{"id":51151,"date":"2025-08-10T18:15:00","date_gmt":"2025-08-10T10:15:00","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/51151.html"},"modified":"2025-08-10T18:15:00","modified_gmt":"2025-08-10T10:15:00","slug":"python%e5%ae%9e%e6%88%98-%e7%94%a8langchain%e5%bc%80%e5%8f%91ai%e7%9f%ad%e5%89%a7%e7%94%9f%e6%88%90%e7%9a%84ai-agent%e9%a1%b9%e7%9b%ae%e5%ae%9e%e6%88%98","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/51151.html","title":{"rendered":"Python\u5b9e\u6218--\u7528LangChain\u5f00\u53d1AI\u77ed\u5267\u751f\u6210\u7684AI Agent\u9879\u76ee\u5b9e\u6218"},"content":{"rendered":"<h3>\u524d\u8a00<\/h3>\n<p>\u968f\u7740AI\u6280\u672f\u7684\u5feb\u901f\u53d1\u5c55&#xff0c;\u5185\u5bb9\u521b\u4f5c\u9886\u57df\u6b63\u5728\u7ecf\u5386\u4e00\u573a\u9769\u547d\u3002AI\u77ed\u5267\u4f5c\u4e3a\u65b0\u5174\u7684\u5185\u5bb9\u5f62\u5f0f&#xff0c;\u7ed3\u5408\u4e86\u4eba\u5de5\u667a\u80fd\u7684\u521b\u9020\u529b\u548c\u77ed\u89c6\u9891\u7684\u4f20\u64ad\u4f18\u52bf\u3002\u672c\u6587\u5c06\u8be6\u7ec6\u4ecb\u7ecd\u5982\u4f55\u4f7f\u7528LangChain\u6846\u67b6\u5f00\u53d1\u4e00\u4e2a\u5b8c\u6574\u7684AI\u77ed\u5267\u751f\u6210Agent\u7cfb\u7edf&#xff0c;\u4ece\u6280\u672f\u67b6\u6784\u5230\u5b9e\u9645\u5b9e\u73b0&#xff0c;\u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u5168\u9762\u7684\u5b9e\u6218\u6307\u5357\u3002<\/p>\n<h3>\u9879\u76ee\u6982\u8ff0<\/h3>\n<h4>\u4ec0\u4e48\u662fAI\u77ed\u5267\u751f\u6210Agent<\/h4>\n<p>AI\u77ed\u5267\u751f\u6210Agent\u662f\u4e00\u4e2a\u57fa\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u7684\u667a\u80fd\u7cfb\u7edf&#xff0c;\u80fd\u591f\u81ea\u52a8\u751f\u6210\u5305\u542b\u5267\u60c5\u3001\u5bf9\u8bdd\u3001\u573a\u666f\u63cf\u8ff0\u7684\u77ed\u5267\u811a\u672c&#xff0c;\u5e76\u53ef\u8fdb\u4e00\u6b65\u6269\u5c55\u5230\u89c6\u9891\u751f\u6210\u3001\u914d\u97f3\u7b49\u529f\u80fd\u3002<\/p>\n<h4>\u6838\u5fc3\u529f\u80fd\u7279\u6027<\/h4>\n<ul>\n<li>\u667a\u80fd\u5267\u672c\u521b\u4f5c&#xff1a;\u57fa\u4e8e\u7528\u6237\u8f93\u5165\u7684\u4e3b\u9898\u3001\u98ce\u683c\u3001\u89d2\u8272\u8bbe\u5b9a\u81ea\u52a8\u751f\u6210\u5267\u672c<\/li>\n<li>\u591a\u8f6e\u5bf9\u8bdd\u7ba1\u7406&#xff1a;\u652f\u6301\u7528\u6237\u4e0eAgent\u7684\u4ea4\u4e92\u5f0f\u521b\u4f5c\u8fc7\u7a0b<\/li>\n<li>\u5185\u5bb9\u4e2a\u6027\u5316&#xff1a;\u6839\u636e\u7528\u6237\u504f\u597d\u8c03\u6574\u521b\u4f5c\u98ce\u683c\u548c\u5185\u5bb9\u65b9\u5411<\/li>\n<li>\u6a21\u5757\u5316\u8bbe\u8ba1&#xff1a;\u652f\u6301\u5267\u60c5\u5927\u7eb2\u3001\u89d2\u8272\u8bbe\u5b9a\u3001\u5bf9\u8bdd\u751f\u6210\u7b49\u6a21\u5757\u5316\u529f\u80fd<\/li>\n<li>\u89c6\u9891\u81ea\u52a8\u751f\u6210&#xff1a;\u96c6\u6210Vidu API&#xff0c;\u5c06\u5267\u672c\u81ea\u52a8\u8f6c\u6362\u4e3a\u89c6\u9891\u5185\u5bb9<\/li>\n<li>\u591a\u6a21\u6001\u8f93\u51fa&#xff1a;\u652f\u6301\u6587\u672c\u5267\u672c\u3001\u89c6\u9891\u7247\u6bb5\u3001\u97f3\u9891\u914d\u97f3\u7b49\u591a\u79cd\u8f93\u51fa\u5f62\u5f0f<\/li>\n<li>\u8d28\u91cf\u63a7\u5236&#xff1a;\u5185\u7f6e\u5185\u5bb9\u5ba1\u6838\u548c\u8d28\u91cf\u8bc4\u4f30\u673a\u5236<\/li>\n<\/ul>\n<h3>\u6280\u672f\u67b6\u6784\u8bbe\u8ba1<\/h3>\n<h4>\u6574\u4f53\u67b6\u6784<\/h4>\n<p>#mermaid-svg-X46UhuqdGbaCvAu3 {font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;fill:#333;}#mermaid-svg-X46UhuqdGbaCvAu3 .error-icon{fill:#552222;}#mermaid-svg-X46UhuqdGbaCvAu3 .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-X46UhuqdGbaCvAu3 .edge-thickness-normal{stroke-width:2px;}#mermaid-svg-X46UhuqdGbaCvAu3 .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-X46UhuqdGbaCvAu3 .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-X46UhuqdGbaCvAu3 .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-X46UhuqdGbaCvAu3 .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-X46UhuqdGbaCvAu3 .marker{fill:#333333;stroke:#333333;}#mermaid-svg-X46UhuqdGbaCvAu3 .marker.cross{stroke:#333333;}#mermaid-svg-X46UhuqdGbaCvAu3 svg{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-X46UhuqdGbaCvAu3 .label{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;color:#333;}#mermaid-svg-X46UhuqdGbaCvAu3 .cluster-label text{fill:#333;}#mermaid-svg-X46UhuqdGbaCvAu3 .cluster-label span{color:#333;}#mermaid-svg-X46UhuqdGbaCvAu3 .label text,#mermaid-svg-X46UhuqdGbaCvAu3 span{fill:#333;color:#333;}#mermaid-svg-X46UhuqdGbaCvAu3 .node rect,#mermaid-svg-X46UhuqdGbaCvAu3 .node circle,#mermaid-svg-X46UhuqdGbaCvAu3 .node ellipse,#mermaid-svg-X46UhuqdGbaCvAu3 .node polygon,#mermaid-svg-X46UhuqdGbaCvAu3 .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-X46UhuqdGbaCvAu3 .node .label{text-align:center;}#mermaid-svg-X46UhuqdGbaCvAu3 .node.clickable{cursor:pointer;}#mermaid-svg-X46UhuqdGbaCvAu3 .arrowheadPath{fill:#333333;}#mermaid-svg-X46UhuqdGbaCvAu3 .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-X46UhuqdGbaCvAu3 .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-X46UhuqdGbaCvAu3 .edgeLabel{background-color:#e8e8e8;text-align:center;}#mermaid-svg-X46UhuqdGbaCvAu3 .edgeLabel rect{opacity:0.5;background-color:#e8e8e8;fill:#e8e8e8;}#mermaid-svg-X46UhuqdGbaCvAu3 .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-X46UhuqdGbaCvAu3 .cluster text{fill:#333;}#mermaid-svg-X46UhuqdGbaCvAu3 .cluster span{color:#333;}#mermaid-svg-X46UhuqdGbaCvAu3 div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-X46UhuqdGbaCvAu3 :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}<span id=\"L-L-A-B\" class=\"edgeLabel L-LS-A&#039; L-LE-B\"><\/span><span id=\"L-L-B-C\" class=\"edgeLabel L-LS-B&#039; L-LE-C\"><\/span><span id=\"L-L-B-D\" class=\"edgeLabel L-LS-B&#039; L-LE-D\"><\/span><span id=\"L-L-B-E\" class=\"edgeLabel L-LS-B&#039; L-LE-E\"><\/span><span id=\"L-L-B-F\" class=\"edgeLabel L-LS-B&#039; L-LE-F\"><\/span><span id=\"L-L-C-G\" class=\"edgeLabel L-LS-C&#039; L-LE-G\"><\/span><span id=\"L-L-D-G\" class=\"edgeLabel L-LS-D&#039; L-LE-G\"><\/span><span id=\"L-L-E-G\" class=\"edgeLabel L-LS-E&#039; L-LE-G\"><\/span><span id=\"L-L-F-G\" class=\"edgeLabel L-LS-F&#039; L-LE-G\"><\/span><span id=\"L-L-G-H\" class=\"edgeLabel L-LS-G&#039; L-LE-H\"><\/span><span id=\"L-L-H-I\" class=\"edgeLabel L-LS-H&#039; L-LE-I\"><\/span><span id=\"L-L-I-J\" class=\"edgeLabel L-LS-I&#039; L-LE-J\"><\/span><span id=\"L-L-J-K\" class=\"edgeLabel L-LS-J&#039; L-LE-K\"><\/span><span id=\"L-L-K-L\" class=\"edgeLabel L-LS-K&#039; L-LE-L\"><\/span><span id=\"L-L-L-M\" class=\"edgeLabel L-LS-L&#039; L-LE-M\"><\/span><span id=\"L-L-M-N\" class=\"edgeLabel L-LS-M&#039; L-LE-N\"><\/span>\u7528\u6237\u8f93\u5165LangChain Agent\u5267\u672c\u751f\u6210\u6a21\u5757\u89d2\u8272\u7ba1\u7406\u6a21\u5757\u573a\u666f\u63cf\u8ff0\u6a21\u5757\u5bf9\u8bdd\u751f\u6210\u6a21\u5757\u5185\u5bb9\u6574\u5408\u5668\u8d28\u91cf\u8bc4\u4f30\u8f93\u51fa\u4f18\u5316\u6700\u7ec8\u5267\u672c\u89c6\u9891\u751f\u6210\u6a21\u5757Vidu API\u8c03\u7528\u89c6\u9891\u6e32\u67d3\u6700\u7ec8\u89c6\u9891\u8f93\u51fa<\/p>\n<h4>\u6838\u5fc3\u7ec4\u4ef6<\/h4>\n<li>\n<p>LangChain Agent\u6838\u5fc3<\/p>\n<ul>\n<li>\u4efb\u52a1\u89c4\u5212\u548c\u6267\u884c<\/li>\n<li>\u5de5\u5177\u8c03\u7528\u7ba1\u7406<\/li>\n<li>\u4e0a\u4e0b\u6587\u7ef4\u62a4<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u5185\u5bb9\u751f\u6210\u5f15\u64ce<\/p>\n<ul>\n<li>\u5267\u60c5\u5927\u7eb2\u751f\u6210<\/li>\n<li>\u89d2\u8272\u6027\u683c\u8bbe\u5b9a<\/li>\n<li>\u5bf9\u8bdd\u5185\u5bb9\u521b\u4f5c<\/li>\n<li>\u573a\u666f\u63cf\u8ff0\u751f\u6210<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u89c6\u9891\u751f\u6210\u7cfb\u7edf<\/p>\n<ul>\n<li>Vidu API\u96c6\u6210<\/li>\n<li>\u6587\u672c\u5230\u89c6\u9891\u8f6c\u6362<\/li>\n<li>\u89c6\u9891\u7247\u6bb5\u5408\u6210<\/li>\n<li>\u6e32\u67d3\u8fdb\u5ea6\u7ba1\u7406<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u8d28\u91cf\u63a7\u5236\u7cfb\u7edf<\/p>\n<ul>\n<li>\u5185\u5bb9\u4e00\u81f4\u6027\u68c0\u67e5<\/li>\n<li>\u903b\u8f91\u5408\u7406\u6027\u9a8c\u8bc1<\/li>\n<li>\u521b\u610f\u5ea6\u8bc4\u4f30<\/li>\n<\/ul>\n<\/li>\n<h3>\u73af\u5883\u642d\u5efa\u4e0e\u4f9d\u8d56\u5b89\u88c5<\/h3>\n<h4>\u57fa\u7840\u73af\u5883\u8981\u6c42<\/h4>\n<p><span class=\"token comment\"># Python\u73af\u5883\u8981\u6c42<\/span><br \/>\nPython <span class=\"token operator\">&gt;<\/span><span class=\"token operator\">&#061;<\/span> <span class=\"token number\">3.8<\/span><\/p>\n<p><span class=\"token comment\"># \u6838\u5fc3\u4f9d\u8d56\u5305<\/span><br \/>\npip <span class=\"token function\">install<\/span> langchain<br \/>\npip <span class=\"token function\">install<\/span> openai<br \/>\npip <span class=\"token function\">install<\/span> chromadb<br \/>\npip <span class=\"token function\">install<\/span> streamlit<br \/>\npip <span class=\"token function\">install<\/span> pydantic<br \/>\npip <span class=\"token function\">install<\/span> python-dotenv<br \/>\npip <span class=\"token function\">install<\/span> requests<br \/>\npip <span class=\"token function\">install<\/span> aiohttp<br \/>\npip <span class=\"token function\">install<\/span> pillow<\/p>\n<h4>\u9879\u76ee\u7ed3\u6784<\/h4>\n<p>ai-drama-generator\/<br \/>\n\u251c\u2500\u2500 src\/<br \/>\n\u2502   \u251c\u2500\u2500 agents\/<br \/>\n\u2502   \u2502   \u251c\u2500\u2500 drama_agent.py<br \/>\n\u2502   \u2502   \u251c\u2500\u2500 character_agent.py<br \/>\n\u2502   \u2502   \u2514\u2500\u2500 scene_agent.py<br \/>\n\u2502   \u251c\u2500\u2500 tools\/<br \/>\n\u2502   \u2502   \u251c\u2500\u2500 plot_generator.py<br \/>\n\u2502   \u2502   \u251c\u2500\u2500 dialogue_creator.py<br \/>\n\u2502   \u2502   \u251c\u2500\u2500 video_generator.py<br \/>\n\u2502   \u2502   \u2514\u2500\u2500 quality_checker.py<br \/>\n\u2502   \u251c\u2500\u2500 models\/<br \/>\n\u2502   \u2502   \u251c\u2500\u2500 drama_models.py<br \/>\n\u2502   \u2502   \u2514\u2500\u2500 character_models.py<br \/>\n\u2502   \u251c\u2500\u2500 utils\/<br \/>\n\u2502   \u2502   \u251c\u2500\u2500 prompt_templates.py<br \/>\n\u2502   \u2502   \u2514\u2500\u2500 config.py<br \/>\n\u2502   \u2514\u2500\u2500 main.py<br \/>\n\u251c\u2500\u2500 data\/<br \/>\n\u2502   \u251c\u2500\u2500 templates\/<br \/>\n\u2502   \u2514\u2500\u2500 examples\/<br \/>\n\u251c\u2500\u2500 tests\/<br \/>\n\u251c\u2500\u2500 requirements.txt<br \/>\n\u2514\u2500\u2500 README.md<\/p>\n<h3>\u6838\u5fc3\u4ee3\u7801\u5b9e\u73b0<\/h3>\n<h4>1. \u57fa\u7840\u914d\u7f6e\u548c\u6a21\u578b\u5b9a\u4e49<\/h4>\n<p><span class=\"token comment\"># src\/models\/drama_models.py<\/span><br \/>\n<span class=\"token keyword\">from<\/span> pydantic <span class=\"token keyword\">import<\/span> BaseModel<br \/>\n<span class=\"token keyword\">from<\/span> typing <span class=\"token keyword\">import<\/span> List<span class=\"token punctuation\">,<\/span> Optional<br \/>\n<span class=\"token keyword\">from<\/span> enum <span class=\"token keyword\">import<\/span> Enum<\/p>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">DramaGenre<\/span><span class=\"token punctuation\">(<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> Enum<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    COMEDY <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;comedy&#034;<\/span><br \/>\n    ROMANCE <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;romance&#034;<\/span><br \/>\n    THRILLER <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;thriller&#034;<\/span><br \/>\n    DRAMA <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;drama&#034;<\/span><br \/>\n    FANTASY <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;fantasy&#034;<\/span><\/p>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">Character<\/span><span class=\"token punctuation\">(<\/span>BaseModel<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    name<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><br \/>\n    age<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span><br \/>\n    personality<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><br \/>\n    background<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><br \/>\n    role<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span>  <span class=\"token comment\"># protagonist, antagonist, supporting<\/span><\/p>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">Scene<\/span><span class=\"token punctuation\">(<\/span>BaseModel<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    location<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><br \/>\n    time<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><br \/>\n    description<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><br \/>\n    mood<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><\/p>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">Dialogue<\/span><span class=\"token punctuation\">(<\/span>BaseModel<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    character<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><br \/>\n    content<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><br \/>\n    emotion<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><br \/>\n    action<span class=\"token punctuation\">:<\/span> Optional<span class=\"token punctuation\">[<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token boolean\">None<\/span><\/p>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">VideoClip<\/span><span class=\"token punctuation\">(<\/span>BaseModel<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    scene_id<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><br \/>\n    prompt<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><br \/>\n    duration<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">float<\/span><br \/>\n    video_url<span class=\"token punctuation\">:<\/span> Optional<span class=\"token punctuation\">[<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token boolean\">None<\/span><br \/>\n    status<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;pending&#034;<\/span>  <span class=\"token comment\"># pending, processing, completed, failed<\/span><\/p>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">DramaScript<\/span><span class=\"token punctuation\">(<\/span>BaseModel<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    title<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><br \/>\n    genre<span class=\"token punctuation\">:<\/span> DramaGenre<br \/>\n    duration<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span>  <span class=\"token comment\"># \u5206\u949f<\/span><br \/>\n    characters<span class=\"token punctuation\">:<\/span> List<span class=\"token punctuation\">[<\/span>Character<span class=\"token punctuation\">]<\/span><br \/>\n    scenes<span class=\"token punctuation\">:<\/span> List<span class=\"token punctuation\">[<\/span>Scene<span class=\"token punctuation\">]<\/span><br \/>\n    dialogues<span class=\"token punctuation\">:<\/span> List<span class=\"token punctuation\">[<\/span>Dialogue<span class=\"token punctuation\">]<\/span><br \/>\n    video_clips<span class=\"token punctuation\">:<\/span> List<span class=\"token punctuation\">[<\/span>VideoClip<span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    summary<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><\/p>\n<h4>2. LangChain Agent\u5b9e\u73b0<\/h4>\n<p><span class=\"token comment\"># src\/agents\/drama_agent.py<\/span><br \/>\n<span class=\"token keyword\">from<\/span> langchain<span class=\"token punctuation\">.<\/span>agents <span class=\"token keyword\">import<\/span> AgentExecutor<span class=\"token punctuation\">,<\/span> create_openai_functions_agent<br \/>\n<span class=\"token keyword\">from<\/span> langchain<span class=\"token punctuation\">.<\/span>tools <span class=\"token keyword\">import<\/span> Tool<br \/>\n<span class=\"token keyword\">from<\/span> langchain_openai <span class=\"token keyword\">import<\/span> ChatOpenAI<br \/>\n<span class=\"token keyword\">from<\/span> langchain<span class=\"token punctuation\">.<\/span>prompts <span class=\"token keyword\">import<\/span> ChatPromptTemplate<br \/>\n<span class=\"token keyword\">from<\/span> langchain<span class=\"token punctuation\">.<\/span>memory <span class=\"token keyword\">import<\/span> ConversationBufferMemory<br \/>\n<span class=\"token keyword\">from<\/span> typing <span class=\"token keyword\">import<\/span> Dict<span class=\"token punctuation\">,<\/span> Any<\/p>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">DramaGeneratorAgent<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">__init__<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> api_key<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> model_name<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;gpt-4&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>llm <span class=\"token operator\">&#061;<\/span> ChatOpenAI<span class=\"token punctuation\">(<\/span><br \/>\n            api_key<span class=\"token operator\">&#061;<\/span>api_key<span class=\"token punctuation\">,<\/span><br \/>\n            model<span class=\"token operator\">&#061;<\/span>model_name<span class=\"token punctuation\">,<\/span><br \/>\n            temperature<span class=\"token operator\">&#061;<\/span><span class=\"token number\">0.7<\/span><br \/>\n        <span class=\"token punctuation\">)<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>memory <span class=\"token operator\">&#061;<\/span> ConversationBufferMemory<span class=\"token punctuation\">(<\/span><br \/>\n            memory_key<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;chat_history&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            return_messages<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">True<\/span><br \/>\n        <span class=\"token punctuation\">)<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>tools <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>_create_tools<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>agent <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>_create_agent<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">_create_tools<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> List<span class=\"token punctuation\">[<\/span>Tool<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u521b\u5efaAgent\u4f7f\u7528\u7684\u5de5\u5177&#034;&#034;&#034;<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">[<\/span><br \/>\n            Tool<span class=\"token punctuation\">(<\/span><br \/>\n                name<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;plot_generator&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                description<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\u751f\u6210\u5267\u60c5\u5927\u7eb2\u548c\u6545\u4e8b\u7ed3\u6784&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                func<span class=\"token operator\">&#061;<\/span>self<span class=\"token punctuation\">.<\/span>_generate_plot<br \/>\n            <span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            Tool<span class=\"token punctuation\">(<\/span><br \/>\n                name<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;character_creator&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                description<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\u521b\u5efa\u548c\u8bbe\u8ba1\u89d2\u8272&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                func<span class=\"token operator\">&#061;<\/span>self<span class=\"token punctuation\">.<\/span>_create_characters<br \/>\n            <span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            Tool<span class=\"token punctuation\">(<\/span><br \/>\n                name<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;dialogue_writer&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                description<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\u7f16\u5199\u89d2\u8272\u5bf9\u8bdd&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                func<span class=\"token operator\">&#061;<\/span>self<span class=\"token punctuation\">.<\/span>_write_dialogue<br \/>\n            <span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            Tool<span class=\"token punctuation\">(<\/span><br \/>\n                name<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;scene_designer&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                description<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\u8bbe\u8ba1\u573a\u666f\u548c\u73af\u5883\u63cf\u8ff0&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                func<span class=\"token operator\">&#061;<\/span>self<span class=\"token punctuation\">.<\/span>_design_scenes<br \/>\n            <span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            Tool<span class=\"token punctuation\">(<\/span><br \/>\n                name<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;video_generator&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                description<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\u751f\u6210\u89c6\u9891\u7247\u6bb5&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                func<span class=\"token operator\">&#061;<\/span>self<span class=\"token punctuation\">.<\/span>_generate_video<br \/>\n            <span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            Tool<span class=\"token punctuation\">(<\/span><br \/>\n                name<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;quality_checker&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                description<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\u68c0\u67e5\u5267\u672c\u8d28\u91cf\u548c\u4e00\u81f4\u6027&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                func<span class=\"token operator\">&#061;<\/span>self<span class=\"token punctuation\">.<\/span>_check_quality<br \/>\n            <span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">]<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">_create_agent<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> AgentExecutor<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u521b\u5efaLangChain Agent&#034;&#034;&#034;<\/span><br \/>\n        prompt <span class=\"token operator\">&#061;<\/span> ChatPromptTemplate<span class=\"token punctuation\">.<\/span>from_messages<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">[<\/span><br \/>\n            <span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;system&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u4f60\u662f\u4e00\u4e2a\u4e13\u4e1a\u7684AI\u77ed\u5267\u7f16\u5267\u52a9\u624b\u3002\u4f60\u7684\u4efb\u52a1\u662f\u5e2e\u52a9\u7528\u6237\u521b\u4f5c\u9ad8\u8d28\u91cf\u7684\u77ed\u5267\u5267\u672c\u3002<\/p>\n<p>            \u4f60\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u5de5\u5177&#xff1a;<br \/>\n            &#8211; plot_generator: \u751f\u6210\u5267\u60c5\u5927\u7eb2<br \/>\n            &#8211; character_creator: \u521b\u5efa\u89d2\u8272<br \/>\n            &#8211; dialogue_writer: \u7f16\u5199\u5bf9\u8bdd<br \/>\n            &#8211; scene_designer: \u8bbe\u8ba1\u573a\u666f<br \/>\n            &#8211; video_generator: \u751f\u6210\u89c6\u9891\u7247\u6bb5<br \/>\n            &#8211; quality_checker: \u8d28\u91cf\u68c0\u67e5<\/p>\n<p>            \u8bf7\u6839\u636e\u7528\u6237\u9700\u6c42&#xff0c;\u5408\u7406\u4f7f\u7528\u8fd9\u4e9b\u5de5\u5177\u6765\u521b\u4f5c\u5267\u672c\u3002&#034;&#034;&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;human&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;{input}&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;assistant&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;{agent_scratchpad}&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>        agent <span class=\"token operator\">&#061;<\/span> create_openai_functions_agent<span class=\"token punctuation\">(<\/span><br \/>\n            llm<span class=\"token operator\">&#061;<\/span>self<span class=\"token punctuation\">.<\/span>llm<span class=\"token punctuation\">,<\/span><br \/>\n            tools<span class=\"token operator\">&#061;<\/span>self<span class=\"token punctuation\">.<\/span>tools<span class=\"token punctuation\">,<\/span><br \/>\n            prompt<span class=\"token operator\">&#061;<\/span>prompt<br \/>\n        <span class=\"token punctuation\">)<\/span><\/p>\n<p>        <span class=\"token keyword\">return<\/span> AgentExecutor<span class=\"token punctuation\">(<\/span><br \/>\n            agent<span class=\"token operator\">&#061;<\/span>agent<span class=\"token punctuation\">,<\/span><br \/>\n            tools<span class=\"token operator\">&#061;<\/span>self<span class=\"token punctuation\">.<\/span>tools<span class=\"token punctuation\">,<\/span><br \/>\n            memory<span class=\"token operator\">&#061;<\/span>self<span class=\"token punctuation\">.<\/span>memory<span class=\"token punctuation\">,<\/span><br \/>\n            verbose<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">True<\/span><br \/>\n        <span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">generate_drama<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> user_input<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> Dict<span class=\"token punctuation\">[<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> Any<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u751f\u6210\u77ed\u5267\u5267\u672c\u7684\u4e3b\u8981\u65b9\u6cd5&#034;&#034;&#034;<\/span><br \/>\n        <span class=\"token keyword\">try<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            result <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>agent<span class=\"token punctuation\">.<\/span>invoke<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;input&#034;<\/span><span class=\"token punctuation\">:<\/span> user_input<span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n                <span class=\"token string\">&#034;success&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token boolean\">True<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">:<\/span> result<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;output&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token string\">&#034;chat_history&#034;<\/span><span class=\"token punctuation\">:<\/span> self<span class=\"token punctuation\">.<\/span>memory<span class=\"token punctuation\">.<\/span>chat_memory<span class=\"token punctuation\">.<\/span>messages<br \/>\n            <span class=\"token punctuation\">}<\/span><br \/>\n        <span class=\"token keyword\">except<\/span> Exception <span class=\"token keyword\">as<\/span> e<span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n                <span class=\"token string\">&#034;success&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token boolean\">False<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token string\">&#034;error&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">(<\/span>e<span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token punctuation\">}<\/span><\/p>\n<h4>3. \u5267\u60c5\u751f\u6210\u5de5\u5177\u5b9e\u73b0<\/h4>\n<p><span class=\"token comment\"># src\/tools\/plot_generator.py<\/span><br \/>\n<span class=\"token keyword\">from<\/span> langchain<span class=\"token punctuation\">.<\/span>prompts <span class=\"token keyword\">import<\/span> PromptTemplate<br \/>\n<span class=\"token keyword\">from<\/span> langchain_openai <span class=\"token keyword\">import<\/span> ChatOpenAI<br \/>\n<span class=\"token keyword\">from<\/span> typing <span class=\"token keyword\">import<\/span> Dict<span class=\"token punctuation\">,<\/span> Any<\/p>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">PlotGenerator<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">__init__<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> llm<span class=\"token punctuation\">:<\/span> ChatOpenAI<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>llm <span class=\"token operator\">&#061;<\/span> llm<br \/>\n        self<span class=\"token punctuation\">.<\/span>plot_template <span class=\"token operator\">&#061;<\/span> PromptTemplate<span class=\"token punctuation\">(<\/span><br \/>\n            input_variables<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;genre&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;theme&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;duration&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;target_audience&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            template<span class=\"token operator\">&#061;<\/span><span class=\"token triple-quoted-string string\">&#034;&#034;&#034;<br \/>\n            \u8bf7\u4e3a\u4ee5\u4e0b\u77ed\u5267\u521b\u4f5c\u4e00\u4e2a\u5f15\u4eba\u5165\u80dc\u7684\u5267\u60c5\u5927\u7eb2&#xff1a;<\/p>\n<p>            \u7c7b\u578b&#xff1a;{genre}<br \/>\n            \u4e3b\u9898&#xff1a;{theme}<br \/>\n            \u65f6\u957f&#xff1a;{duration}\u5206\u949f<br \/>\n            \u76ee\u6807\u89c2\u4f17&#xff1a;{target_audience}<\/p>\n<p>            \u8bf7\u5305\u542b\u4ee5\u4e0b\u8981\u7d20&#xff1a;<br \/>\n            1. \u6545\u4e8b\u80cc\u666f\u8bbe\u5b9a<br \/>\n            2. \u4e3b\u8981\u51b2\u7a81\u70b9<br \/>\n            3. \u60c5\u8282\u53d1\u5c55\u8109\u7edc<br \/>\n            4. \u9ad8\u6f6e\u8bbe\u8ba1<br \/>\n            5. \u7ed3\u5c40\u5b89\u6392<\/p>\n<p>            \u8981\u6c42&#xff1a;<br \/>\n            &#8211; \u60c5\u8282\u7d27\u51d1&#xff0c;\u9002\u5408\u77ed\u5267\u5f62\u5f0f<br \/>\n            &#8211; \u5177\u6709\u620f\u5267\u5f20\u529b\u548c\u89c2\u8d4f\u6027<br \/>\n            &#8211; \u7b26\u5408\u76ee\u6807\u89c2\u4f17\u559c\u597d<br \/>\n            &#8211; \u903b\u8f91\u6e05\u6670&#xff0c;\u7ed3\u6784\u5b8c\u6574<br \/>\n            &#034;&#034;&#034;<\/span><br \/>\n        <span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">generate<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> <span class=\"token operator\">**<\/span>kwargs<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u751f\u6210\u5267\u60c5\u5927\u7eb2&#034;&#034;&#034;<\/span><br \/>\n        prompt <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>plot_template<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">format<\/span><span class=\"token punctuation\">(<\/span><span class=\"token operator\">**<\/span>kwargs<span class=\"token punctuation\">)<\/span><br \/>\n        response <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>llm<span class=\"token punctuation\">.<\/span>invoke<span class=\"token punctuation\">(<\/span>prompt<span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> response<span class=\"token punctuation\">.<\/span>content<\/p>\n<h4>4. \u89d2\u8272\u521b\u5efa\u5de5\u5177<\/h4>\n<p><span class=\"token comment\"># src\/tools\/character_creator.py<\/span><br \/>\n<span class=\"token keyword\">from<\/span> langchain<span class=\"token punctuation\">.<\/span>prompts <span class=\"token keyword\">import<\/span> PromptTemplate<br \/>\n<span class=\"token keyword\">from<\/span> langchain_openai <span class=\"token keyword\">import<\/span> ChatOpenAI<br \/>\n<span class=\"token keyword\">from<\/span> typing <span class=\"token keyword\">import<\/span> List<span class=\"token punctuation\">,<\/span> Dict<\/p>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">CharacterCreator<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">__init__<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> llm<span class=\"token punctuation\">:<\/span> ChatOpenAI<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>llm <span class=\"token operator\">&#061;<\/span> llm<br \/>\n        self<span class=\"token punctuation\">.<\/span>character_template <span class=\"token operator\">&#061;<\/span> PromptTemplate<span class=\"token punctuation\">(<\/span><br \/>\n            input_variables<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;plot_summary&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;character_count&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;genre&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            template<span class=\"token operator\">&#061;<\/span><span class=\"token triple-quoted-string string\">&#034;&#034;&#034;<br \/>\n            \u57fa\u4e8e\u4ee5\u4e0b\u5267\u60c5\u5927\u7eb2&#xff0c;\u521b\u5efa{character_count}\u4e2a\u4e3b\u8981\u89d2\u8272&#xff1a;<\/p>\n<p>            \u5267\u60c5\u5927\u7eb2&#xff1a;{plot_summary}<br \/>\n            \u5267\u672c\u7c7b\u578b&#xff1a;{genre}<\/p>\n<p>            \u4e3a\u6bcf\u4e2a\u89d2\u8272\u63d0\u4f9b&#xff1a;<br \/>\n            1. \u59d3\u540d\u548c\u5e74\u9f84<br \/>\n            2. \u6027\u683c\u7279\u70b9&#xff08;3-5\u4e2a\u5173\u952e\u8bcd&#xff09;<br \/>\n            3. \u80cc\u666f\u6545\u4e8b&#xff08;\u7b80\u8981&#xff09;<br \/>\n            4. \u5728\u5267\u4e2d\u7684\u4f5c\u7528\u548c\u5173\u7cfb<br \/>\n            5. \u5916\u8c8c\u7279\u5f81\u63cf\u8ff0<br \/>\n            6. \u8bf4\u8bdd\u98ce\u683c\u548c\u4e60\u60ef<\/p>\n<p>            \u8981\u6c42&#xff1a;<br \/>\n            &#8211; \u89d2\u8272\u4e2a\u6027\u9c9c\u660e&#xff0c;\u6709\u8fa8\u8bc6\u5ea6<br \/>\n            &#8211; \u89d2\u8272\u95f4\u5173\u7cfb\u6e05\u6670<br \/>\n            &#8211; \u7b26\u5408\u5267\u60c5\u9700\u8981<br \/>\n            &#8211; \u9002\u5408\u77ed\u5267\u8868\u73b0\u5f62\u5f0f<br \/>\n            &#034;&#034;&#034;<\/span><br \/>\n        <span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">create_characters<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> plot_summary<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> character_count<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span><span class=\"token punctuation\">,<\/span> genre<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u521b\u5efa\u89d2\u8272&#034;&#034;&#034;<\/span><br \/>\n        prompt <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>character_template<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">format<\/span><span class=\"token punctuation\">(<\/span><br \/>\n            plot_summary<span class=\"token operator\">&#061;<\/span>plot_summary<span class=\"token punctuation\">,<\/span><br \/>\n            character_count<span class=\"token operator\">&#061;<\/span>character_count<span class=\"token punctuation\">,<\/span><br \/>\n            genre<span class=\"token operator\">&#061;<\/span>genre<br \/>\n        <span class=\"token punctuation\">)<\/span><br \/>\n        response <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>llm<span class=\"token punctuation\">.<\/span>invoke<span class=\"token punctuation\">(<\/span>prompt<span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> response<span class=\"token punctuation\">.<\/span>content<\/p>\n<h4>5. \u5bf9\u8bdd\u751f\u6210\u5de5\u5177<\/h4>\n<p><span class=\"token comment\"># src\/tools\/dialogue_creator.py<\/span><br \/>\n<span class=\"token keyword\">from<\/span> langchain<span class=\"token punctuation\">.<\/span>prompts <span class=\"token keyword\">import<\/span> PromptTemplate<br \/>\n<span class=\"token keyword\">from<\/span> langchain_openai <span class=\"token keyword\">import<\/span> ChatOpenAI<\/p>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">DialogueCreator<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">__init__<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> llm<span class=\"token punctuation\">:<\/span> ChatOpenAI<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>llm <span class=\"token operator\">&#061;<\/span> llm<br \/>\n        self<span class=\"token punctuation\">.<\/span>dialogue_template <span class=\"token operator\">&#061;<\/span> PromptTemplate<span class=\"token punctuation\">(<\/span><br \/>\n            input_variables<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;scene_description&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;characters&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;plot_point&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;mood&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            template<span class=\"token operator\">&#061;<\/span><span class=\"token triple-quoted-string string\">&#034;&#034;&#034;<br \/>\n            \u4e3a\u4ee5\u4e0b\u573a\u666f\u7f16\u5199\u5bf9\u8bdd&#xff1a;<\/p>\n<p>            \u573a\u666f\u63cf\u8ff0&#xff1a;{scene_description}<br \/>\n            \u53c2\u4e0e\u89d2\u8272&#xff1a;{characters}<br \/>\n            \u5267\u60c5\u8981\u70b9&#xff1a;{plot_point}<br \/>\n            \u60c5\u7eea\u6c1b\u56f4&#xff1a;{mood}<\/p>\n<p>            \u5bf9\u8bdd\u8981\u6c42&#xff1a;<br \/>\n            1. \u7b26\u5408\u89d2\u8272\u6027\u683c\u7279\u70b9<br \/>\n            2. \u63a8\u8fdb\u5267\u60c5\u53d1\u5c55<br \/>\n            3. \u81ea\u7136\u6d41\u7545&#xff0c;\u6709\u751f\u6d3b\u611f<br \/>\n            4. \u5305\u542b\u5fc5\u8981\u7684\u52a8\u4f5c\u63cf\u8ff0<br \/>\n            5. \u63a7\u5236\u5728\u9002\u5f53\u957f\u5ea6\u5185<\/p>\n<p>            \u683c\u5f0f&#xff1a;<br \/>\n            \u89d2\u8272\u540d&#xff1a;\u5bf9\u8bdd\u5185\u5bb9 [\u52a8\u4f5c\u63cf\u8ff0]<br \/>\n            &#034;&#034;&#034;<\/span><br \/>\n        <span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">write_dialogue<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> scene_description<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> characters<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                      plot_point<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> mood<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u7f16\u5199\u5bf9\u8bdd&#034;&#034;&#034;<\/span><br \/>\n        prompt <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>dialogue_template<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">format<\/span><span class=\"token punctuation\">(<\/span><br \/>\n            scene_description<span class=\"token operator\">&#061;<\/span>scene_description<span class=\"token punctuation\">,<\/span><br \/>\n            characters<span class=\"token operator\">&#061;<\/span>characters<span class=\"token punctuation\">,<\/span><br \/>\n            plot_point<span class=\"token operator\">&#061;<\/span>plot_point<span class=\"token punctuation\">,<\/span><br \/>\n            mood<span class=\"token operator\">&#061;<\/span>mood<br \/>\n        <span class=\"token punctuation\">)<\/span><br \/>\n        response <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>llm<span class=\"token punctuation\">.<\/span>invoke<span class=\"token punctuation\">(<\/span>prompt<span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> response<span class=\"token punctuation\">.<\/span>content<\/p>\n<h4>6. \u89c6\u9891\u751f\u6210\u5de5\u5177<\/h4>\n<p><span class=\"token comment\"># src\/tools\/video_generator.py<\/span><br \/>\n<span class=\"token keyword\">import<\/span> requests<br \/>\n<span class=\"token keyword\">import<\/span> asyncio<br \/>\n<span class=\"token keyword\">import<\/span> aiohttp<br \/>\n<span class=\"token keyword\">import<\/span> time<br \/>\n<span class=\"token keyword\">from<\/span> typing <span class=\"token keyword\">import<\/span> Dict<span class=\"token punctuation\">,<\/span> List<span class=\"token punctuation\">,<\/span> Optional<br \/>\n<span class=\"token keyword\">from<\/span> langchain_openai <span class=\"token keyword\">import<\/span> ChatOpenAI<br \/>\n<span class=\"token keyword\">from<\/span> langchain<span class=\"token punctuation\">.<\/span>prompts <span class=\"token keyword\">import<\/span> PromptTemplate<\/p>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">VideuAPIClient<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;Vidu API\u5ba2\u6237\u7aef&#034;&#034;&#034;<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">__init__<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> api_key<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> base_url<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;https:\/\/api.vidu.com&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>api_key <span class=\"token operator\">&#061;<\/span> api_key<br \/>\n        self<span class=\"token punctuation\">.<\/span>base_url <span class=\"token operator\">&#061;<\/span> base_url<br \/>\n        self<span class=\"token punctuation\">.<\/span>headers <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token string\">&#034;Authorization&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;Bearer <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>api_key<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;Content-Type&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;application\/json&#034;<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><\/p>\n<p>    <span class=\"token keyword\">async<\/span> <span class=\"token keyword\">def<\/span> <span class=\"token function\">create_video<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> prompt<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> duration<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">float<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">4.0<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                          style<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;general&#034;<\/span><span class=\"token punctuation\">,<\/span> aspect_ratio<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;16:9&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> Dict<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u521b\u5efa\u89c6\u9891\u751f\u6210\u4efb\u52a1&#034;&#034;&#034;<\/span><br \/>\n        url <span class=\"token operator\">&#061;<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>self<span class=\"token punctuation\">.<\/span>base_url<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">\/v1\/video\/create&#034;<\/span><\/span><\/p>\n<p>        payload <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token string\">&#034;prompt&#034;<\/span><span class=\"token punctuation\">:<\/span> prompt<span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;duration&#034;<\/span><span class=\"token punctuation\">:<\/span> duration<span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;style&#034;<\/span><span class=\"token punctuation\">:<\/span> style<span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;aspect_ratio&#034;<\/span><span class=\"token punctuation\">:<\/span> aspect_ratio<span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;quality&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;high&#034;<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><\/p>\n<p>        <span class=\"token keyword\">async<\/span> <span class=\"token keyword\">with<\/span> aiohttp<span class=\"token punctuation\">.<\/span>ClientSession<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">as<\/span> session<span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">async<\/span> <span class=\"token keyword\">with<\/span> session<span class=\"token punctuation\">.<\/span>post<span class=\"token punctuation\">(<\/span>url<span class=\"token punctuation\">,<\/span> json<span class=\"token operator\">&#061;<\/span>payload<span class=\"token punctuation\">,<\/span> headers<span class=\"token operator\">&#061;<\/span>self<span class=\"token punctuation\">.<\/span>headers<span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">as<\/span> response<span class=\"token punctuation\">:<\/span><br \/>\n                <span class=\"token keyword\">if<\/span> response<span class=\"token punctuation\">.<\/span>status <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token number\">200<\/span><span class=\"token punctuation\">:<\/span><br \/>\n                    <span class=\"token keyword\">return<\/span> <span class=\"token keyword\">await<\/span> response<span class=\"token punctuation\">.<\/span>json<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n                <span class=\"token keyword\">else<\/span><span class=\"token punctuation\">:<\/span><br \/>\n                    <span class=\"token keyword\">raise<\/span> Exception<span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;API\u8c03\u7528\u5931\u8d25: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>response<span class=\"token punctuation\">.<\/span>status<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">, <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span><span class=\"token keyword\">await<\/span> response<span class=\"token punctuation\">.<\/span>text<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">async<\/span> <span class=\"token keyword\">def<\/span> <span class=\"token function\">get_video_status<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> task_id<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> Dict<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u67e5\u8be2\u89c6\u9891\u751f\u6210\u72b6\u6001&#034;&#034;&#034;<\/span><br \/>\n        url <span class=\"token operator\">&#061;<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>self<span class=\"token punctuation\">.<\/span>base_url<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">\/v1\/video\/status\/<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>task_id<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><\/p>\n<p>        <span class=\"token keyword\">async<\/span> <span class=\"token keyword\">with<\/span> aiohttp<span class=\"token punctuation\">.<\/span>ClientSession<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">as<\/span> session<span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">async<\/span> <span class=\"token keyword\">with<\/span> session<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span>url<span class=\"token punctuation\">,<\/span> headers<span class=\"token operator\">&#061;<\/span>self<span class=\"token punctuation\">.<\/span>headers<span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">as<\/span> response<span class=\"token punctuation\">:<\/span><br \/>\n                <span class=\"token keyword\">if<\/span> response<span class=\"token punctuation\">.<\/span>status <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token number\">200<\/span><span class=\"token punctuation\">:<\/span><br \/>\n                    <span class=\"token keyword\">return<\/span> <span class=\"token keyword\">await<\/span> response<span class=\"token punctuation\">.<\/span>json<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n                <span class=\"token keyword\">else<\/span><span class=\"token punctuation\">:<\/span><br \/>\n                    <span class=\"token keyword\">raise<\/span> Exception<span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u72b6\u6001\u67e5\u8be2\u5931\u8d25: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>response<span class=\"token punctuation\">.<\/span>status<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">async<\/span> <span class=\"token keyword\">def<\/span> <span class=\"token function\">wait_for_completion<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> task_id<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> max_wait_time<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">300<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> Dict<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u7b49\u5f85\u89c6\u9891\u751f\u6210\u5b8c\u6210&#034;&#034;&#034;<\/span><br \/>\n        start_time <span class=\"token operator\">&#061;<\/span> time<span class=\"token punctuation\">.<\/span>time<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>        <span class=\"token keyword\">while<\/span> time<span class=\"token punctuation\">.<\/span>time<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span> start_time <span class=\"token operator\">&lt;<\/span> max_wait_time<span class=\"token punctuation\">:<\/span><br \/>\n            status_result <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">await<\/span> self<span class=\"token punctuation\">.<\/span>get_video_status<span class=\"token punctuation\">(<\/span>task_id<span class=\"token punctuation\">)<\/span><\/p>\n<p>            <span class=\"token keyword\">if<\/span> status_result<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;status&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;completed&#034;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n                <span class=\"token keyword\">return<\/span> status_result<br \/>\n            <span class=\"token keyword\">elif<\/span> status_result<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;status&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;failed&#034;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n                <span class=\"token keyword\">raise<\/span> Exception<span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u89c6\u9891\u751f\u6210\u5931\u8d25: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>status_result<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#039;error&#039;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#039;\u672a\u77e5\u9519\u8bef&#039;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>            <span class=\"token keyword\">await<\/span> asyncio<span class=\"token punctuation\">.<\/span>sleep<span class=\"token punctuation\">(<\/span><span class=\"token number\">10<\/span><span class=\"token punctuation\">)<\/span>  <span class=\"token comment\"># \u6bcf10\u79d2\u68c0\u67e5\u4e00\u6b21<\/span><\/p>\n<p>        <span class=\"token keyword\">raise<\/span> Exception<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u89c6\u9891\u751f\u6210\u8d85\u65f6&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">VideoGenerator<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u89c6\u9891\u751f\u6210\u5668&#034;&#034;&#034;<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">__init__<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> llm<span class=\"token punctuation\">:<\/span> ChatOpenAI<span class=\"token punctuation\">,<\/span> vidu_api_key<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>llm <span class=\"token operator\">&#061;<\/span> llm<br \/>\n        self<span class=\"token punctuation\">.<\/span>vidu_client <span class=\"token operator\">&#061;<\/span> VideuAPIClient<span class=\"token punctuation\">(<\/span>vidu_api_key<span class=\"token punctuation\">)<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>prompt_optimizer <span class=\"token operator\">&#061;<\/span> PromptTemplate<span class=\"token punctuation\">(<\/span><br \/>\n            input_variables<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;scene_description&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;characters&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;mood&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;action&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            template<span class=\"token operator\">&#061;<\/span><span class=\"token triple-quoted-string string\">&#034;&#034;&#034;<br \/>\n            \u5c06\u4ee5\u4e0b\u5267\u672c\u573a\u666f\u8f6c\u6362\u4e3a\u9002\u5408AI\u89c6\u9891\u751f\u6210\u7684\u8be6\u7ec6\u63cf\u8ff0&#xff1a;<\/p>\n<p>            \u573a\u666f\u63cf\u8ff0&#xff1a;{scene_description}<br \/>\n            \u89d2\u8272&#xff1a;{characters}<br \/>\n            \u60c5\u7eea\u6c1b\u56f4&#xff1a;{mood}<br \/>\n            \u4e3b\u8981\u52a8\u4f5c&#xff1a;{action}<\/p>\n<p>            \u8981\u6c42&#xff1a;<br \/>\n            1. \u63cf\u8ff0\u8981\u5177\u4f53\u3001\u751f\u52a8&#xff0c;\u5305\u542b\u89c6\u89c9\u7ec6\u8282<br \/>\n            2. \u9002\u54084-8\u79d2\u7684\u77ed\u89c6\u9891\u7247\u6bb5<br \/>\n            3. \u907f\u514d\u8fc7\u4e8e\u590d\u6742\u7684\u573a\u666f<br \/>\n            4. \u7a81\u51fa\u5173\u952e\u52a8\u4f5c\u548c\u8868\u60c5<br \/>\n            5. \u4f7f\u7528\u7535\u5f71\u7ea7\u7684\u89c6\u89c9\u8bed\u8a00<\/p>\n<p>            \u8f93\u51fa\u683c\u5f0f&#xff1a;\u7b80\u6d01\u7684\u82f1\u6587\u63cf\u8ff0&#xff0c;\u4e0d\u8d85\u8fc7100\u8bcd<br \/>\n            &#034;&#034;&#034;<\/span><br \/>\n        <span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">optimize_prompt_for_video<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> scene_description<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> characters<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                                 mood<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> action<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u4f18\u5316\u89c6\u9891\u751f\u6210\u63d0\u793a\u8bcd&#034;&#034;&#034;<\/span><br \/>\n        prompt <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>prompt_optimizer<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">format<\/span><span class=\"token punctuation\">(<\/span><br \/>\n            scene_description<span class=\"token operator\">&#061;<\/span>scene_description<span class=\"token punctuation\">,<\/span><br \/>\n            characters<span class=\"token operator\">&#061;<\/span>characters<span class=\"token punctuation\">,<\/span><br \/>\n            mood<span class=\"token operator\">&#061;<\/span>mood<span class=\"token punctuation\">,<\/span><br \/>\n            action<span class=\"token operator\">&#061;<\/span>action<br \/>\n        <span class=\"token punctuation\">)<\/span><\/p>\n<p>        response <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>llm<span class=\"token punctuation\">.<\/span>invoke<span class=\"token punctuation\">(<\/span>prompt<span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> response<span class=\"token punctuation\">.<\/span>content<span class=\"token punctuation\">.<\/span>strip<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">async<\/span> <span class=\"token keyword\">def<\/span> <span class=\"token function\">generate_scene_video<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> scene_data<span class=\"token punctuation\">:<\/span> Dict<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> Dict<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u4e3a\u5355\u4e2a\u573a\u666f\u751f\u6210\u89c6\u9891&#034;&#034;&#034;<\/span><br \/>\n        <span class=\"token keyword\">try<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token comment\"># \u4f18\u5316\u63d0\u793a\u8bcd<\/span><br \/>\n            optimized_prompt <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>optimize_prompt_for_video<span class=\"token punctuation\">(<\/span><br \/>\n                scene_data<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;description&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                scene_data<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;characters&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                scene_data<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;mood&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                scene_data<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;action&#034;<\/span><span class=\"token punctuation\">]<\/span><br \/>\n            <span class=\"token punctuation\">)<\/span><\/p>\n<p>            <span class=\"token comment\"># \u521b\u5efa\u89c6\u9891\u751f\u6210\u4efb\u52a1<\/span><br \/>\n            create_result <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">await<\/span> self<span class=\"token punctuation\">.<\/span>vidu_client<span class=\"token punctuation\">.<\/span>create_video<span class=\"token punctuation\">(<\/span><br \/>\n                prompt<span class=\"token operator\">&#061;<\/span>optimized_prompt<span class=\"token punctuation\">,<\/span><br \/>\n                duration<span class=\"token operator\">&#061;<\/span>scene_data<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;duration&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">4.0<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                style<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;cinematic&#034;<\/span><br \/>\n            <span class=\"token punctuation\">)<\/span><\/p>\n<p>            task_id <span class=\"token operator\">&#061;<\/span> create_result<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;task_id&#034;<\/span><span class=\"token punctuation\">]<\/span><\/p>\n<p>            <span class=\"token comment\"># \u7b49\u5f85\u751f\u6210\u5b8c\u6210<\/span><br \/>\n            completion_result <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">await<\/span> self<span class=\"token punctuation\">.<\/span>vidu_client<span class=\"token punctuation\">.<\/span>wait_for_completion<span class=\"token punctuation\">(<\/span>task_id<span class=\"token punctuation\">)<\/span><\/p>\n<p>            <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n                <span class=\"token string\">&#034;success&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token boolean\">True<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token string\">&#034;task_id&#034;<\/span><span class=\"token punctuation\">:<\/span> task_id<span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token string\">&#034;video_url&#034;<\/span><span class=\"token punctuation\">:<\/span> completion_result<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;video_url&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token string\">&#034;prompt&#034;<\/span><span class=\"token punctuation\">:<\/span> optimized_prompt<span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token string\">&#034;duration&#034;<\/span><span class=\"token punctuation\">:<\/span> completion_result<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;duration&#034;<\/span><span class=\"token punctuation\">]<\/span><br \/>\n            <span class=\"token punctuation\">}<\/span><\/p>\n<p>        <span class=\"token keyword\">except<\/span> Exception <span class=\"token keyword\">as<\/span> e<span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n                <span class=\"token string\">&#034;success&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token boolean\">False<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token string\">&#034;error&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">(<\/span>e<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token string\">&#034;prompt&#034;<\/span><span class=\"token punctuation\">:<\/span> optimized_prompt <span class=\"token keyword\">if<\/span> <span class=\"token string\">&#039;optimized_prompt&#039;<\/span> <span class=\"token keyword\">in<\/span> <span class=\"token builtin\">locals<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">else<\/span> <span class=\"token string\">&#034;&#034;<\/span><br \/>\n            <span class=\"token punctuation\">}<\/span><\/p>\n<p>    <span class=\"token keyword\">async<\/span> <span class=\"token keyword\">def<\/span> <span class=\"token function\">generate_drama_videos<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> scenes<span class=\"token punctuation\">:<\/span> List<span class=\"token punctuation\">[<\/span>Dict<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> List<span class=\"token punctuation\">[<\/span>Dict<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u4e3a\u6574\u4e2a\u77ed\u5267\u751f\u6210\u89c6\u9891\u7247\u6bb5&#034;&#034;&#034;<\/span><br \/>\n        results <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><\/p>\n<p>        <span class=\"token comment\"># \u5e76\u53d1\u751f\u6210\u591a\u4e2a\u573a\u666f&#xff08;\u9650\u5236\u5e76\u53d1\u6570\u91cf\u907f\u514dAPI\u9650\u5236&#xff09;<\/span><br \/>\n        semaphore <span class=\"token operator\">&#061;<\/span> asyncio<span class=\"token punctuation\">.<\/span>Semaphore<span class=\"token punctuation\">(<\/span><span class=\"token number\">3<\/span><span class=\"token punctuation\">)<\/span>  <span class=\"token comment\"># \u6700\u591a\u540c\u65f63\u4e2a\u4efb\u52a1<\/span><\/p>\n<p>        <span class=\"token keyword\">async<\/span> <span class=\"token keyword\">def<\/span> <span class=\"token function\">generate_with_semaphore<\/span><span class=\"token punctuation\">(<\/span>scene<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">async<\/span> <span class=\"token keyword\">with<\/span> semaphore<span class=\"token punctuation\">:<\/span><br \/>\n                <span class=\"token keyword\">return<\/span> <span class=\"token keyword\">await<\/span> self<span class=\"token punctuation\">.<\/span>generate_scene_video<span class=\"token punctuation\">(<\/span>scene<span class=\"token punctuation\">)<\/span><\/p>\n<p>        tasks <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span>generate_with_semaphore<span class=\"token punctuation\">(<\/span>scene<span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">for<\/span> scene <span class=\"token keyword\">in<\/span> scenes<span class=\"token punctuation\">]<\/span><br \/>\n        results <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">await<\/span> asyncio<span class=\"token punctuation\">.<\/span>gather<span class=\"token punctuation\">(<\/span><span class=\"token operator\">*<\/span>tasks<span class=\"token punctuation\">,<\/span> return_exceptions<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>        <span class=\"token keyword\">return<\/span> results<\/p>\n<h3>\u7528\u6237\u754c\u9762\u5b9e\u73b0<\/h3>\n<h4>Streamlit Web\u754c\u9762<\/h4>\n<p><span class=\"token comment\"># src\/main.py<\/span><br \/>\n<span class=\"token keyword\">import<\/span> streamlit <span class=\"token keyword\">as<\/span> st<br \/>\n<span class=\"token keyword\">from<\/span> agents<span class=\"token punctuation\">.<\/span>drama_agent <span class=\"token keyword\">import<\/span> DramaGeneratorAgent<br \/>\n<span class=\"token keyword\">from<\/span> utils<span class=\"token punctuation\">.<\/span>config <span class=\"token keyword\">import<\/span> load_config<br \/>\n<span class=\"token keyword\">import<\/span> json<\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">main<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    st<span class=\"token punctuation\">.<\/span>set_page_config<span class=\"token punctuation\">(<\/span><br \/>\n        page_title<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;AI\u77ed\u5267\u751f\u6210\u5668&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        page_icon<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;&#x1f3ad;&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        layout<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;wide&#034;<\/span><br \/>\n    <span class=\"token punctuation\">)<\/span><\/p>\n<p>    st<span class=\"token punctuation\">.<\/span>title<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;&#x1f3ad; AI\u77ed\u5267\u751f\u6210\u5668&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    st<span class=\"token punctuation\">.<\/span>markdown<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u4f7f\u7528LangChain\u548cGPT-4\u521b\u4f5c\u7cbe\u5f69\u77ed\u5267&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># \u4fa7\u8fb9\u680f\u914d\u7f6e<\/span><br \/>\n    <span class=\"token keyword\">with<\/span> st<span class=\"token punctuation\">.<\/span>sidebar<span class=\"token punctuation\">:<\/span><br \/>\n        st<span class=\"token punctuation\">.<\/span>header<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u521b\u4f5c\u8bbe\u7f6e&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>        genre <span class=\"token operator\">&#061;<\/span> st<span class=\"token punctuation\">.<\/span>selectbox<span class=\"token punctuation\">(<\/span><br \/>\n            <span class=\"token string\">&#034;\u9009\u62e9\u7c7b\u578b&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;\u559c\u5267&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;\u7231\u60c5&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;\u60ac\u7591&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;\u5267\u60c5&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;\u5947\u5e7b&#034;<\/span><span class=\"token punctuation\">]<\/span><br \/>\n        <span class=\"token punctuation\">)<\/span><\/p>\n<p>        duration <span class=\"token operator\">&#061;<\/span> st<span class=\"token punctuation\">.<\/span>slider<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u65f6\u957f(\u5206\u949f)&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">10<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">3<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>        target_audience <span class=\"token operator\">&#061;<\/span> st<span class=\"token punctuation\">.<\/span>selectbox<span class=\"token punctuation\">(<\/span><br \/>\n            <span class=\"token string\">&#034;\u76ee\u6807\u89c2\u4f17&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;\u9752\u5c11\u5e74&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;\u5e74\u8f7b\u4eba&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;\u4e2d\u5e74\u4eba&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;\u5168\u5e74\u9f84&#034;<\/span><span class=\"token punctuation\">]<\/span><br \/>\n        <span class=\"token punctuation\">)<\/span><\/p>\n<p>        character_count <span class=\"token operator\">&#061;<\/span> st<span class=\"token punctuation\">.<\/span>slider<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u4e3b\u8981\u89d2\u8272\u6570&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">2<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">5<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">3<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>        generate_video <span class=\"token operator\">&#061;<\/span> st<span class=\"token punctuation\">.<\/span>checkbox<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u751f\u6210\u89c6\u9891\u7247\u6bb5&#034;<\/span><span class=\"token punctuation\">,<\/span> value<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>        <span class=\"token keyword\">if<\/span> generate_video<span class=\"token punctuation\">:<\/span><br \/>\n            video_style <span class=\"token operator\">&#061;<\/span> st<span class=\"token punctuation\">.<\/span>selectbox<span class=\"token punctuation\">(<\/span><br \/>\n                <span class=\"token string\">&#034;\u89c6\u9891\u98ce\u683c&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;cinematic&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;anime&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;realistic&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;artistic&#034;<\/span><span class=\"token punctuation\">]<\/span><br \/>\n            <span class=\"token punctuation\">)<\/span><\/p>\n<p>            video_quality <span class=\"token operator\">&#061;<\/span> st<span class=\"token punctuation\">.<\/span>selectbox<span class=\"token punctuation\">(<\/span><br \/>\n                <span class=\"token string\">&#034;\u89c6\u9891\u8d28\u91cf&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;standard&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;high&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;ultra&#034;<\/span><span class=\"token punctuation\">]<\/span><br \/>\n            <span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># \u4e3b\u754c\u9762<\/span><br \/>\n    col1<span class=\"token punctuation\">,<\/span> col2 <span class=\"token operator\">&#061;<\/span> st<span class=\"token punctuation\">.<\/span>columns<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">[<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">with<\/span> col1<span class=\"token punctuation\">:<\/span><br \/>\n        st<span class=\"token punctuation\">.<\/span>header<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u521b\u4f5c\u8f93\u5165&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>        theme <span class=\"token operator\">&#061;<\/span> st<span class=\"token punctuation\">.<\/span>text_area<span class=\"token punctuation\">(<\/span><br \/>\n            <span class=\"token string\">&#034;\u5267\u672c\u4e3b\u9898\/\u521b\u610f&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            placeholder<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\u8bf7\u63cf\u8ff0\u60a8\u60f3\u8981\u7684\u77ed\u5267\u4e3b\u9898\u3001\u60c5\u8282\u6216\u521b\u610f\u60f3\u6cd5&#8230;&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            height<span class=\"token operator\">&#061;<\/span><span class=\"token number\">150<\/span><br \/>\n        <span class=\"token punctuation\">)<\/span><\/p>\n<p>        additional_requirements <span class=\"token operator\">&#061;<\/span> st<span class=\"token punctuation\">.<\/span>text_area<span class=\"token punctuation\">(<\/span><br \/>\n            <span class=\"token string\">&#034;\u989d\u5916\u8981\u6c42&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            placeholder<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\u4efb\u4f55\u7279\u6b8a\u8981\u6c42\u6216\u504f\u597d&#8230;&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            height<span class=\"token operator\">&#061;<\/span><span class=\"token number\">100<\/span><br \/>\n        <span class=\"token punctuation\">)<\/span><\/p>\n<p>        <span class=\"token keyword\">if<\/span> st<span class=\"token punctuation\">.<\/span>button<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;&#x1f3ac; \u5f00\u59cb\u521b\u4f5c&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token builtin\">type<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;primary&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">if<\/span> theme<span class=\"token punctuation\">:<\/span><br \/>\n                <span class=\"token keyword\">with<\/span> st<span class=\"token punctuation\">.<\/span>spinner<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;AI\u6b63\u5728\u521b\u4f5c\u4e2d&#8230;&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n                    <span class=\"token comment\"># \u521d\u59cb\u5316Agent<\/span><br \/>\n                    config <span class=\"token operator\">&#061;<\/span> load_config<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n                    agent <span class=\"token operator\">&#061;<\/span> DramaGeneratorAgent<span class=\"token punctuation\">(<\/span>config<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;openai_api_key&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>                    <span class=\"token comment\"># \u6784\u5efa\u8f93\u5165<\/span><br \/>\n                    user_input <span class=\"token operator\">&#061;<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;&#034;&#034;<br \/>\n                    \u8bf7\u521b\u4f5c\u4e00\u4e2a<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>genre<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">\u7c7b\u578b\u7684\u77ed\u5267&#xff0c;\u65f6\u957f\u7ea6<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>duration<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">\u5206\u949f\u3002<br \/>\n                    \u4e3b\u9898&#xff1a;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>theme<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"><br \/>\n                    \u76ee\u6807\u89c2\u4f17&#xff1a;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>target_audience<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"><br \/>\n                    \u4e3b\u8981\u89d2\u8272\u6570&#xff1a;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>character_count<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"><br \/>\n                    \u989d\u5916\u8981\u6c42&#xff1a;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>additional_requirements<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"><\/p>\n<p>                    \u8bf7\u6309\u7167\u4ee5\u4e0b\u6b65\u9aa4\u8fdb\u884c&#xff1a;<br \/>\n                    1. \u9996\u5148\u751f\u6210\u5267\u60c5\u5927\u7eb2<br \/>\n                    2. \u521b\u5efa\u4e3b\u8981\u89d2\u8272<br \/>\n                    3. \u8bbe\u8ba1\u5173\u952e\u573a\u666f<br \/>\n                    4. \u7f16\u5199\u4e3b\u8981\u5bf9\u8bdd<br \/>\n                    5. \u8fdb\u884c\u8d28\u91cf\u68c0\u67e5\u548c\u4f18\u5316<br \/>\n                    <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;6. \u751f\u6210\u89c6\u9891\u7247\u6bb5&#034;<\/span> <span class=\"token keyword\">if<\/span> generate_video <span class=\"token keyword\">else<\/span> <span class=\"token string\">&#034;&#034;<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"><br \/>\n                    &#034;&#034;&#034;<\/span><\/span><\/p>\n<p>                    <span class=\"token comment\"># \u751f\u6210\u5267\u672c<\/span><br \/>\n                    result <span class=\"token operator\">&#061;<\/span> agent<span class=\"token punctuation\">.<\/span>generate_drama<span class=\"token punctuation\">(<\/span>user_input<span class=\"token punctuation\">)<\/span><\/p>\n<p>                    <span class=\"token keyword\">if<\/span> result<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;success&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">:<\/span><br \/>\n                        st<span class=\"token punctuation\">.<\/span>session_state<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;generated_script&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> result<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">]<\/span><br \/>\n                        st<span class=\"token punctuation\">.<\/span>success<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u5267\u672c\u521b\u4f5c\u5b8c\u6210&#xff01;&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n                    <span class=\"token keyword\">else<\/span><span class=\"token punctuation\">:<\/span><br \/>\n                        st<span class=\"token punctuation\">.<\/span>error<span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u521b\u4f5c\u5931\u8d25&#xff1a;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>result<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;error&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token keyword\">else<\/span><span class=\"token punctuation\">:<\/span><br \/>\n                st<span class=\"token punctuation\">.<\/span>warning<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u8bf7\u8f93\u5165\u5267\u672c\u4e3b\u9898&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">with<\/span> col2<span class=\"token punctuation\">:<\/span><br \/>\n        st<span class=\"token punctuation\">.<\/span>header<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u751f\u6210\u7ed3\u679c&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>        <span class=\"token keyword\">if<\/span> <span class=\"token string\">&#034;generated_script&#034;<\/span> <span class=\"token keyword\">in<\/span> st<span class=\"token punctuation\">.<\/span>session_state<span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token comment\"># \u663e\u793a\u5267\u672c\u5185\u5bb9<\/span><br \/>\n            <span class=\"token keyword\">with<\/span> st<span class=\"token punctuation\">.<\/span>expander<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;&#x1f4dd; \u5267\u672c\u5185\u5bb9&#034;<\/span><span class=\"token punctuation\">,<\/span> expanded<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n                st<span class=\"token punctuation\">.<\/span>markdown<span class=\"token punctuation\">(<\/span>st<span class=\"token punctuation\">.<\/span>session_state<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;generated_script&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>            <span class=\"token comment\"># \u89c6\u9891\u751f\u6210\u90e8\u5206<\/span><br \/>\n            <span class=\"token keyword\">if<\/span> generate_video <span class=\"token keyword\">and<\/span> <span class=\"token string\">&#034;video_results&#034;<\/span> <span class=\"token keyword\">not<\/span> <span class=\"token keyword\">in<\/span> st<span class=\"token punctuation\">.<\/span>session_state<span class=\"token punctuation\">:<\/span><br \/>\n                <span class=\"token keyword\">if<\/span> st<span class=\"token punctuation\">.<\/span>button<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;&#x1f3ac; \u751f\u6210\u89c6\u9891\u7247\u6bb5&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n                    <span class=\"token keyword\">with<\/span> st<span class=\"token punctuation\">.<\/span>spinner<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u6b63\u5728\u751f\u6210\u89c6\u9891\u7247\u6bb5&#8230;&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n                        <span class=\"token comment\"># \u8fd9\u91cc\u8c03\u7528\u89c6\u9891\u751f\u6210\u529f\u80fd<\/span><br \/>\n                        st<span class=\"token punctuation\">.<\/span>session_state<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;video_results&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;\u89c6\u9891\u751f\u6210\u529f\u80fd\u6f14\u793a&#034;<\/span><br \/>\n                        st<span class=\"token punctuation\">.<\/span>success<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u89c6\u9891\u7247\u6bb5\u751f\u6210\u5b8c\u6210&#xff01;&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>            <span class=\"token comment\"># \u663e\u793a\u89c6\u9891\u7ed3\u679c<\/span><br \/>\n            <span class=\"token keyword\">if<\/span> <span class=\"token string\">&#034;video_results&#034;<\/span> <span class=\"token keyword\">in<\/span> st<span class=\"token punctuation\">.<\/span>session_state<span class=\"token punctuation\">:<\/span><br \/>\n                <span class=\"token keyword\">with<\/span> st<span class=\"token punctuation\">.<\/span>expander<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;&#x1f3a5; \u89c6\u9891\u7247\u6bb5&#034;<\/span><span class=\"token punctuation\">,<\/span> expanded<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n                    st<span class=\"token punctuation\">.<\/span>info<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u89c6\u9891\u751f\u6210\u529f\u80fd\u5df2\u96c6\u6210&#xff0c;\u5b9e\u9645\u4f7f\u7528\u65f6\u4f1a\u8c03\u7528Vidu API\u751f\u6210\u89c6\u9891&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n                    <span class=\"token comment\"># \u8fd9\u91cc\u53ef\u4ee5\u663e\u793a\u5b9e\u9645\u7684\u89c6\u9891\u64ad\u653e\u5668<\/span><br \/>\n                    <span class=\"token comment\"># st.video(video_url)<\/span><\/p>\n<p>            <span class=\"token comment\"># \u4e0b\u8f7d\u6309\u94ae<\/span><br \/>\n            col1<span class=\"token punctuation\">,<\/span> col2 <span class=\"token operator\">&#061;<\/span> st<span class=\"token punctuation\">.<\/span>columns<span class=\"token punctuation\">(<\/span><span class=\"token number\">2<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token keyword\">with<\/span> col1<span class=\"token punctuation\">:<\/span><br \/>\n                st<span class=\"token punctuation\">.<\/span>download_button<span class=\"token punctuation\">(<\/span><br \/>\n                    label<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;&#x1f4e5; \u4e0b\u8f7d\u5267\u672c&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                    data<span class=\"token operator\">&#061;<\/span>st<span class=\"token punctuation\">.<\/span>session_state<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;generated_script&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                    file_name<span class=\"token operator\">&#061;<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;ai_drama_<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>genre<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">_<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>duration<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">min.md&#034;<\/span><\/span><span class=\"token punctuation\">,<\/span><br \/>\n                    mime<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;text\/markdown&#034;<\/span><br \/>\n                <span class=\"token punctuation\">)<\/span><\/p>\n<p>            <span class=\"token keyword\">with<\/span> col2<span class=\"token punctuation\">:<\/span><br \/>\n                <span class=\"token keyword\">if<\/span> <span class=\"token string\">&#034;video_results&#034;<\/span> <span class=\"token keyword\">in<\/span> st<span class=\"token punctuation\">.<\/span>session_state<span class=\"token punctuation\">:<\/span><br \/>\n                    st<span class=\"token punctuation\">.<\/span>button<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;&#x1f4e5; \u4e0b\u8f7d\u89c6\u9891&#034;<\/span><span class=\"token punctuation\">,<\/span> disabled<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token builtin\">help<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\u89c6\u9891\u4e0b\u8f7d\u529f\u80fd\u5f00\u53d1\u4e2d&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">else<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            st<span class=\"token punctuation\">.<\/span>info<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u8bf7\u5728\u5de6\u4fa7\u8f93\u5165\u521b\u4f5c\u8981\u6c42&#xff0c;\u5f00\u59cbAI\u77ed\u5267\u521b\u4f5c&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">if<\/span> __name__ <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;__main__&#034;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    main<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<h3>\u9ad8\u7ea7\u529f\u80fd\u6269\u5c55<\/h3>\n<h4>1. \u89c6\u9891\u751f\u6210\u96c6\u6210\u793a\u4f8b<\/h4>\n<p><span class=\"token comment\"># src\/agents\/enhanced_drama_agent.py<\/span><br \/>\n<span class=\"token keyword\">from<\/span> tools<span class=\"token punctuation\">.<\/span>video_generator <span class=\"token keyword\">import<\/span> VideoGenerator<br \/>\n<span class=\"token keyword\">import<\/span> asyncio<br \/>\n<span class=\"token keyword\">import<\/span> json<\/p>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">EnhancedDramaAgent<\/span><span class=\"token punctuation\">(<\/span>DramaGeneratorAgent<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">__init__<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> <span class=\"token operator\">*<\/span>args<span class=\"token punctuation\">,<\/span> <span class=\"token operator\">**<\/span>kwargs<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token builtin\">super<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>__init__<span class=\"token punctuation\">(<\/span><span class=\"token operator\">*<\/span>args<span class=\"token punctuation\">,<\/span> <span class=\"token operator\">**<\/span>kwargs<span class=\"token punctuation\">)<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>video_generator <span class=\"token operator\">&#061;<\/span> VideoGenerator<span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">.<\/span>llm<span class=\"token punctuation\">,<\/span> self<span class=\"token punctuation\">.<\/span>config<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;vidu_api_key&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">async<\/span> <span class=\"token keyword\">def<\/span> <span class=\"token function\">generate_complete_drama<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> user_input<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> include_video<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">bool<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> Dict<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u751f\u6210\u5b8c\u6574\u7684\u77ed\u5267&#xff08;\u5305\u542b\u89c6\u9891&#xff09;&#034;&#034;&#034;<\/span><br \/>\n        <span class=\"token keyword\">try<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token comment\"># 1. \u751f\u6210\u5267\u672c<\/span><br \/>\n            script_result <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>generate_drama<span class=\"token punctuation\">(<\/span>user_input<span class=\"token punctuation\">)<\/span><\/p>\n<p>            <span class=\"token keyword\">if<\/span> <span class=\"token keyword\">not<\/span> script_result<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;success&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">:<\/span><br \/>\n                <span class=\"token keyword\">return<\/span> script_result<\/p>\n<p>            result <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n                <span class=\"token string\">&#034;script&#034;<\/span><span class=\"token punctuation\">:<\/span> script_result<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token string\">&#034;videos&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><br \/>\n            <span class=\"token punctuation\">}<\/span><\/p>\n<p>            <span class=\"token keyword\">if<\/span> include_video<span class=\"token punctuation\">:<\/span><br \/>\n                <span class=\"token comment\"># 2. \u89e3\u6790\u573a\u666f\u4fe1\u606f<\/span><br \/>\n                scenes <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>_extract_scenes_from_script<span class=\"token punctuation\">(<\/span>script_result<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>                <span class=\"token comment\"># 3. \u751f\u6210\u89c6\u9891\u7247\u6bb5<\/span><br \/>\n                video_results <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">await<\/span> self<span class=\"token punctuation\">.<\/span>video_generator<span class=\"token punctuation\">.<\/span>generate_drama_videos<span class=\"token punctuation\">(<\/span>scenes<span class=\"token punctuation\">)<\/span><br \/>\n                result<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;videos&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> video_results<\/p>\n<p>            <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n                <span class=\"token string\">&#034;success&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token boolean\">True<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">:<\/span> result<br \/>\n            <span class=\"token punctuation\">}<\/span><\/p>\n<p>        <span class=\"token keyword\">except<\/span> Exception <span class=\"token keyword\">as<\/span> e<span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n                <span class=\"token string\">&#034;success&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token boolean\">False<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token string\">&#034;error&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">(<\/span>e<span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token punctuation\">}<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">_extract_scenes_from_script<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> script<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> List<span class=\"token punctuation\">[<\/span>Dict<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u4ece\u5267\u672c\u4e2d\u63d0\u53d6\u573a\u666f\u4fe1\u606f&#034;&#034;&#034;<\/span><br \/>\n        <span class=\"token comment\"># \u4f7f\u7528LLM\u89e3\u6790\u5267\u672c&#xff0c;\u63d0\u53d6\u573a\u666f\u4fe1\u606f<\/span><br \/>\n        extraction_prompt <span class=\"token operator\">&#061;<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;&#034;&#034;<br \/>\n        \u4ece\u4ee5\u4e0b\u5267\u672c\u4e2d\u63d0\u53d6\u573a\u666f\u4fe1\u606f&#xff0c;\u4e3a\u6bcf\u4e2a\u573a\u666f\u751f\u6210\u89c6\u9891\u63cf\u8ff0&#xff1a;<\/p>\n<p>        <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>script<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"><\/p>\n<p>        \u8bf7\u4ee5JSON\u683c\u5f0f\u8fd4\u56de\u573a\u666f\u5217\u8868&#xff0c;\u6bcf\u4e2a\u573a\u666f\u5305\u542b&#xff1a;<br \/>\n        &#8211; description: \u573a\u666f\u63cf\u8ff0<br \/>\n        &#8211; characters: \u53c2\u4e0e\u89d2\u8272<br \/>\n        &#8211; mood: \u60c5\u7eea\u6c1b\u56f4<br \/>\n        &#8211; action: \u4e3b\u8981\u52a8\u4f5c<br \/>\n        &#8211; duration: \u5efa\u8bae\u65f6\u957f&#xff08;\u79d2&#xff09;<br \/>\n        &#034;&#034;&#034;<\/span><\/span><\/p>\n<p>        response <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>llm<span class=\"token punctuation\">.<\/span>invoke<span class=\"token punctuation\">(<\/span>extraction_prompt<span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">try<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            scenes <span class=\"token operator\">&#061;<\/span> json<span class=\"token punctuation\">.<\/span>loads<span class=\"token punctuation\">(<\/span>response<span class=\"token punctuation\">.<\/span>content<span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token keyword\">return<\/span> scenes<br \/>\n        <span class=\"token keyword\">except<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token comment\"># \u5982\u679c\u89e3\u6790\u5931\u8d25&#xff0c;\u8fd4\u56de\u9ed8\u8ba4\u573a\u666f<\/span><br \/>\n            <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">{<\/span><br \/>\n                <span class=\"token string\">&#034;description&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;A dramatic scene&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token string\">&#034;characters&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;main characters&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token string\">&#034;mood&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;neutral&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token string\">&#034;action&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;dialogue&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token string\">&#034;duration&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">4.0<\/span><br \/>\n            <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">]<\/span><\/p>\n<p><span class=\"token comment\"># \u4f7f\u7528\u793a\u4f8b<\/span><br \/>\n<span class=\"token keyword\">async<\/span> <span class=\"token keyword\">def<\/span> <span class=\"token function\">main<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    agent <span class=\"token operator\">&#061;<\/span> EnhancedDramaAgent<span class=\"token punctuation\">(<\/span>api_key<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;your-openai-key&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    user_input <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;\u521b\u4f5c\u4e00\u4e2a\u5173\u4e8e\u53cb\u60c5\u7684\u6e29\u99a8\u77ed\u5267&#034;<\/span><br \/>\n    result <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">await<\/span> agent<span class=\"token punctuation\">.<\/span>generate_complete_drama<span class=\"token punctuation\">(<\/span>user_input<span class=\"token punctuation\">,<\/span> include_video<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">if<\/span> result<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;success&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u5267\u672c:&#034;<\/span><span class=\"token punctuation\">,<\/span> result<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;script&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u89c6\u9891\u7247\u6bb5:&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>result<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;videos&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;\u4e2a&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">else<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u751f\u6210\u5931\u8d25:&#034;<\/span><span class=\"token punctuation\">,<\/span> result<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;error&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<h4>2. \u591a\u8f6e\u5bf9\u8bdd\u4f18\u5316<\/h4>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">InteractiveDramaAgent<\/span><span class=\"token punctuation\">(<\/span>DramaGeneratorAgent<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">__init__<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> <span class=\"token operator\">*<\/span>args<span class=\"token punctuation\">,<\/span> <span class=\"token operator\">**<\/span>kwargs<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token builtin\">super<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>__init__<span class=\"token punctuation\">(<\/span><span class=\"token operator\">*<\/span>args<span class=\"token punctuation\">,<\/span> <span class=\"token operator\">**<\/span>kwargs<span class=\"token punctuation\">)<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>current_script <span class=\"token operator\">&#061;<\/span> <span class=\"token boolean\">None<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>revision_history <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">revise_script<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> feedback<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> section<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;all&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u6839\u636e\u7528\u6237\u53cd\u9988\u4fee\u6539\u5267\u672c&#034;&#034;&#034;<\/span><br \/>\n        revision_prompt <span class=\"token operator\">&#061;<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;&#034;&#034;<br \/>\n        \u7528\u6237\u5bf9\u5f53\u524d\u5267\u672c\u7684\u53cd\u9988&#xff1a;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>feedback<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"><br \/>\n        \u9700\u8981\u4fee\u6539\u7684\u90e8\u5206&#xff1a;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>section<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"><\/p>\n<p>        \u8bf7\u6839\u636e\u53cd\u9988\u5bf9\u5267\u672c\u8fdb\u884c\u76f8\u5e94\u4fee\u6539&#xff0c;\u4fdd\u6301\u6574\u4f53\u4e00\u81f4\u6027\u3002<br \/>\n        &#034;&#034;&#034;<\/span><\/span><\/p>\n<p>        result <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>agent<span class=\"token punctuation\">.<\/span>invoke<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;input&#034;<\/span><span class=\"token punctuation\">:<\/span> revision_prompt<span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>revision_history<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token string\">&#034;feedback&#034;<\/span><span class=\"token punctuation\">:<\/span> feedback<span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;section&#034;<\/span><span class=\"token punctuation\">:<\/span> section<span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;result&#034;<\/span><span class=\"token punctuation\">:<\/span> result<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;output&#034;<\/span><span class=\"token punctuation\">]<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>        <span class=\"token keyword\">return<\/span> result<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;output&#034;<\/span><span class=\"token punctuation\">]<\/span><\/p>\n<h4>3. \u89c6\u9891\u8d28\u91cf\u8bc4\u4f30\u4e0e\u4f18\u5316<\/h4>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">VideoQualityAssessment<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">__init__<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> llm<span class=\"token punctuation\">:<\/span> ChatOpenAI<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>llm <span class=\"token operator\">&#061;<\/span> llm<\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">assess_video_prompt<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> prompt<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> scene_context<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> Dict<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u8bc4\u4f30\u89c6\u9891\u751f\u6210\u63d0\u793a\u8bcd\u8d28\u91cf&#034;&#034;&#034;<\/span><br \/>\n        assessment_prompt <span class=\"token operator\">&#061;<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;&#034;&#034;<br \/>\n        \u8bc4\u4f30\u4ee5\u4e0b\u89c6\u9891\u751f\u6210\u63d0\u793a\u8bcd\u7684\u8d28\u91cf&#xff1a;<\/p>\n<p>        \u63d0\u793a\u8bcd: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>prompt<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"><br \/>\n        \u573a\u666f\u4e0a\u4e0b\u6587: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>scene_context<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"><\/p>\n<p>        \u8bc4\u4f30\u7ef4\u5ea6&#xff1a;<br \/>\n        1. \u89c6\u89c9\u63cf\u8ff0\u6e05\u6670\u5ea6 (1-10\u5206)<br \/>\n        2. \u6280\u672f\u53ef\u5b9e\u73b0\u6027 (1-10\u5206)<br \/>\n        3. \u4e0e\u5267\u672c\u4e00\u81f4\u6027 (1-10\u5206)<br \/>\n        4. \u521b\u610f\u8868\u73b0\u529b (1-10\u5206)<\/p>\n<p>        \u8bf7\u7ed9\u51fa\u6539\u8fdb\u5efa\u8bae\u548c\u4f18\u5316\u540e\u7684\u63d0\u793a\u8bcd\u3002<br \/>\n        &#034;&#034;&#034;<\/span><\/span><\/p>\n<p>        response <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>llm<span class=\"token punctuation\">.<\/span>invoke<span class=\"token punctuation\">(<\/span>assessment_prompt<span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> self<span class=\"token punctuation\">.<\/span>_parse_video_assessment<span class=\"token punctuation\">(<\/span>response<span class=\"token punctuation\">.<\/span>content<span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">optimize_video_prompt<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> original_prompt<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> feedback<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u6839\u636e\u53cd\u9988\u4f18\u5316\u89c6\u9891\u63d0\u793a\u8bcd&#034;&#034;&#034;<\/span><br \/>\n        optimization_prompt <span class=\"token operator\">&#061;<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;&#034;&#034;<br \/>\n        \u539f\u59cb\u63d0\u793a\u8bcd: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>original_prompt<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"><br \/>\n        \u53cd\u9988\u610f\u89c1: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>feedback<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"><\/p>\n<p>        \u8bf7\u6839\u636e\u53cd\u9988\u4f18\u5316\u63d0\u793a\u8bcd&#xff0c;\u4f7f\u5176\u66f4\u9002\u5408AI\u89c6\u9891\u751f\u6210\u3002<br \/>\n        \u8981\u6c42&#xff1a;<br \/>\n        1. \u4fdd\u6301\u6838\u5fc3\u573a\u666f\u4e0d\u53d8<br \/>\n        2. \u589e\u5f3a\u89c6\u89c9\u63cf\u8ff0<br \/>\n        3. \u63d0\u9ad8\u6280\u672f\u53ef\u5b9e\u73b0\u6027<br \/>\n        4. \u63a7\u5236\u5728100\u8bcd\u4ee5\u5185<br \/>\n        &#034;&#034;&#034;<\/span><\/span><\/p>\n<p>        response <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>llm<span class=\"token punctuation\">.<\/span>invoke<span class=\"token punctuation\">(<\/span>optimization_prompt<span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> response<span class=\"token punctuation\">.<\/span>content<span class=\"token punctuation\">.<\/span>strip<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<h4>4. \u5185\u5bb9\u8d28\u91cf\u8bc4\u4f30<\/h4>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">QualityAssessment<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">__init__<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> llm<span class=\"token punctuation\">:<\/span> ChatOpenAI<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>llm <span class=\"token operator\">&#061;<\/span> llm<\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">assess_script<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> script<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> Dict<span class=\"token punctuation\">[<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> Any<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u8bc4\u4f30\u5267\u672c\u8d28\u91cf&#034;&#034;&#034;<\/span><br \/>\n        assessment_prompt <span class=\"token operator\">&#061;<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;&#034;&#034;<br \/>\n        \u8bf7\u5bf9\u4ee5\u4e0b\u77ed\u5267\u5267\u672c\u8fdb\u884c\u8d28\u91cf\u8bc4\u4f30&#xff1a;<\/p>\n<p>        <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>script<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"><\/p>\n<p>        \u8bc4\u4f30\u7ef4\u5ea6&#xff1a;<br \/>\n        1. \u5267\u60c5\u903b\u8f91\u6027 (1-10\u5206)<br \/>\n        2. \u89d2\u8272\u5851\u9020 (1-10\u5206)<br \/>\n        3. \u5bf9\u8bdd\u81ea\u7136\u5ea6 (1-10\u5206)<br \/>\n        4. \u620f\u5267\u5f20\u529b (1-10\u5206)<br \/>\n        5. \u6574\u4f53\u5b8c\u6574\u6027 (1-10\u5206)<\/p>\n<p>        \u8bf7\u7ed9\u51fa\u5177\u4f53\u5206\u6570\u548c\u6539\u8fdb\u5efa\u8bae\u3002<br \/>\n        &#034;&#034;&#034;<\/span><\/span><\/p>\n<p>        response <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>llm<span class=\"token punctuation\">.<\/span>invoke<span class=\"token punctuation\">(<\/span>assessment_prompt<span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> self<span class=\"token punctuation\">.<\/span>_parse_assessment<span class=\"token punctuation\">(<\/span>response<span class=\"token punctuation\">.<\/span>content<span class=\"token punctuation\">)<\/span><\/p>\n<h3>\u90e8\u7f72\u4e0e\u4f18\u5316<\/h3>\n<h4>Docker\u90e8\u7f72<\/h4>\n<p># Dockerfile<br \/>\nFROM python:3.9-slim<\/p>\n<p>WORKDIR \/app<\/p>\n<p>COPY requirements.txt .<br \/>\nRUN pip install -r requirements.txt<\/p>\n<p>COPY src\/ .\/src\/<br \/>\nCOPY data\/ .\/data\/<\/p>\n<p># \u8bbe\u7f6e\u73af\u5883\u53d8\u91cf<br \/>\nENV OPENAI_API_KEY&#061;&#034;&#034;<br \/>\nENV VIDU_API_KEY&#061;&#034;&#034;<\/p>\n<p>EXPOSE 8501<\/p>\n<p>CMD [&#034;streamlit&#034;, &#034;run&#034;, &#034;src\/main.py&#034;, &#034;&#8211;server.port&#061;8501&#034;, 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