state.py       # \u72b6\u6001\u7ba1\u7406\n\u2502       \u2514\u2500\u2500 workflow.py    # \u5de5\u4f5c\u6d41\u5f15\u64ce\n\u2502\n\u251c\u2500\u2500 libs\/                  # \u7b2c\u4e09\u65b9\u5e93\n\u2502   \u251c\u2500\u2500 ppt_manager\/       # PPT\u64cd\u4f5c\u5e93\uff08git\u5b50\u6a21\u5757\uff09\n\u2502   \u2514\u2500\u2500 ...                # \u5176\u4ed6\u5b50\u6a21\u5757\n\u2502\n\u251c\u2500\u2500 workspace\/             # \u8fd0\u884c\u65f6\u6587\u4ef6\n\u2502   \u251c\u2500\u2500 sessions\/          # \u4f1a\u8bdd\u6570\u636e\n\u2502   \u2502   \u2514\u2500\u2500 {session_id}\/  # \u6309\u4f1a\u8bdd\u9694\u79bb\n\u2502   \u251c\u2500\u2500 cache\/             # \u7f13\u5b58\u6587\u4ef6\n\u2502   \u251c\u2500\u2500 logs\/              # \u7cfb\u7edf\u65e5\u5fd7\n\u2502   \u251c\u2500\u2500 mlflow\/            # mlflow\u8c03\u8bd5\u65e5\u5fd7\n\u2502   \u251c\u2500\u2500 outputs\/           # \u8f93\u51fa\u6587\u4ef6\n\u2502   \u251c\u2500\u2500 data\/              # \u6570\u636e\u6587\u4ef6\n\u2502   \u2514\u2500\u2500 temp\/              # \u4e34\u65f6\u6587\u4ef6\n\u2502\n\u251c\u2500\u2500 config\/                # \u914d\u7f6e\u4e2d\u5fc3\n\u2502   \u251c\u2500\u2500 prompts\/           # \u63d0\u793a\u8bcd\n\u2502   \u251c\u2500\u2500 settings.py        # \u5e94\u7528\u914d\u7f6e\n\u2502   \u2514\u2500\u2500 model_config.yaml  # \u6a21\u578b\u914d\u7f6e\n\u2502\n\u251c\u2500\u2500 docs\/                  # \u6587\u6863\u4e2d\u5fc3\n\u2502   \u251c\u2500\u2500 arch\/              # \u67b6\u6784\u8bbe\u8ba1\n\u2502   \u251c\u2500\u2500 report\/            # \u62a5\u544a\n\u2502   \u251c\u2500\u2500 prd\/               # \u9700\u6c42\u6587\u6863\n\u2502   \u2514\u2500\u2500 api\/               # API\u6587\u6863\n\u2502\n\u251c\u2500\u2500 tests\/                 # \u6d4b\u8bd5\u4f53\u7cfb\n\u2502   \u251c\u2500\u2500 test_files\/        # \u6d4b\u8bd5\u6587\u4ef6\n\u2502   \u2514\u2500\u2500 test_utils.py      # \u6d4b\u8bd5\u5de5\u5177\n\u2502\n\u251c\u2500\u2500 Dockerfile             # \u5bb9\u5668\u5316\u6784\u5efa\n\u251c\u2500\u2500 docker-compose.yml     # \u670d\u52a1\u7f16\u6392\n\u2514\u2500\u2500 requirements.txt       # Python\u4f9d\u8d56<\/code><\/pre>\n<h2><span class=\"ez-toc-section\" id=\"%E5%AE%9E%E7%8E%B0%E5%8E%9F%E7%90%86\"><\/span>\u5b9e\u73b0\u539f\u7406<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/06\/image-1749431214859.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/06\/image-1749431214859.png\" alt=\"file\" \/><\/a><\/p>\n<h3><span class=\"ez-toc-section\" id=\"PPT%E5%88%86%E6%9E%90agent%EF%BC%88ppt_analysis_agent%EF%BC%89%EF%BC%9A\"><\/span>PPT\u5206\u6790agent\uff08ppt_analysis_agent\uff09\uff1a<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u4e3b\u8981\u8d1f\u8d23\u5bf9PPT\u6a21\u677f\u6587\u4ef6\u8fdb\u884c\u9010\u9875\u7684\u56fe\u50cf\u751f\u6210\u548c\u8c03\u7528\u591a\u6a21\u6001\u5927\u6a21\u578b\u5206\u6790\u5e03\u5c40\uff0c\u751f\u6210\u8be6\u7ec6\u7684PPT\u7279\u5f81\u4fe1\u606f\uff0c\u4ee5Json\u6570\u636e\u683c\u5f0f\u4fdd\u5b58\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Markdown%E8%A7%A3%E6%9E%90Agent%EF%BC%88markdown_agent%EF%BC%89%EF%BC%9A\"><\/span>Markdown\u89e3\u6790Agent\uff08markdown_agent\uff09\uff1a<span 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