{"id":91486,"date":"2026-08-07T23:15:36","date_gmt":"2026-08-07T15:15:36","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/91486.html"},"modified":"2026-08-07T23:15:36","modified_gmt":"2026-08-07T15:15:36","slug":"%e5%85%a8%e9%9d%a2%e8%ae%a4%e8%af%86%e5%b5%8c%e5%85%a5%e6%a8%a1%e5%9e%8b-embedding-models-%e4%bb%8e%e5%8e%9f%e7%90%86%e5%88%b0%e8%90%bd%e5%9c%b0%e5%ae%9e%e6%88%98","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/91486.html","title":{"rendered":"\u5168\u9762\u8ba4\u8bc6\u5d4c\u5165\u6a21\u578b (Embedding Models) \u2014\u2014 \u4ece\u539f\u7406\u5230\u843d\u5730\u5b9e\u6218"},"content":{"rendered":"<p style=\"text-align:center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"200\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260807151532-6a75f694ce884.jpg\" width=\"200\" \/><\/p>\n<p style=\"text-align:center\">\u6458\u8981&#xff1a;\u5728\u5927\u6a21\u578b&#xff08;LLM&#xff09;\u548cRAG&#xff08;\u68c0\u7d22\u589e\u5f3a\u751f\u6210&#xff09;\u7206\u53d1\u7684\u4eca\u5929&#xff0c;\u201c<span style=\"color:#38d8f0\">\u5d4c\u5165\u6a21\u578b<\/span>\u201d&#xff08;Embedding Model&#xff09;\u6210\u4e3a\u4e86\u8fde\u63a5\u4eba\u7c7b\u8bed\u8a00\u4e0e\u673a\u5668\u8ba1\u7b97\u7684\u6865\u6881\u3002\u672c\u6587\u5c06\u6839\u636e\u5b66\u4e60\u8def\u7ebf\u56fe&#xff0c;\u5e26\u4f60\u4ece\u96f6\u5f00\u59cb\u8ba4\u8bc6\u5d4c\u5165\u6a21\u578b&#xff0c;\u89e3\u6790\u5176\u6838\u5fc3\u6982\u5ff5\u3001\u5e94\u7528\u573a\u666f\u3001\u4e3b\u6d41\u6a21\u578b\u9009\u578b&#xff0c;\u4ee5\u53ca\u6700\u5173\u952e\u7684API\u63a5\u5165\u4e0e\u672c\u5730\u90e8\u7f72\u5b9e\u6218\u3002<\/p>\n<p id=\"main-toc\">\u76ee\u5f55<\/p>\n<p id=\"%E4%B8%80%E3%80%81%E8%AE%A4%E8%AF%86%E5%B5%8C%E5%85%A5%E6%A8%A1%E5%9E%8B-toc\" style=\"margin-left:0px\">\u4e00\u3001\u8ba4\u8bc6\u5d4c\u5165\u6a21\u578b<\/p>\n<p id=\"1.%20%E4%BB%80%E4%B9%88%E6%98%AF%E5%B5%8C%E5%85%A5%E6%A8%A1%E5%9E%8B%EF%BC%9F-toc\" style=\"margin-left:40px\">1. \u4ec0\u4e48\u662f\u5d4c\u5165\u6a21\u578b&#xff1f;<\/p>\n<p id=\"2.%20%E5%B5%8C%E5%85%A5%E6%A8%A1%E5%9E%8B%E5%BA%94%E7%94%A8%E5%9C%BA%E6%99%AF-toc\" style=\"margin-left:40px\">2. \u5d4c\u5165\u6a21\u578b\u5e94\u7528\u573a\u666f<\/p>\n<p id=\"3.%20%E4%B8%BB%E6%B5%81%E7%9A%84%E5%B5%8C%E5%85%A5%E6%A8%A1%E5%9E%8B-toc\" style=\"margin-left:40px\">3. \u4e3b\u6d41\u7684\u5d4c\u5165\u6a21\u578b<\/p>\n<p id=\"4.%20%E5%B5%8C%E5%85%A5%E6%A8%A1%E5%9E%8B%E6%8E%A5%E5%85%A5%E6%96%B9%E5%BC%8F-toc\" style=\"margin-left:40px\">4. \u5d4c\u5165\u6a21\u578b\u63a5\u5165\u65b9\u5f0f<\/p>\n<p id=\"1%20API%20%E6%8E%A5%E5%85%A5%EF%BC%88%E9%97%AD%E6%BA%90%EF%BC%89-toc\" style=\"margin-left:80px\">1 API \u63a5\u5165&#xff08;\u95ed\u6e90&#xff09;<\/p>\n<p id=\"2%20%E6%9C%AC%E5%9C%B0%E9%83%A8%E7%BD%B2%EF%BC%88%E5%BC%80%E6%BA%90%EF%BC%89-toc\" style=\"margin-left:80px\">2 \u672c\u5730\u90e8\u7f72&#xff08;\u5f00\u6e90&#xff09;<\/p>\n<p id=\"%E4%BA%8C%E3%80%81%E6%80%BB%E7%BB%93-toc\" style=\"margin-left:80px\">\u4e8c\u3001\u603b\u7ed3<\/p>\n<hr id=\"hr-toc\" \/>\n<hr \/>\n<h2 id=\"%E4%B8%80%E3%80%81%E8%AE%A4%E8%AF%86%E5%B5%8C%E5%85%A5%E6%A8%A1%E5%9E%8B\">\u4e00\u3001\u8ba4\u8bc6\u5d4c\u5165\u6a21\u578b<\/h2>\n<p>\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406&#xff08;NLP&#xff09;\u7684\u4e16\u754c\u91cc&#xff0c;\u8ba1\u7b97\u673a\u5e76\u4e0d\u61c2\u4ec0\u4e48\u662f\u201c\u82f9\u679c\u201d&#xff0c;\u4ec0\u4e48\u662f\u201c\u9999\u8549\u201d\u3002<span style=\"color:#fe2c24\">\u4e3a\u4e86\u8ba9\u8ba1\u7b97\u673a\u7406\u89e3\u8bed\u4e49<\/span>&#xff0c;\u6211\u4eec\u9700\u8981<span style=\"color:#fe2c24\">\u5c06\u6587\u672c\u8f6c\u5316\u4e3a\u6570\u5b57\u5411\u91cf<\/span>\u3002\u8fd9\u5c31\u662f\u5d4c\u5165\u6a21\u578b\u7684\u6838\u5fc3\u4f7f\u547d\u3002<\/p>\n<h3 id=\"1.%20%E4%BB%80%E4%B9%88%E6%98%AF%E5%B5%8C%E5%85%A5%E6%A8%A1%E5%9E%8B%EF%BC%9F\">1. \u4ec0\u4e48\u662f\u5d4c\u5165\u6a21\u578b&#xff1f;<\/h3>\n<p><span style=\"color:#ff9900\">\u5927\u8bed\u8a00\u6a21\u578b\u662f\u751f\u6210\u5f0f\u6a21\u578b\u3002<\/span>\u5b83\u7406\u89e3\u8f93\u5165\u5e76\u751f\u6210\u65b0\u7684\u6587\u672c&#xff08;\u56de\u7b54\u95ee\u9898\u3001\u5199\u6587\u7ae0&#xff09;\u3002\u5b83\u5185\u90e8\u5b9e\u9645\u4e0a\u4e5f\u4f7f\u7528\u5d4c\u5165\u6280\u672f\u6765\u7406\u89e3\u8f93\u5165&#xff0c;\u4f46\u6700\u7ec8\u76ee\u6807\u662f \u201c\u521b\u9020\u201d\u3002<\/p>\n<p>\u800c<span style=\"color:#ff9900\">\u5d4c\u5165\u6a21\u578b&#xff08;Embedding Model&#xff09;\u662f\u8868\u793a\u578b\u6a21\u578b\u3002<\/span>\u00a0\u662f\u4e00\u79cd\u5c06\u9ad8\u7ef4\u7684\u79bb\u6563\u6570\u636e&#xff08;\u5982\u5355\u8bcd\u3001\u53e5\u5b50\u3001\u6587\u6863\u3001\u751a\u81f3\u56fe\u50cf&#xff09;\u6620\u5c04\u5230\u4f4e\u7ef4\u8fde\u7eed\u5411\u91cf\u7a7a\u95f4\u7684\u6280\u672f\u3002<\/p>\n<ul>\n<li>\u901a\u4fd7\u7406\u89e3&#xff1a;\u60f3\u8c61\u4e00\u4e2a\u5de8\u5927\u7684\u591a\u7ef4\u5750\u6807\u7cfb\u3002\u5d4c\u5165\u6a21\u578b\u7684\u4f5c\u7528\u5c31\u662f\u628a\u4e00\u6bb5\u6587\u5b57\u53d8\u6210\u8fd9\u4e2a\u5750\u6807\u7cfb\u91cc\u7684\u4e00\u4e2a\u201c\u70b9\u201d&#xff08;\u5373\u5411\u91cf&#xff09;\u3002<\/li>\n<li>\u6838\u5fc3\u7279\u6027&#xff1a;<span style=\"color:#fe2c24\">\u8bed\u4e49\u76f8\u4f3c&#xff0c;\u8ddd\u79bb\u76f8\u8fd1\u3002<\/span>\n<ul>\n<li>\u201c\u56fd\u738b\u201d\u548c\u201c\u738b\u540e\u201d\u5728\u8fd9\u4e2a\u7a7a\u95f4\u91cc\u7684\u8ddd\u79bb\u4f1a\u5f88\u8fd1\u3002<\/li>\n<li>\u201c\u56fd\u738b\u201d\u548c\u201c\u571f\u8c46\u201d\u7684\u8ddd\u79bb\u4f1a\u5f88\u8fdc\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u6570\u5b66\u8868\u8fbe&#xff1a;\u8f93\u5165\u4e00\u6bb5\u6587\u672c\u00a0TT\u00a0&#xff0c;\u6a21\u578b\u8f93\u51fa\u4e00\u4e2a\u56fa\u5b9a\u957f\u5ea6\u7684\u6d6e\u70b9\u6570\u6570\u7ec4\u00a0V&#061;[v1,v2,&#8230;,vn]V&#061;[v1\u200b,v2\u200b,&#8230;,vn\u200b]\u00a0\u3002<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"449\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260807151533-6a75f69512c7d.png\" width=\"1070\" \/><\/p>\n<p>\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f&#xff0c;\u8ba1\u7b97\u673a\u53ef\u4ee5\u901a\u8fc7\u8ba1\u7b97\u5411\u91cf\u4e4b\u95f4\u7684\u4f59\u5f26\u76f8\u4f3c\u5ea6&#xff08;Cosine Similarity&#xff09;\u6765\u5224\u65ad\u4e24\u6bb5\u6587\u672c\u5728\u8bed\u4e49\u4e0a\u662f\u5426\u76f8\u4f3c&#xff0c;\u4ece\u800c\u5b9e\u73b0\u201c\u7406\u89e3\u201d\u8bed\u8a00\u3002<\/p>\n<p>\u5b83\u7684\u76ee\u6807\u4e0d\u662f\u751f\u6210\u6587\u672c&#xff0c;\u800c\u662f\u4e3a\u8f93\u5165\u7684\u6587\u672c\u521b\u5efa\u4e00\u4e2a\u6700\u4f73\u7684\u3001\u5bcc\u542b\u8bed\u4e49\u7684\u6570\u503c\u8868\u793a&#xff08;<span style=\"color:#fe2c24\">\u5411\u91cf<\/span>&#xff09;\u3002<\/p>\n<p>\u7531\u4e8e\u8ba1\u7b97\u673a\u5929\u751f\u64c5\u957f\u5904\u7406\u6570\u5b57&#xff0c;\u4f46\u4e0d\u7406\u89e3\u6587\u5b57\u3001\u56fe\u7247\u7684\u542b\u4e49\u3002\u5d4c\u5165&#xff08;Embedding&#xff09;\u7684\u6838\u5fc3\u601d\u60f3\u5c31\u662f\u5c06\u4eba\u7c7b\u4e16\u754c\u7684\u7b26\u53f7&#xff08;\u5982\u5355\u8bcd\u3001\u53e5\u5b50\u3001\u4ea7\u54c1\u3001\u7528\u6237\u3001\u56fe\u7247&#xff09;\u8f6c\u6362\u4e3a\u8ba1\u7b97\u673a\u80fd\u591f\u7406\u89e3\u7684\u6570\u503c\u5f62\u5f0f&#xff08;\u5373\u5411\u91cf&#xff0c;\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u6570\u5b57\u5217\u8868&#xff09;&#xff0c;\u5e76\u4e14\u8981\u6c42\u8fd9\u79cd\u8f6c\u6362\u80fd\u591f\u4fdd\u7559\u539f\u59cb\u7b26\u53f7\u7684\u8bed\u4e49\u548c\u5173\u7cfb\u3002<\/p>\n<h3 id=\"2.%20%E5%B5%8C%E5%85%A5%E6%A8%A1%E5%9E%8B%E5%BA%94%E7%94%A8%E5%9C%BA%E6%99%AF\">2. \u5d4c\u5165\u6a21\u578b\u5e94\u7528\u573a\u666f<\/h3>\n<p>\u5d4c\u5165\u6a21\u578b\u662f\u6784\u5efa\u73b0\u4ee3AI\u5e94\u7528\u7684\u57fa\u77f3&#xff0c;\u4e3b\u8981\u5e94\u7528\u5728\u4ee5\u4e0b\u573a\u666f&#xff1a;<\/p>\n<li>RAG&#xff08;\u68c0\u7d22\u589e\u5f3a\u751f\u6210&#xff09;&#xff1a;\u8fd9\u662f\u76ee\u524d\u6700\u706b\u7684\u5e94\u7528\u3002\u5c06\u4f01\u4e1a\u77e5\u8bc6\u5e93\u5207\u7247\u5e76\u8f6c\u5316\u4e3a\u5411\u91cf\u5b58\u5165\u6570\u636e\u5e93\u3002\u5f53\u7528\u6237\u63d0\u95ee\u65f6&#xff0c;\u5148\u5c06\u95ee\u9898\u8f6c\u5316\u4e3a\u5411\u91cf&#xff0c;\u53bb\u5e93\u91cc\u627e\u6700\u76f8\u4f3c\u7684\u7247\u6bb5&#xff0c;\u518d\u5582\u7ed9\u5927\u6a21\u578b\u751f\u6210\u7b54\u6848\u3002<\/li>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1241\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260807151533-6a75f69549d0a.png\" width=\"1108\" \/><\/p>\n<li>\u8bed\u4e49\u641c\u7d22&#xff1a;\u8d85\u8d8a\u4f20\u7edf\u7684\u5173\u952e\u8bcd\u5339\u914d\u3002\u6bd4\u5982\u641c\u201c\u5982\u4f55\u4fee\u7406\u6c7d\u8f66\u201d&#xff0c;\u5373\u4f7f\u6587\u6863\u91cc\u53ea\u6709\u201c\u8f66\u8f86\u7ef4\u4fee\u6307\u5357\u201d&#xff0c;\u4e5f\u80fd\u88ab\u641c\u51fa\u6765&#xff0c;\u56e0\u4e3a\u5b83\u4eec\u7684\u5411\u91cf\u8bed\u4e49\u76f8\u8fd1\u3002<\/li>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"564\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260807151533-6a75f695d3c44.png\" width=\"1075\" \/><\/p>\n<li>\u63a8\u8350\u7cfb\u7edf&#xff1a;\u5c06\u7528\u6237\u753b\u50cf\u548c\u5546\u54c1\u90fd\u8f6c\u5316\u4e3a\u5411\u91cf&#xff0c;\u8ba1\u7b97\u76f8\u4f3c\u5ea6\u6765\u63a8\u8350\u7528\u6237\u53ef\u80fd\u559c\u6b22\u7684\u5546\u54c1\u3002<\/li>\n<li>\u805a\u7c7b\u4e0e\u5206\u7c7b&#xff1a;\u5c06\u5927\u91cf\u65e0\u6807\u7b7e\u7684\u6587\u672c\u901a\u8fc7\u5411\u91cf\u805a\u7c7b&#xff0c;\u81ea\u52a8\u53d1\u73b0\u8bdd\u9898\u5206\u7ec4&#xff1b;\u6216\u8005\u7528\u4e8e\u60c5\u611f\u5206\u6790\u3001\u5783\u573e\u90ae\u4ef6\u8fc7\u6ee4\u7b49\u5206\u7c7b\u4efb\u52a1\u3002<\/li>\n<li>\u5f02\u5e38\u68c0\u6d4b&#xff1a;\u5728\u65e5\u5fd7\u5206\u6790\u4e2d&#xff0c;\u6b63\u5e38\u65e5\u5fd7\u7684\u5411\u91cf\u4f1a\u805a\u96c6\u5728\u4e00\u8d77&#xff0c;\u504f\u79bb\u7fa4\u4f53\u7684\u5411\u91cf\u53ef\u80fd\u5c31\u662f\u5f02\u5e38\u62a5\u9519<\/li>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"516\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260807151534-6a75f69635131.png\" width=\"1053\" \/><\/p>\n<\/p>\n<h3 id=\"3.%20%E4%B8%BB%E6%B5%81%E7%9A%84%E5%B5%8C%E5%85%A5%E6%A8%A1%E5%9E%8B\">3. \u4e3b\u6d41\u7684\u5d4c\u5165\u6a21\u578b<\/h3>\n<p>\u5e02\u9762\u4e0a\u7684\u5d4c\u5165\u6a21\u578b\u767e\u82b1\u9f50\u653e&#xff0c;\u9009\u62e9\u65f6\u901a\u5e38\u9700\u8981\u8003\u8651\u7ef4\u5ea6\u5927\u5c0f&#xff08;\u5f71\u54cd\u5b58\u50a8\u548c\u8ba1\u7b97&#xff09;\u3001\u652f\u6301\u8bed\u8a00&#xff08;\u4e2d\u6587\/\u82f1\u6587\/\u591a\u8bed\u8a00&#xff09;\u4ee5\u53ca\u6700\u5927Token\u957f\u5ea6\u3002 \u56fd\u9645\u4e3b\u6d41&#xff08;\u95ed\u6e90\/\u5f00\u6e90&#xff09;<\/p>\n<ul>\n<li>OpenAI text-embedding-3-small\/large&#xff1a;\u76ee\u524d\u7684\u884c\u4e1a\u6807\u6746&#xff0c;\u6027\u80fd\u6781\u5f3a&#xff0c;\u652f\u6301\u591a\u8bed\u8a00&#xff0c;\u7ef4\u5ea6\u53ef\u9009&#xff0c;\u4f46\u9700\u4ed8\u8d39\u8c03\u7528\u3002<\/li>\n<li>Cohere embed-v3&#xff1a;\u5728\u68c0\u7d22\u4efb\u52a1\u4e0a\u8868\u73b0\u4f18\u5f02&#xff0c;\u4f01\u4e1a\u7ea7\u5e94\u7528\u5e7f\u6cdb\u3002<\/li>\n<li>BGE (BAAI General Embedding)&#xff1a;\u7531\u5317\u4eac\u667a\u6e90\u7814\u7a76\u9662\u5f00\u6e90&#xff0c;bge-large-en-v1.5 \u6216 bge-m3 \u5728\u5f00\u6e90\u754c\u9738\u699c\u8bb8\u4e45&#xff0c;\u652f\u6301\u591a\u8bed\u8a00\u548c\u957f\u6587\u672c\u3002<\/li>\n<\/ul>\n<p>\u56fd\u5185\u4e3b\u6d41&#xff08;\u5bf9\u4e2d\u6587\u4f18\u5316\u66f4\u597d&#xff09;<\/p>\n<ul>\n<li>\u963f\u91cc\u901a\u4e49 text-embedding-v2\/v3&#xff1a;\u963f\u91cc\u4e91\u767e\u70bc\u5e73\u53f0\u63d0\u4f9b&#xff0c;\u5bf9\u4e2d\u6587\u8bed\u4e49\u7406\u89e3\u6df1\u523b&#xff0c;\u6027\u4ef7\u6bd4\u9ad8\u3002<\/li>\n<li>\u667a\u8c31 AI embedding-2\/3&#xff1a;GLM\u7cfb\u5217\u914d\u5957\u6a21\u578b&#xff0c;\u4e2d\u6587\u6548\u679c\u7b2c\u4e00\u68af\u961f\u3002<\/li>\n<li>M3E \/ GTE&#xff1a;\u793e\u533a\u6d3b\u8dc3\u7684\u5f00\u6e90\u4e2d\u6587\u6a21\u578b&#xff0c;\u9002\u5408\u672c\u5730\u8f7b\u91cf\u7ea7\u90e8\u7f72\u3002<\/li>\n<\/ul>\n<p>\u5176\u4ed6\u53c2\u8003&#xff1a;<\/p>\n<ul>\n<li>Huggingface \u7684 MTEB \u8bc4\u6d4b&#xff1a;https:\/\/huggingface.co\/spaces\/mteb\/leaderboard<\/li>\n<li>ModelScope&#xff1a;https:\/\/www.modelscope.cn\/&#xff08;\u754c\u9762\u548c Huggingface \u8bbe\u8ba1\u7684\u5dee\u4e0d\u591a&#xff09;<\/li>\n<\/ul>\n<p>Huggingface \u7684 MTEB&#xff08;Massive Multilingual Text Embedding Benchmark&#xff09;\u8bc4\u6d4b&#xff0c;\u662f\u4e1a\u754c\u6bd4\u8f83\u516c\u8ba4\u7684\u6807\u51c6\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"721\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260807151534-6a75f696ddc62.png\" width=\"1957\" \/><\/p>\n<\/p>\n<h3 id=\"4.%20%E5%B5%8C%E5%85%A5%E6%A8%A1%E5%9E%8B%E6%8E%A5%E5%85%A5%E6%96%B9%E5%BC%8F\">4. \u5d4c\u5165\u6a21\u578b\u63a5\u5165\u65b9\u5f0f<\/h3>\n<p>\u77e5\u9053\u4e86\u539f\u7406\u548c\u6a21\u578b&#xff0c;\u63a5\u4e0b\u6765\u5c31\u662f\u600e\u4e48\u7528\u3002\u4e3b\u8981\u5206\u4e3a\u201c\u7701\u4e8b\u4f46\u82b1\u94b1\u201d\u7684API\u63a5\u5165\u548c\u201c\u514d\u8d39\u4f46\u8d39\u663e\u5361\u201d\u7684\u672c\u5730\u90e8\u7f72\u3002<\/p>\n<h4 id=\"1%20API%20%E6%8E%A5%E5%85%A5%EF%BC%88%E9%97%AD%E6%BA%90%EF%BC%89\">1 API \u63a5\u5165&#xff08;\u95ed\u6e90&#xff09;<\/h4>\n<p>\u9002\u7528\u573a\u666f&#xff1a;\u5feb\u901f\u539f\u578b\u5f00\u53d1\u3001\u4e0d\u60f3\u7ef4\u62a4GPU\u670d\u52a1\u5668\u3001\u5bf9\u6570\u636e\u9690\u79c1\u8981\u6c42\u4e0d\u6781\u5176\u4e25\u82db&#xff08;\u6216\u4f7f\u7528\u4f01\u4e1a\u7248\u79c1\u6709\u5316API&#xff09;\u7684\u573a\u666f\u3002 \u4f18\u70b9&#xff1a;<\/p>\n<li>\u65e0\u9700\u5173\u5fc3\u786c\u4ef6\u8d44\u6e90\u3002<\/li>\n<li>\u6a21\u578b\u6548\u679c\u901a\u5e38\u662fSOTA&#xff08;\u5f53\u524d\u6700\u4f73&#xff09;\u3002<\/li>\n<li>\u63a5\u5165\u4ee3\u7801\u6781\u7b80\u3002<\/li>\n<p>\u5b9e\u6218\u793a\u4f8b&#xff08;Python\u8c03\u7528 OpenAI API&#xff09;&#xff1a;<\/p>\n<p>from openai import OpenAI<\/p>\n<p># \u521d\u59cb\u5316\u5ba2\u6237\u7aef<br \/>\nclient &#061; OpenAI(api_key&#061;&#034;your-api-key-here&#034;)<\/p>\n<p>def get_embedding(text):<br \/>\n    response &#061; client.embeddings.create(<br \/>\n        input&#061;text,<br \/>\n        model&#061;&#034;text-embedding-3-small&#034;<br \/>\n    )<br \/>\n    # \u8fd4\u56de\u5411\u91cf\u5217\u8868<br \/>\n    return response.data[0].embedding<\/p>\n<p># \u6d4b\u8bd5<br \/>\ntext &#061; &#034;\u4eca\u5929\u5929\u6c14\u771f\u4e0d\u9519&#034;<br \/>\nvector &#061; get_embedding(text)<br \/>\nprint(f&#034;\u5411\u91cf\u7ef4\u5ea6: {len(vector)}&#034;)<br \/>\nprint(f&#034;\u5411\u91cf\u524d5\u4f4d: {vector[:5]}&#034;) <\/p>\n<p><span style=\"color:#fe2c24\">\u6ce8&#xff1a;\u56fd\u5185\u5382\u5546\u5982\u963f\u91cc\u767e\u70bc\u3001\u667a\u8c31\u7684API\u8c03\u7528\u65b9\u5f0f\u7c7b\u4f3c&#xff0c;\u53ea\u9700\u66f4\u6362base_url\u548cmodel\u540d\u79f0\u5373\u53ef\u3002<\/span><\/p>\n<h4 id=\"2%20%E6%9C%AC%E5%9C%B0%E9%83%A8%E7%BD%B2%EF%BC%88%E5%BC%80%E6%BA%90%EF%BC%89\">2 \u672c\u5730\u90e8\u7f72&#xff08;\u5f00\u6e90&#xff09;<\/h4>\n<p>\u9002\u7528\u573a\u666f&#xff1a;\u6570\u636e\u9690\u79c1\u8981\u6c42\u6781\u9ad8&#xff08;\u6570\u636e\u4e0d\u51fa\u57df&#xff09;\u3001\u9700\u8981\u79bb\u7ebf\u8fd0\u884c\u3001\u62e5\u6709\u81ea\u6709GPU\u8d44\u6e90\u3001\u957f\u671f\u8fd0\u884c\u6210\u672c\u654f\u611f\u3002 \u4f18\u70b9&#xff1a;<\/p>\n<li>\u6570\u636e\u5b8c\u5168\u638c\u63e1\u5728\u81ea\u5df1\u624b\u4e2d\u3002<\/li>\n<li>\u65e0Token\u8d39\u7528&#xff0c;\u8fb9\u9645\u6210\u672c\u4f4e\u3002<\/li>\n<li>\u53ef\u9488\u5bf9\u7279\u5b9a\u9886\u57df\u6570\u636e\u8fdb\u884c\u5fae\u8c03&#xff08;Fine-tuning&#xff09;\u3002<\/li>\n<p>\u5e38\u7528\u5de5\u5177&#xff1a;<\/p>\n<ul>\n<li>Sentence-Transformers&#xff1a;Python\u5e93&#xff0c;\u52a0\u8f7dHuggingFace\u6a21\u578b\u6700\u65b9\u4fbf\u7684\u65b9\u5f0f\u3002<\/li>\n<li>Ollama&#xff1a;\u4e00\u952e\u8fd0\u884c\u5927\u6a21\u578b\u548c\u5d4c\u5165\u6a21\u578b\u7684\u795e\u5668\u3002<\/li>\n<li>Xinference \/ vLLM&#xff1a;\u9ad8\u6027\u80fd\u63a8\u7406\u6846\u67b6\u3002<\/li>\n<\/ul>\n<p>\u5b9e\u6218\u793a\u4f8b&#xff08;\u4f7f\u7528 Sentence-Transformers \u672c\u5730\u52a0\u8f7d BGE \u6a21\u578b&#xff09;&#xff1a;<\/p>\n<p>\u9996\u5148\u5b89\u88c5\u5e93&#xff1a;<\/p>\n<p>pip install sentence-transformers<br \/>\nfrom sentence_transformers import SentenceTransformer<\/p>\n<p># \u52a0\u8f7d\u672c\u5730\u6a21\u578b\u6216\u4eceHuggingFace\u4e0b\u8f7d<br \/>\n# \u8fd9\u91cc\u4ee5 BAAI\/bge-small-zh-v1.5 \u4e3a\u4f8b&#xff0c;\u9002\u5408\u4e2d\u6587\u4e14\u901f\u5ea6\u5feb<br \/>\nmodel &#061; SentenceTransformer(&#039;BAAI\/bge-small-zh-v1.5&#039;)<\/p>\n<p>sentences &#061; [<br \/>\n    &#034;\u4e3a\u8fd9\u4e2a\u53e5\u5b50\u751f\u6210\u8868\u793a\u4ee5\u7528\u4e8e\u68c0\u7d22\u76f8\u5173\u6587\u7ae0&#034;,<br \/>\n    &#034;\u673a\u5668\u5b66\u4e60\u662f\u4eba\u5de5\u667a\u80fd\u7684\u4e00\u4e2a\u5206\u652f&#034;<br \/>\n]<\/p>\n<p># \u7f16\u7801\u751f\u6210\u5411\u91cf<br \/>\nembeddings &#061; model.encode(sentences)<\/p>\n<p># \u8ba1\u7b97\u76f8\u4f3c\u5ea6<br \/>\nfrom sentence_transformers import util<br \/>\nsimilarity &#061; util.cos_sim(embeddings[0], embeddings[1])<\/p>\n<p>print(f&#034;\u53e5\u5b501\u5411\u91cf\u5f62\u72b6: {embeddings[0].shape}&#034;)<br \/>\nprint(f&#034;\u4e24\u53e5\u76f8\u4f3c\u5ea6: {similarity.item()}&#034;) <\/p>\n<h4 id=\"%E4%BA%8C%E3%80%81%E6%80%BB%E7%BB%93\">\u4e8c\u3001\u603b\u7ed3<\/h4>\n<p>\u5d4c\u5165\u6a21\u578b\u662fAI\u5e94\u7528\u843d\u5730\u7684\u201c\u9690\u5f62\u529f\u81e3\u201d\u3002<\/p>\n<ul>\n<li>\u5982\u679c\u4f60\u8ffd\u6c42\u6781\u81f4\u6548\u679c\u548c\u5f00\u53d1\u901f\u5ea6&#xff0c;\u9996\u9009\u00a0OpenAI \u6216 \u56fd\u5185\u5927\u5382 API\u3002<\/li>\n<li>\u5982\u679c\u4f60\u770b\u91cd\u6570\u636e\u9690\u79c1\u548c\u6210\u672c\u63a7\u5236&#xff0c;\u4e14\u6709\u4e00\u5b9a\u7684\u8fd0\u7ef4\u80fd\u529b&#xff0c;\u672c\u5730\u90e8\u7f72 BGE \u6216 GTE \u7b49\u5f00\u6e90\u6a21\u578b\u662f\u6700\u4f73\u9009\u62e9\u3002<\/li>\n<\/ul>\n<p>\u5e0c\u671b\u8fd9\u7bc7\u6587\u7ae0\u80fd\u5e2e\u4f60\u5efa\u7acb\u8d77\u5bf9\u5d4c\u5165\u6a21\u578b\u7684\u5b8c\u6574\u8ba4\u77e5&#xff01;\u5982\u679c\u89c9\u5f97\u6709\u7528&#xff0c;\u6b22\u8fce\u70b9\u8d5e\u3001\u6536\u85cf\u3001\u5173\u6ce8\u4e09\u8fde&#xff01;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6458\u8981&#xff1a;\u5728\u5927\u6a21\u578b&#xff08;LLM&#xff09;\u548cRAG&#xff08;\u68c0\u7d22\u589e\u5f3a\u751f\u6210&#xff09;\u7206\u53d1\u7684\u4eca\u5929&#xff0c;\u201c\u5d4c\u5165\u6a21\u578b\u201d&#xff08;Embedding Model&#xff09;\u6210\u4e3a\u4e86\u8fde\u63a5\u4eba\u7c7b\u8bed\u8a00\u4e0e\u673a\u5668\u8ba1\u7b97\u7684\u6865\u6881\u3002\u672c\u6587\u5c06\u6839\u636e\u5b66\u4e60\u8def\u7ebf\u56fe&#xff0c;\u5e26\u4f60\u4ece\u96f6\u5f00\u59cb\u8ba4\u8bc6\u5d4c\u5165\u6a21\u578b&#xff0c;\u89e3\u6790\u5176\u6838\u5fc3\u6982\u5ff5\u3001\u5e94\u7528\u573a\u666f\u3001\u4e3b\u6d41\u6a21\u578b\u9009\u578b&#xff0c;\u4ee5\u53ca\u6700\u5173\u952e\u7684API\u63a5\u5165\u4e0e\u672c\u5730\u90e8\u7f72\u5b9e\u6218\u3002 \u76ee\u5f55 \u4e00\u3001\u8ba4\u8bc6\u5d4c\u5165\u6a21\u578b 1. \u4ec0\u4e48\u662f\u5d4c\u5165\u6a21\u578b&amp;#xff1<\/p>\n","protected":false},"author":2,"featured_media":91478,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[997,75],"topic":[],"class_list":["post-91486","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-langchain","tag-llm"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u5168\u9762\u8ba4\u8bc6\u5d4c\u5165\u6a21\u578b (Embedding Models) \u2014\u2014 \u4ece\u539f\u7406\u5230\u843d\u5730\u5b9e\u6218 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/91486.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u5168\u9762\u8ba4\u8bc6\u5d4c\u5165\u6a21\u578b (Embedding Models) \u2014\u2014 \u4ece\u539f\u7406\u5230\u843d\u5730\u5b9e\u6218 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u6458\u8981&#xff1a;\u5728\u5927\u6a21\u578b&#xff08;LLM&#xff09;\u548cRAG&#xff08;\u68c0\u7d22\u589e\u5f3a\u751f\u6210&#xff09;\u7206\u53d1\u7684\u4eca\u5929&#xff0c;\u201c\u5d4c\u5165\u6a21\u578b\u201d&#xff08;Embedding Model&#xff09;\u6210\u4e3a\u4e86\u8fde\u63a5\u4eba\u7c7b\u8bed\u8a00\u4e0e\u673a\u5668\u8ba1\u7b97\u7684\u6865\u6881\u3002\u672c\u6587\u5c06\u6839\u636e\u5b66\u4e60\u8def\u7ebf\u56fe&#xff0c;\u5e26\u4f60\u4ece\u96f6\u5f00\u59cb\u8ba4\u8bc6\u5d4c\u5165\u6a21\u578b&#xff0c;\u89e3\u6790\u5176\u6838\u5fc3\u6982\u5ff5\u3001\u5e94\u7528\u573a\u666f\u3001\u4e3b\u6d41\u6a21\u578b\u9009\u578b&#xff0c;\u4ee5\u53ca\u6700\u5173\u952e\u7684API\u63a5\u5165\u4e0e\u672c\u5730\u90e8\u7f72\u5b9e\u6218\u3002 \u76ee\u5f55 \u4e00\u3001\u8ba4\u8bc6\u5d4c\u5165\u6a21\u578b 1. \u4ec0\u4e48\u662f\u5d4c\u5165\u6a21\u578b&amp;#xff1\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/91486.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2026-08-07T15:15:36+00:00\" \/>\n<meta property=\"og:image\" 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