{"id":21060,"date":"2025-02-14T10:46:47","date_gmt":"2025-02-14T02:46:47","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=21060"},"modified":"2025-07-14T10:14:58","modified_gmt":"2025-07-14T02:14:58","slug":"deep-searcher","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/de\/deep-searcher\/","title":{"rendered":"Deep Searcher\uff1a\u4f01\u4e1a\u79c1\u6709\u6587\u6863\u9ad8\u6548\u68c0\u7d22\u4e0e\u667a\u80fd\u95ee\u7b54"},"content":{"rendered":"<p>Deep Searcher \u662f\u4e00\u4e2a\u7ed3\u5408\u5f3a\u5927\u5927\u8bed\u8a00\u6a21\u578b\uff08\u5982 <a href=\"https:\/\/www.kdjingpai.com\/pt\/deepseek-chatshena\/\">DeepSeek<\/a> \u548c OpenAI\uff09\u548c\u5411\u91cf\u6570\u636e\u5e93\uff08\u5982 Milvus\uff09\u7684\u5de5\u5177\uff0c\u65e8\u5728\u57fa\u4e8e\u79c1\u6709\u6570\u636e\u8fdb\u884c\u641c\u7d22\u3001\u8bc4\u4f30\u548c\u63a8\u7406\uff0c\u63d0\u4f9b\u9ad8\u5ea6\u51c6\u786e\u7684\u7b54\u6848\u548c\u7efc\u5408\u62a5\u544a\u3002\u8be5\u9879\u76ee\u9002\u7528\u4e8e\u4f01\u4e1a\u77e5\u8bc6\u7ba1\u7406\u3001\u667a\u80fd\u95ee\u7b54\u7cfb\u7edf\u548c\u4fe1\u606f\u68c0\u7d22\u573a\u666f\u3002Deep Searcher \u652f\u6301\u591a\u79cd\u5d4c\u5165\u6a21\u578b\u548c\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u5e76\u4e14\u80fd\u591f\u7ba1\u7406\u5411\u91cf\u6570\u636e\u5e93\uff0c\u786e\u4fdd\u6570\u636e\u7684\u9ad8\u6548\u68c0\u7d22\u548c\u5b89\u5168\u5229\u7528\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-21062\" title=\"Deep Searcher\uff1a\u4f01\u4e1a\u79c1\u6709\u6587\u6863\u9ad8\u6548\u641c\u7d22\u4e0e\u667a\u80fd\u95ee\u7b54-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/d382ba1c164ca10.png\" alt=\"Deep Searcher\uff1a\u4f01\u4e1a\u79c1\u6709\u6587\u6863\u9ad8\u6548\u641c\u7d22\u4e0e\u667a\u80fd\u95ee\u7b54-1\" width=\"839\" height=\"458\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/d382ba1c164ca10.png 784w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/d382ba1c164ca10-768x419.png 768w\" sizes=\"auto, (max-width: 839px) 100vw, 839px\" \/><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-21061\" title=\"Deep Searcher\uff1a\u4f01\u4e1a\u79c1\u6709\u6587\u6863\u9ad8\u6548\u641c\u7d22\u4e0e\u667a\u80fd\u95ee\u7b54-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/cefffd5e006034f.jpg\" alt=\"Deep Searcher\uff1a\u4f01\u4e1a\u79c1\u6709\u6587\u6863\u9ad8\u6548\u641c\u7d22\u4e0e\u667a\u80fd\u95ee\u7b54-1\" width=\"860\" height=\"718\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/cefffd5e006034f.jpg 1960w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/cefffd5e006034f-768x641.jpg 768w\" sizes=\"auto, (max-width: 860px) 100vw, 860px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li><strong>\u79c1\u6709\u6570\u636e\u641c\u7d22<\/strong>\uff1a\u6700\u5927\u5316\u5229\u7528\u4f01\u4e1a\u5185\u90e8\u6570\u636e\uff0c\u786e\u4fdd\u6570\u636e\u5b89\u5168\u3002<\/li>\n<li><strong>\u5411\u91cf\u6570\u636e\u5e93\u7ba1\u7406<\/strong>\uff1a\u652f\u6301 Milvus \u7b49\u5411\u91cf\u6570\u636e\u5e93\uff0c\u5141\u8bb8\u6570\u636e\u5206\u533a\u4ee5\u63d0\u9ad8\u68c0\u7d22\u6548\u7387\u3002<\/li>\n<li><strong>\u7075\u6d3b\u7684\u5d4c\u5165\u9009\u9879<\/strong>\uff1a\u517c\u5bb9\u591a\u79cd\u5d4c\u5165\u6a21\u578b\uff0c\u4fbf\u4e8e\u9009\u62e9\u6700\u4f73\u65b9\u6848\u3002<\/li>\n<li><strong>\u591a\u79cd\u5927\u8bed\u8a00\u6a21\u578b\u652f\u6301<\/strong>\uff1a\u652f\u6301 DeepSeek\u3001OpenAI \u7b49\u5927\u6a21\u578b\uff0c\u7528\u4e8e\u667a\u80fd\u95ee\u7b54\u548c\u5185\u5bb9\u751f\u6210\u3002<\/li>\n<li><strong>\u6587\u6863\u52a0\u8f7d\u5668<\/strong>\uff1a\u652f\u6301\u672c\u5730\u6587\u4ef6\u52a0\u8f7d\uff0c\u672a\u6765\u5c06\u589e\u52a0\u7f51\u9875\u722c\u53d6\u529f\u80fd\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<h3>\u5b89\u88c5\u6d41\u7a0b<\/h3>\n<ol>\n<li>\u514b\u9686\u4ed3\u5e93\uff1a<\/li>\n<\/ol>\n<pre><code>   git clone https:\/\/github.com\/zilliztech\/deep-searcher.git\r\n<\/code><\/pre>\n<ol start=\"2\">\n<li>\u521b\u5efa Python \u865a\u62df\u73af\u5883\uff08\u63a8\u8350\uff09\uff1a<\/li>\n<\/ol>\n<pre><code>   python3 -m venv .venv\r\nsource .venv\/bin\/activate\r\n<\/code><\/pre>\n<ol start=\"3\">\n<li>\u5b89\u88c5\u4f9d\u8d56\uff1a<\/li>\n<\/ol>\n<pre><code>   cd deep-searcher\r\npip install -e .\r\n<\/code><\/pre>\n<ol start=\"4\">\n<li>\u914d\u7f6e LLM \u6216 Milvus\uff1a \u7f16\u8f91 <code>examples\/example1.py<\/code> \u6587\u4ef6\uff0c\u6839\u636e\u9700\u8981\u914d\u7f6e LLM \u6216 Milvus\u3002<\/li>\n<li>\u51c6\u5907\u6570\u636e\u5e76\u8fd0\u884c\u793a\u4f8b\uff1a<\/li>\n<\/ol>\n<pre><code>   python examples\/example1.py\r\n<\/code><\/pre>\n<h3>\u4f7f\u7528\u8bf4\u660e<\/h3>\n<ol>\n<li><strong>\u914d\u7f6e LLM<\/strong>\uff1a \u5728 <code>deepsearcher.configuration<\/code> \u6a21\u5757\u4e2d\uff0c\u4f7f\u7528 <code>set_provider_config<\/code> \u65b9\u6cd5\u914d\u7f6e LLM\u3002\u4f8b\u5982\uff0c\u914d\u7f6e OpenAI \u6a21\u578b\uff1a<\/li>\n<\/ol>\n<pre><code>   config.set_provider_config(\"llm\", \"OpenAI\", {\"model\": \"gpt-4o\"})\r\n<\/code><\/pre>\n<ol start=\"2\">\n<li><strong>\u52a0\u8f7d\u672c\u5730\u6570\u636e<\/strong>\uff1a \u4f7f\u7528 <code>deepsearcher.offline_loading<\/code> \u6a21\u5757\u4e2d\u7684 <code>load_from_local_files<\/code> \u65b9\u6cd5\u52a0\u8f7d\u672c\u5730\u6570\u636e\uff1a<\/li>\n<\/ol>\n<pre><code>   load_from_local_files(paths_or_directory=\"your_local_path\")\r\n<\/code><\/pre>\n<ol start=\"3\">\n<li><strong>\u67e5\u8be2\u6570\u636e<\/strong>\uff1a \u4f7f\u7528 <code>deepsearcher.online_query<\/code> \u6a21\u5757\u4e2d\u7684 <code>query<\/code> \u65b9\u6cd5\u8fdb\u884c\u67e5\u8be2\uff1a<\/li>\n<\/ol>\n<pre><code>   result = query(\"Write a report about xxx.\")\r\n<\/code><\/pre>\n<h3>\u8be6\u7ec6\u529f\u80fd\u64cd\u4f5c\u6d41\u7a0b<\/h3>\n<ol>\n<li><strong>\u79c1\u6709\u6570\u636e\u641c\u7d22<\/strong>\uff1a\n<ul>\n<li>\u786e\u4fdd\u6570\u636e\u5b89\u5168\u7684\u524d\u63d0\u4e0b\uff0c\u6700\u5927\u5316\u5229\u7528\u4f01\u4e1a\u5185\u90e8\u6570\u636e\u3002<\/li>\n<li>\u5f53\u9700\u8981\u66f4\u51c6\u786e\u7684\u7b54\u6848\u65f6\uff0c\u53ef\u4ee5\u96c6\u6210\u5728\u7ebf\u5185\u5bb9\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u5411\u91cf\u6570\u636e\u5e93\u7ba1\u7406<\/strong>\uff1a\n<ul>\n<li>\u652f\u6301 Milvus \u7b49\u5411\u91cf\u6570\u636e\u5e93\uff0c\u5141\u8bb8\u6570\u636e\u5206\u533a\u4ee5\u63d0\u9ad8\u68c0\u7d22\u6548\u7387\u3002<\/li>\n<li>\u672a\u6765\u8ba1\u5212\u652f\u6301\u66f4\u591a\u5411\u91cf\u6570\u636e\u5e93\uff08\u5982 FAISS\uff09\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u7075\u6d3b\u7684\u5d4c\u5165\u9009\u9879<\/strong>\uff1a\n<ul>\n<li>\u517c\u5bb9\u591a\u79cd\u5d4c\u5165\u6a21\u578b\uff0c\u4fbf\u4e8e\u9009\u62e9\u6700\u4f73\u65b9\u6848\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u591a\u79cd\u5927\u8bed\u8a00\u6a21\u578b\u652f\u6301<\/strong>\uff1a\n<ul>\n<li>\u652f\u6301 DeepSeek\u3001OpenAI \u7b49\u5927\u6a21\u578b\uff0c\u7528\u4e8e\u667a\u80fd\u95ee\u7b54\u548c\u5185\u5bb9\u751f\u6210\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u6587\u6863\u52a0\u8f7d\u5668<\/strong>\uff1a\n<ul>\n<li>\u652f\u6301\u672c\u5730\u6587\u4ef6\u52a0\u8f7d\uff0c\u672a\u6765\u5c06\u589e\u52a0\u7f51\u9875\u722c\u53d6\u529f\u80fd\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>Deep Searcher \u662f\u4e00\u4e2a\u7ed3\u5408\u5f3a\u5927\u5927\u8bed\u8a00\u6a21\u578b\uff08\u5982 DeepSeek \u548c OpenAI\uff09\u548c\u5411\u91cf\u6570\u636e\u5e93\uff08\u5982 Milvus\uff09\u7684\u5de5\u5177\uff0c\u65e8\u5728\u57fa\u4e8e\u79c1\u6709\u6570\u636e\u8fdb\u884c\u641c\u7d22\u3001\u8bc4\u4f30\u548c\u63a8\u7406\uff0c\u63d0\u4f9b\u9ad8\u5ea6\u51c6\u786e\u7684\u7b54\u6848\u548c\u7efc\u5408\u62a5\u544a\u3002\u8be5\u9879\u76ee\u9002\u7528\u4e8e\u4f01\u4e1a\u77e5\u8bc6\u7ba1\u7406\u3001\u667a\u80fd\u95ee\u7b54\u7cfb\u7edf&#8230;<\/p>\n","protected":false},"author":1,"featured_media":61829,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[425,20,471,455],"tags":[230,243],"class_list":["post-21060","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-professional","category-tool","category-information-collection","category-knowledge-base","tag-aikaiyuanxiangmu","tag-aizhishikuyukefu"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/21060","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/comments?post=21060"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/21060\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/media\/61829"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/media?parent=21060"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/categories?post=21060"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/tags?post=21060"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}