{"id":21181,"date":"2025-02-15T15:16:52","date_gmt":"2025-02-15T07:16:52","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=21181"},"modified":"2025-02-15T15:17:12","modified_gmt":"2025-02-15T07:17:12","slug":"shendusousuoqibie","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/ja\/shendusousuoqibie\/","title":{"rendered":"\u6df1\u5ea6\u641c\u7d22\u5668\uff1a\u5229\u7528\u672c\u5730\u77e5\u8bc6\u8fdb\u884c\u6df1\u5ea6\u63a8\u7406\u641c\u7d22\u7684\u5f00\u6e90\u9879\u76ee"},"content":{"rendered":"<p>\u6df1\u5ea6\u641c\u7d22\u5668\uff08Deep Searcher\uff09 \u662f\u4e00\u4e2a\u7ed3\u5408\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u548c\u5411\u91cf\u6570\u636e\u5e93\u7684\u5f3a\u5927\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\u5982 <a href=\"https:\/\/www.kdjingpai.com\/ja\/deepseek-chatshena\/\">DeepSeek<\/a> \u548c OpenAI\uff0c\u5e76\u4e14\u80fd\u591f\u6700\u5927\u5316\u5229\u7528\u4f01\u4e1a\u5185\u90e8\u6570\u636e\uff0c\u540c\u65f6\u786e\u4fdd\u6570\u636e\u5b89\u5168\u3002\u5b83\u8fd8\u652f\u6301 Milvus \u7b49\u5411\u91cf\u6570\u636e\u5e93\u7ba1\u7406\uff0c\u5141\u8bb8\u6570\u636e\u5206\u533a\u4ee5\u63d0\u9ad8\u68c0\u7d22\u6548\u7387\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-21182\" title=\"Deep Searcher\uff1a\u5229\u7528\u672c\u5730\u77e5\u8bc6\u6df1\u5ea6\u641c\u7d22\u7684\u5f00\u6e90\u9879\u76ee-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/cefffd5e006034f-1.jpg\" alt=\"Deep Searcher\uff1a\u5229\u7528\u672c\u5730\u77e5\u8bc6\u6df1\u5ea6\u641c\u7d22\u7684\u5f00\u6e90\u9879\u76ee-1\" width=\"1027\" height=\"857\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/cefffd5e006034f-1.jpg 1960w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/cefffd5e006034f-1-768x641.jpg 768w\" sizes=\"auto, (max-width: 1027px) 100vw, 1027px\" \/><\/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\u4f18\u5316\u9009\u62e9\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\u6b63\u5728\u5f00\u53d1\u7f51\u9875\u722c\u53d6\u529f\u80fd\u3002<\/li>\n<li><strong>\u914d\u7f6e\u7075\u6d3b<\/strong>\uff1a\u7528\u6237\u53ef\u4ee5\u6839\u636e\u9700\u6c42\u81ea\u5b9a\u4e49\u914d\u7f6e\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>\u8bbf\u95ee\u00a0Deep Searcher GitHub \u4ed3\u5e93\u3002<\/li>\n<li>\u514b\u9686\u4ed3\u5e93\u5230\u672c\u5730\uff1a\n<pre><code>git clone https:\/\/github.com\/zilliztech\/deep-searcher.git\r\n<\/code><\/pre>\n<\/li>\n<li>\u8fdb\u5165\u4ed3\u5e93\u76ee\u5f55\uff1a\n<pre><code>cd deep-searcher\r\n<\/code><\/pre>\n<\/li>\n<li>\u5b89\u88c5\u4f9d\u8d56\uff1a\n<pre><code>pip install -r requirements.txt\r\n<\/code><\/pre>\n<\/li>\n<li>\u914d\u7f6e\u5411\u91cf\u6570\u636e\u5e93\uff08\u5982 Milvus\uff09\uff0c\u5e76\u5c06\u914d\u7f6e\u4fe1\u606f\u6dfb\u52a0\u5230\u9879\u76ee\u914d\u7f6e\u6587\u4ef6\u4e2d\u3002<\/li>\n<\/ol>\n<h3>\u4f7f\u7528\u6307\u5357<\/h3>\n<ol>\n<li><strong>\u79c1\u6709\u6570\u636e\u641c\u7d22<\/strong>\uff1a\n<ul>\n<li>\u5c06\u4f01\u4e1a\u5185\u90e8\u6570\u636e\u5bfc\u5165\u5411\u91cf\u6570\u636e\u5e93\u3002<\/li>\n<li>\u4f7f\u7528 Deep Searcher \u7684\u68c0\u7d22\u529f\u80fd\u8fdb\u884c\u6570\u636e\u641c\u7d22\uff1a\n<pre><code>from deepsearcher import DeepSearcher\r\nsearcher = DeepSearcher(config)\r\nresults = searcher.search(query)\r\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u5411\u91cf\u6570\u636e\u5e93\u7ba1\u7406<\/strong>\uff1a\n<ul>\n<li>\u914d\u7f6e\u5e76\u7ba1\u7406 Milvus \u6216\u5176\u4ed6\u5411\u91cf\u6570\u636e\u5e93\u3002<\/li>\n<li>\u4f7f\u7528 Deep Searcher \u63d0\u4f9b\u7684\u63a5\u53e3\u8fdb\u884c\u6570\u636e\u5206\u533a\u548c\u7ba1\u7406\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u7075\u6d3b\u7684\u5d4c\u5165\u9009\u9879<\/strong>\uff1a\n<ul>\n<li>\u6839\u636e\u4e1a\u52a1\u9700\u6c42\u9009\u62e9\u5408\u9002\u7684\u5d4c\u5165\u6a21\u578b\u3002<\/li>\n<li>\u5c06\u5d4c\u5165\u6a21\u578b\u4e0e Deep Searcher \u8fdb\u884c\u96c6\u6210\uff0c\u4ee5\u5b9e\u73b0\u6700\u4f73\u641c\u7d22\u6548\u679c\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u5728\u7ebf\u5185\u5bb9\u6574\u5408<\/strong>\uff1a\n<ul>\n<li>\u914d\u7f6e\u5728\u7ebf\u5185\u5bb9\u6e90\uff0c\u5e76\u5c06\u5176\u4e0e\u4f01\u4e1a\u5185\u90e8\u6570\u636e\u7ed3\u5408\uff0c\u63d0\u4f9b\u66f4\u5168\u9762\u7684\u7b54\u6848\u3002<\/li>\n<li>\u4f7f\u7528 Deep Searcher \u7684\u63a5\u53e3\u8fdb\u884c\u5728\u7ebf\u5185\u5bb9\u68c0\u7d22\u548c\u6574\u5408\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u667a\u80fd\u95ee\u7b54\u7cfb\u7edf<\/strong>\uff1a\n<ul>\n<li>\u4f7f\u7528 Deep Searcher \u6784\u5efa\u57fa\u4e8e\u4f01\u4e1a\u6570\u636e\u7684\u667a\u80fd\u95ee\u7b54\u7cfb\u7edf\u3002<\/li>\n<li>\u914d\u7f6e\u95ee\u7b54\u7cfb\u7edf\u7684\u77e5\u8bc6\u5e93\uff0c\u5e76\u8fdb\u884c\u8bad\u7ec3\u548c\u4f18\u5316\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u4fe1\u606f\u68c0\u7d22<\/strong>\uff1a\n<ul>\n<li>\u5728\u5404\u79cd\u4fe1\u606f\u68c0\u7d22\u573a\u666f\u4e2d\u4f7f\u7528 Deep Searcher \u63d0\u9ad8\u68c0\u7d22\u6548\u7387\u3002<\/li>\n<li>\u6839\u636e\u4e1a\u52a1\u9700\u6c42\u5b9a\u5236\u68c0\u7d22\u7b56\u7565\u548c\u7b97\u6cd5\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h3>\u793a\u4f8b\u4ee3\u7801<\/h3>\n<pre><code>from deepsearcher import DeepSearcher\r\n# \u521d\u59cb\u5316 Deep Searcher\r\nconfig = {\r\n'vector_db': 'milvus',\r\n'embedding_model': 'bert'\r\n}\r\nsearcher = DeepSearcher(config)\r\n# \u641c\u7d22\u4f01\u4e1a\u5185\u90e8\u6570\u636e\r\nquery = \"\u4f01\u4e1a\u6570\u636e\u641c\u7d22\"\r\nresults = searcher.search(query)\r\nprint(results)\r\n# \u6574\u5408\u5728\u7ebf\u5185\u5bb9\r\nonline_results = searcher.integrate_online_content(query)\r\nprint(online_results)<\/code><\/pre>\n","protected":false},"excerpt":{"rendered":"<p>\u6df1\u5ea6\u641c\u7d22\u5668\uff08Deep Searcher\uff09 \u662f\u4e00\u4e2a\u7ed3\u5408\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u548c\u5411\u91cf\u6570\u636e\u5e93\u7684\u5f3a\u5927\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 Searc&#8230;<\/p>\n","protected":false},"author":1,"featured_media":61841,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20],"tags":[230],"class_list":["post-21181","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tool","tag-aikaiyuanxiangmu"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts\/21181","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/comments?post=21181"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts\/21181\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/media\/61841"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/media?parent=21181"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/categories?post=21181"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/tags?post=21181"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}