{"id":26524,"date":"2025-02-23T14:46:50","date_gmt":"2025-02-23T06:46:50","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=26524"},"modified":"2025-04-01T02:34:28","modified_gmt":"2025-03-31T18:34:28","slug":"auto-deep-research","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/ja\/auto-deep-research\/","title":{"rendered":"Auto-Deep-Research\uff1a\u591aAgent\u534f\u4f5c\u6267\u884c\u6587\u732e\u67e5\u8be2\u5e76\u751f\u6210\u7814\u7a76\u62a5\u544a"},"content":{"rendered":"<p>Auto-Deep-Research \u662f\u7531\u9999\u6e2f\u5927\u5b66\u6570\u636e\u667a\u80fd\u5b9e\u9a8c\u5ba4\uff08HKUDS\uff09\u5f00\u53d1\u7684\u4e00\u6b3e\u5f00\u6e90AI\u5de5\u5177\uff0c\u65e8\u5728\u5e2e\u52a9\u7528\u6237\u81ea\u52a8\u5b8c\u6210\u6df1\u5ea6\u7814\u7a76\u4efb\u52a1\u3002\u5b83\u57fa\u4e8e AutoAgent \u6846\u67b6\u6253\u9020\uff0c\u652f\u6301\u591a\u79cd\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\uff0c\u5982 OpenAI\u3001Anthropic\u3001Deepseek \u548c <a href=\"https:\/\/www.kdjingpai.com\/de\/grok\/\">Grok<\/a> \u7b49\uff0c\u80fd\u591f\u5904\u7406\u590d\u6742\u7684\u6587\u4ef6\u6570\u636e\u4ea4\u4e92\u548c\u7f51\u7edc\u641c\u7d22\u3002\u4e0e\u9700\u8981\u8ba2\u9605\u7684\u9ad8\u6210\u672c\u5de5\u5177\uff08\u5982 OpenAI \u7684 Deep Research\uff09\u76f8\u6bd4\uff0cAuto-Deep-Research \u5b8c\u5168\u514d\u8d39\uff0c\u7528\u6237\u53ea\u9700\u63d0\u4f9b\u81ea\u5df1\u7684 LLM API \u5bc6\u94a5\u5373\u53ef\u4f7f\u7528\u3002\u8fd9\u6b3e\u5de5\u5177\u4ee5\u9ad8\u6027\u80fd\u548c\u7075\u6d3b\u6027\u8457\u79f0\uff0c\u5728 GAIA \u57fa\u51c6\u6d4b\u8bd5\u4e2d\u8868\u73b0\u4f18\u5f02\uff0c\u9002\u5408\u7814\u7a76\u4eba\u5458\u3001\u5f00\u53d1\u8005\u6216\u9700\u8981\u9ad8\u6548\u7814\u7a76\u89e3\u51b3\u65b9\u6848\u7684\u7528\u6237\u4f7f\u7528\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-26525\" title=\"Auto-Deep-Research\uff1a\u81ea\u52a8\u6267\u884c\u6df1\u5ea6\u7814\u7a76\u7684AI\u52a9\u624b-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/aeeffe9879a779d.png\" alt=\"Auto-Deep-Research\uff1a\u81ea\u52a8\u6267\u884c\u6df1\u5ea6\u7814\u7a76\u7684AI\u52a9\u624b-1\" width=\"783\" height=\"377\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/aeeffe9879a779d.png 783w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/aeeffe9879a779d-768x370.png 768w\" sizes=\"auto, (max-width: 783px) 100vw, 783px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li><strong>\u81ea\u52a8\u6df1\u5ea6\u7814\u7a76<\/strong>\uff1a\u6839\u636e\u7528\u6237\u8f93\u5165\u7684\u4e3b\u9898\uff0c\u81ea\u52a8\u641c\u7d22\u548c\u6574\u7406\u76f8\u5173\u4fe1\u606f\uff0c\u751f\u6210\u8be6\u7ec6\u62a5\u544a\u3002<\/li>\n<li><strong>\u591a\u6a21\u578b\u652f\u6301<\/strong>\uff1a\u517c\u5bb9\u591a\u79cd\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u7528\u6237\u53ef\u6839\u636e\u9700\u6c42\u9009\u62e9\u9002\u5408\u7684\u6a21\u578b\u3002<\/li>\n<li><strong>\u6587\u4ef6\u6570\u636e\u4ea4\u4e92<\/strong>\uff1a\u652f\u6301\u4e0a\u4f20\u548c\u5904\u7406\u56fe\u50cf\u3001PDF\u3001\u6587\u672c\u6587\u4ef6\u7b49\uff0c\u589e\u5f3a\u7814\u7a76\u7684\u6570\u636e\u6765\u6e90\u3002<\/li>\n<li><strong>\u4e00\u952e\u542f\u52a8<\/strong>\uff1a\u65e0\u9700\u590d\u6742\u914d\u7f6e\uff0c\u8f93\u5165\u7b80\u5355\u547d\u4ee4\u5373\u53ef\u5feb\u901f\u8fd0\u884c\u3002<\/li>\n<li><strong>\u7f51\u7edc\u641c\u7d22\u80fd\u529b<\/strong>\uff1a\u7ed3\u5408\u7f51\u7edc\u8d44\u6e90\u548c\u793e\u4ea4\u5a92\u4f53\uff08\u5982 X \u5e73\u53f0\uff09\u6570\u636e\uff0c\u63d0\u4f9b\u66f4\u5168\u9762\u7684\u4fe1\u606f\u3002<\/li>\n<li><strong>\u5f00\u6e90\u514d\u8d39<\/strong>\uff1a\u63d0\u4f9b\u5b8c\u6574\u6e90\u7801\uff0c\u7528\u6237\u53ef\u81ea\u5b9a\u4e49\u529f\u80fd\u6216\u90e8\u7f72\u5230\u672c\u5730\u73af\u5883\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<h3>\u5b89\u88c5\u6d41\u7a0b<\/h3>\n<p>Auto-Deep-Research \u7684\u5b89\u88c5\u8fc7\u7a0b\u7b80\u5355\u76f4\u89c2\uff0c\u4e3b\u8981\u4f9d\u8d56 Python \u548c Docker \u73af\u5883\u3002\u4ee5\u4e0b\u662f\u8be6\u7ec6\u6b65\u9aa4\uff1a<\/p>\n<h4>1. \u73af\u5883\u51c6\u5907<\/h4>\n<ul>\n<li><strong>\u5b89\u88c5 Python<\/strong>\uff1a\u786e\u4fdd\u7cfb\u7edf\u5df2\u5b89\u88c5 Python 3.10 \u6216\u4ee5\u4e0a\u7248\u672c\u3002\u63a8\u8350\u4f7f\u7528\u00a0<code>conda<\/code>\u00a0\u521b\u5efa\u865a\u62df\u73af\u5883\uff1a\n<pre><code>conda create -n auto_deep_research python=3.10  \r\nconda activate auto_deep_research<\/code><\/pre>\n<\/li>\n<\/ul>\n<ul>\n<li><strong>\u5b89\u88c5 Docker<\/strong>\uff1a\u7531\u4e8e\u5de5\u5177\u4f7f\u7528 Docker \u5bb9\u5668\u5316\u8fd0\u884c\u73af\u5883\uff0c\u8bf7\u5148\u4e0b\u8f7d\u5e76\u5b89\u88c5\u00a0Docker Desktop\uff0c\u65e0\u9700\u624b\u52a8\u62c9\u53d6\u955c\u50cf\uff0c\u5de5\u5177\u4f1a\u81ea\u52a8\u5904\u7406\u3002<\/li>\n<\/ul>\n<h4>2. \u4e0b\u8f7d\u6e90\u7801<\/h4>\n<ul>\n<li>\u514b\u9686 GitHub \u4ed3\u5e93\u5230\u672c\u5730\uff1a\n<pre><code>git clone https:\/\/github.com\/HKUDS\/Auto-Deep-Research.git  \r\ncd Auto-Deep-Research\r\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<h4>3. \u5b89\u88c5\u4f9d\u8d56<\/h4>\n<ul>\n<li>\u5728\u9879\u76ee\u76ee\u5f55\u4e0b\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\u5b89\u88c5\u6240\u9700 Python \u5305\uff1a\n<pre><code>pip install -e .\r\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<h4>4. \u914d\u7f6e API \u5bc6\u94a5<\/h4>\n<ul>\n<li>\u5728\u9879\u76ee\u6839\u76ee\u5f55\u4e0b\uff0c\u590d\u5236\u6a21\u677f\u6587\u4ef6\u5e76\u7f16\u8f91\uff1a\n<pre><code>cp .env.template .env\r\n<\/code><\/pre>\n<\/li>\n<li>\u4f7f\u7528\u6587\u672c\u7f16\u8f91\u5668\u6253\u5f00\u00a0<code>.env<\/code>\u00a0\u6587\u4ef6\uff0c\u6839\u636e\u9700\u6c42\u586b\u5165 LLM \u7684 API \u5bc6\u94a5\uff0c\u4f8b\u5982\uff1a\n<pre><code>OPENAI_API_KEY=your_openai_key  \r\nDEEPSEEK_API_KEY=your_deepseek_key  \r\nXAI_API_KEY=your_xai_key\r\n<\/code><\/pre>\n<p>\u6ce8\uff1a\u5e76\u975e\u6240\u6709\u5bc6\u94a5\u90fd\u5fc5\u987b\u586b\u5199\uff0c\u53ea\u9700\u914d\u7f6e\u4f60\u8ba1\u5212\u4f7f\u7528\u7684\u6a21\u578b\u5bc6\u94a5\u5373\u53ef\u3002<\/li>\n<\/ul>\n<h4>5. \u542f\u52a8\u5de5\u5177<\/h4>\n<ul>\n<li>\u8f93\u5165\u4ee5\u4e0b\u547d\u4ee4\u542f\u52a8 Auto-Deep-Research\uff1a\n<pre><code>auto deep-research\r\n<\/code><\/pre>\n<\/li>\n<li>\u53ef\u9009\u53c2\u6570\u914d\u7f6e\uff0c\u4f8b\u5982\u6307\u5b9a\u5bb9\u5668\u540d\u79f0\u6216\u6a21\u578b\uff1a\n<pre><code>auto deep-research --container_name myresearch --COMPLETION_MODEL grok\r\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<h3>\u4e3b\u8981\u529f\u80fd\u64cd\u4f5c\u6d41\u7a0b<\/h3>\n<h4>\u81ea\u52a8\u6df1\u5ea6\u7814\u7a76<\/h4>\n<ol>\n<li><strong>\u8f93\u5165\u7814\u7a76\u4e3b\u9898<\/strong>\uff1a\u542f\u52a8\u540e\uff0c\u5de5\u5177\u4f1a\u63d0\u793a\u8f93\u5165\u7814\u7a76\u4e3b\u9898\uff0c\u4f8b\u5982\u201c\u4eba\u5de5\u667a\u80fd\u5728\u533b\u7597\u9886\u57df\u7684\u5e94\u7528\u201d\u3002<\/li>\n<li><strong>\u81ea\u52a8\u6267\u884c<\/strong>\uff1a\u5de5\u5177\u4f1a\u5229\u7528\u7f51\u7edc\u641c\u7d22\u548c\u5185\u7f6e\u6a21\u578b\u5206\u6790\u76f8\u5173\u4fe1\u606f\uff0c\u8fc7\u7a0b\u65e0\u9700\u7528\u6237\u5e72\u9884\u3002<\/li>\n<li><strong>\u751f\u6210\u62a5\u544a<\/strong>\uff1a\u5b8c\u6210\u540e\uff0c\u7ed3\u679c\u5c06\u4ee5 Markdown \u683c\u5f0f\u8f93\u51fa\u5230\u7ec8\u7aef\u6216\u4fdd\u5b58\u4e3a\u6587\u4ef6\uff0c\u5305\u542b\u6765\u6e90\u548c\u8be6\u7ec6\u5206\u6790\u3002<\/li>\n<\/ol>\n<h4>\u6587\u4ef6\u6570\u636e\u4ea4\u4e92<\/h4>\n<ol>\n<li><strong>\u4e0a\u4f20\u6587\u4ef6<\/strong>\uff1a\u5728\u547d\u4ee4\u884c\u4e2d\u6307\u5b9a\u6587\u4ef6\u8def\u5f84\uff0c\u4f8b\u5982\uff1a\n<pre><code>auto deep-research --file_path .\/my_paper.pdf\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u5904\u7406\u6570\u636e<\/strong>\uff1a\u5de5\u5177\u4f1a\u89e3\u6790 PDF\u3001\u56fe\u50cf\u6216\u6587\u672c\u5185\u5bb9\uff0c\u5e76\u5c06\u5176\u7eb3\u5165\u7814\u7a76\u8303\u56f4\u3002<\/li>\n<li><strong>\u7ed3\u5408\u5206\u6790<\/strong>\uff1a\u4e0a\u4f20\u7684\u6587\u4ef6\u6570\u636e\u4f1a\u4e0e\u7f51\u7edc\u641c\u7d22\u7ed3\u679c\u6574\u5408\uff0c\u63d0\u4f9b\u66f4\u5168\u9762\u7684\u7ed3\u8bba\u3002<\/li>\n<\/ol>\n<h4>\u9009\u62e9\u5927\u8bed\u8a00\u6a21\u578b<\/h4>\n<ol>\n<li><strong>\u67e5\u770b\u652f\u6301\u6a21\u578b<\/strong>\uff1a\u652f\u6301 OpenAI\u3001Grok\u3001Deepseek \u7b49\uff0c\u5177\u4f53\u6a21\u578b\u540d\u79f0\u9700\u53c2\u8003\u00a0LiteLLM \u6587\u6863\u3002<\/li>\n<li><strong>\u6307\u5b9a\u6a21\u578b<\/strong>\uff1a\u5728\u542f\u52a8\u547d\u4ee4\u4e2d\u6dfb\u52a0\u53c2\u6570\uff0c\u4f8b\u5982\uff1a\n<pre><code>auto deep-research --COMPLETION_MODEL <a href=\"https:\/\/www.kdjingpai.com\/de\/deepseek-chatshena\/\">deepseek<\/a>\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u8fd0\u884c\u6d4b\u8bd5<\/strong>\uff1a\u6839\u636e\u6a21\u578b\u6027\u80fd\u548c API \u54cd\u5e94\u901f\u5ea6\uff0c\u8c03\u6574\u9009\u62e9\u4ee5\u4f18\u5316\u4f53\u9a8c\u3002<\/li>\n<\/ol>\n<h3>\u7279\u8272\u529f\u80fd\u64cd\u4f5c\u8be6\u89e3<\/h3>\n<h4>\u4e00\u952e\u542f\u52a8\u4f53\u9a8c<\/h4>\n<ul>\n<li>\u65e0\u9700\u624b\u52a8\u914d\u7f6e Docker \u955c\u50cf\u6216\u590d\u6742\u53c2\u6570\uff0c\u53ea\u9700\u8fd0\u884c\u00a0<code>auto deep-research<\/code>\uff0c\u5de5\u5177\u4f1a\u81ea\u52a8\u62c9\u53d6\u6240\u9700\u73af\u5883\u5e76\u542f\u52a8\u3002<\/li>\n<li>\u82e5\u9700\u81ea\u5b9a\u4e49\uff0c\u53ef\u4ee5\u901a\u8fc7\u00a0<code>--container_name<\/code>\u00a0\u53c2\u6570\u547d\u540d\u5bb9\u5668\uff0c\u4fbf\u4e8e\u7ba1\u7406\u591a\u4e2a\u5b9e\u4f8b\u3002<\/li>\n<\/ul>\n<h4>\u7f51\u7edc\u641c\u7d22\u4e0e\u793e\u4ea4\u5a92\u4f53\u6574\u5408<\/h4>\n<ul>\n<li>\u5de5\u5177\u5185\u7f6e\u7f51\u7edc\u641c\u7d22\u529f\u80fd\uff0c\u4f1a\u81ea\u52a8\u6293\u53d6\u7f51\u9875\u5185\u5bb9\u3002\u82e5\u60f3\u7ed3\u5408 X \u5e73\u53f0\u6570\u636e\uff0c\u53ef\u5728\u7814\u7a76\u4e3b\u9898\u4e2d\u63d0\u53ca\u5173\u952e\u8bcd\uff0c\u5de5\u5177\u4f1a\u5c1d\u8bd5\u641c\u7d22\u76f8\u5173\u5e16\u5b50\u3002<\/li>\n<li>\u793a\u4f8b\uff1a\u8f93\u5165\u201c\u6700\u65b0 AI \u7814\u7a76\u8d8b\u52bf\u201d\uff0c\u7ed3\u679c\u53ef\u80fd\u5305\u542b X 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