{"id":1501,"date":"2024-05-17T15:34:49","date_gmt":"2024-05-17T15:34:49","guid":{"rendered":"https:\/\/www.nicekj.com\/?p=1501"},"modified":"2024-05-17T15:36:03","modified_gmt":"2024-05-17T15:36:03","slug":"chatgptdeembeddingzuijiashijianchuangjianzijidezhishikushixianleishiai","status":"publish","type":"post","link":"https:\/\/www.nicekj.com\/chatgptdeembeddingzuijiashijianchuangjianzijidezhishikushixianleishiai.html","title":{"rendered":"chatGPT\u7684Embedding\u6700\u4f73\u5b9e\u8df5\uff1a\u521b\u5efa\u81ea\u5df1\u7684\u77e5\u8bc6\u5e93\uff0c\u5b9e\u73b0\u7c7b\u4f3cAI\u5ba2\u670d\u529f\u80fd"},"content":{"rendered":"<p>\u968f\u7740OpenAI\u5c06 <em>gpt-3.5-turbo<\/em> \u5207\u6362\u5230 <em>gpt-3.5-turbo-1106<\/em> \u8fd9\u4e2a\u7248\u672c\uff0c\u4e5f\u5c31\u662ftoken\u4ef7\u683c\u548c\u4e4b\u524d\u4e00\u6837\uff0c\u4f46\u662f\u957f\u5ea6\u6210\u4e8616K\uff0c\u8db3\u8db3\u662f\u4e4b\u524d\u7684\u56db\u500d\uff0c\u90a3\u4e48embedding\u8fd9\u79cd\u65b9\u5f0f\u624d\u6709\u53ef\u80fd\u6d3e\u4e0a\u7528\u573a\u3002\u4e4b\u524d\u76844k\uff0c\u8fd8\u4e0d\u591f\u585e\u7259\u7f1d\uff01<\/p>\n<p>\u5f53\u7136\u5982\u679c\u4f60\u662f\u5f88\u5dee\u94b1\uff0c\u76f4\u63a5\u4f7f\u7528 <em>gpt-4-1106-preview<\/em> \uff08\u4e5f\u5c31\u662f <em>gpt-4-turbo<\/em>\uff09 \u8fd9\u4e2a\u6a21\u578b\u66f4\u723d\uff0c\u957f\u5ea6\u53ef\u8fbe128K\uff0c\u5c3d\u7ba1\u8fd4\u56de\u6700\u957f\u662f4096\uff0c\u5bf9\u4e8e\u5927\u90e8\u5206\u573a\u666f\u5df2\u7ecf\u8db3\u591f\u3002<\/p>\n<hr>\n<h3 data-id=\"heading-0\">\u4e00\u3001\u6ce8\u518c\u8d26\u53f7<\/h3>\n<p>\u767b\u5f55\u7f51\u5740 <a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fweb.felh.xyz%2Flogin\" target=\"_blank\" title=\"https:\/\/web.felh.xyz\/login\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">FELH AI<\/a>\uff0c\u6ce8\u518c\u8d26\u53f7\u540e\u767b\u5f55\u3002<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/cf620ff99d01ae60044a133533f4dd25.png\" alt=\"image.png\" \/><\/figure>\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/033ba6e6026f3ded7775cfb7f66eb67c.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<h3 data-id=\"heading-1\">\u4e8c\u3001\u51c6\u5907\u6570\u636e<\/h3>\n<p>\u70b9\u51fb\u5de6\u4e0b\u89d2\u83dc\u5355\u4e2d\u7684\u3010\u4e2a\u4eba\u77e5\u8bc6\u5e93\u3011\uff0c\u5f55\u5165\u81ea\u5df1\u7684AI\u95ee\u7b54\u95ee\u9898\u3002<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/3f292371fdee10222044395f9c49ff00.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<p>\u6211\u4ece <a href=\"https:\/\/link.juejin.cn?target=http%3A%2F%2Fwww.npc.gov.cn%2Fzgrdw%2Fnpc%2Flfzt%2Frlys%2F2014-10%2F24%2Fcontent_1882723.htm\" target=\"_blank\" title=\"http:\/\/www.npc.gov.cn\/zgrdw\/npc\/lfzt\/rlys\/2014-10\/24\/content_1882723.htm\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">www.npc.gov.cn\/zgrdw\/npc\/l\u2026<\/a> \u590d\u5236\u4e86\u300a\u4e2d\u534e\u4eba\u6c11\u5171\u548c\u56fd\u5a5a\u59fb\u6cd5\u300b\uff0c\u4e00\u5171\u516b\u7ae0\uff0c27\u6761\u3002<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/260f83d1a9c676016d61875417678d40.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<h3 data-id=\"heading-2\">\u4e09\u3001\u5411\u91cf\u5316<\/h3>\n<p>\u5c06\u4ee5\u4e0a\u5185\u5bb9\u5f55\u5165\u3010\u4e2a\u4eba\u77e5\u8bc6\u5e93\u3011<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/89dff7ad27220bc8061b91c4b36d54a4.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<h5 data-id=\"heading-3\">\u5411\u91cf\u5316\u5de5\u5177\u7684\u9009\u62e9\u8bf4\u660e<\/h5>\n<p>\u6700\u5f00\u59cb\u4f7f\u7528\u4e86\u963f\u91cc\u4e91\u7684\u5411\u91cf\u6570\u636e\u5e93(DashVector)\uff0c\u540c\u6837\u4e5f\u4f7f\u7528\u4e86\u767e\u5ea6\u4e91\u7684\u5411\u91cf\u6570\u636e\u5e93\u3002\u6700\u540e\u6211\u90fd\u653e\u5f03\u4e86\uff0c\u529f\u80fd\u57fa\u672c\u53ef\u4ee5\u8fbe\u5230\u6211\u7684\u8981\u6c42\uff0c\u5bf9\u4e8e\u6211\u8fd9\u4e48\u5c0f\u7684\u5e94\u7528\uff0c\u6027\u80fd\u80af\u5b9a\u4e5f\u4e5f\u6ca1\u6709\u95ee\u9898\u3002\u95ee\u9898\u5728\u4e8e\uff0c<strong>\u5bf9\u4e8e\u5f00\u53d1\u8005\u5c0f\u89c4\u6a21\u6d4b\u8bd5\u5c45\u7136\u5f00\u59cb\u6536\u8d39<\/strong>\u3002<\/p>\n<ul>\n<li>\u963f\u91cc\u4e91\u4ece12-15\u53f7\u5f00\u59cb\u6536\u8d39\uff0c\u4e4b\u524d\u7684\u6d4b\u8bd5cluster\u4fdd\u7559\u4e00\u4e2a\u6708<\/li>\n<li>\u817e\u8baf\u4e91\u4e0d\u6536\u8d39\uff0c\u4f46\u662f\u6bcf\u4e2a\u6708\u90fd\u8981\u53bb\u7533\u8bf7\u4e00\u4e0b\u514d\u8d39\u8d44\u683c\uff08\u514d\u8d39\u5c31\u514d\u8d39\u5427\uff0c\u8fd8\u8981\u4eba\u53bb\u7b7e\u5230\uff0c\u8111\u5b50\u6709\u5751\uff09<\/li>\n<\/ul>\n<p>\u679c\u65ad\u90fd\u653e\u5f03\u4e86\u3002<\/p>\n<p>\u73b0\u5728\u6211\u7684\u5e94\u7528\u91cc\u9762\u540c\u65f6\u4f7f\u7528\u4e86\u4e09\u5bb6\u5411\u91cf\u6570\u636e\u5e93\uff0c\u4f5c\u4e3a\u7d22\u5f15\uff0c\u4ee5\u514d\u7531\u4e8e\u67d0\u4e9b\u4e0d\u53ef\u6297\u56e0\u7d20\uff0c\u7a81\u7136\u4e0d\u53ef\u7528\u4e86\u3002<\/p>\n<ul>\n<li><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fcloud.zilliz.com%2Flogin\" target=\"_blank\" title=\"https:\/\/cloud.zilliz.com\/login\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">Zilliz<\/a><\/li>\n<\/ul>\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/6e7fc1aa1f77646e247fb567a42e55f7.png\" alt=\"image.png\" \/><\/figure>\n\n<ul>\n<li><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fcloud.qdrant.io%2F\" target=\"_blank\" title=\"https:\/\/cloud.qdrant.io\/\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">QDrant<\/a><\/li>\n<\/ul>\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/37e1366908c766e3cdccef3e04f6be29.png\" alt=\"image.png\" \/><\/figure>\n\n<ul>\n<li><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fapp.pinecone.io%2F\" target=\"_blank\" title=\"https:\/\/app.pinecone.io\/\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">Pinecone<\/a><\/li>\n<\/ul>\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/42fb5d100253f50d835f62ae05adcefe.png\" alt=\"image.png\" \/><\/figure>\n\n<p>\u8fd9\u4e09\u5bb6\u63d0\u4f9b\u7684\u670d\u52a1\u5f88\u63a5\u8fd1\uff0c\u6bd4\u8f83\u4e0b\u6765Zilliz\u66f4\u591a\u90fd\u53ef\u4ee5\u652f\u6301pipelines\uff0c\u5728\u6211\u4eec\u4f7f\u7528\u7684\u5411\u91cf\u6570\u636e\u5e93\u76f8\u4f3c\u5ea6\u67e5\u8be2\u4e0a\u6ca1\u6709\u4ec0\u4e48\u533a\u522b\u3002\u4ed6\u4eec\u4e09\u5bb6\u90fd\u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u5355\u4e00\u526f\u672c\u7684\u670d\u52a1\uff0c\u5b8c\u5168\u514d\u8d39\uff0c\u5bf9\u4e8eOpenAI\u7684embedding\u8fd9\u79cd1536\u7ef4\u5ea6\u7684\u5411\u91cf\uff0c\u5927\u6982\u90fd\u80fd\u652f\u6301\u523050\u4e07\u6761\u6570\u636e\u5de6\u53f3\uff0c\u6211\u60f3\u5bf9\u4e8e\u5f00\u53d1\u8005\uff0c\u6216\u8005\u5bf9\u4e8e\u5c0f\u89c4\u6a21\u5e94\u7528\u5b8c\u5168\u591f\u7528\u4e86\u3002\u5f53\u7136\u7531\u4e8e\u662f1\u526f\u672c\u96c6\uff0c\u6240\u4ee5\u6700\u597d\u5728\u81ea\u5df1\u5e94\u7528\u6570\u636e\u5e93\u4e2d\u505a\u597d\u6570\u636e\u5907\u4efd\uff0c\u4ee5\u514d\u670d\u52a1\u4e0d\u53ef\u7528\u9020\u6210\u6570\u636e\u4e22\u5931\u3002<\/p>\n<h3 data-id=\"heading-4\">\u56db\u3001\u8c03\u6574\u53c2\u6570\uff0c\u7ed3\u679c\u5bf9\u6bd4<\/h3>\n<h6 data-id=\"heading-5\">\u4e0b\u9762\u662f\u672a\u4f7f\u7528\u77e5\u8bc6\u5e93\u3002<\/h6>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/544fb8faf497e7d6a7948ac36368239b.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<h6 data-id=\"heading-6\">\u5728\u3010\u804a\u5929\u8bbe\u7f6e\u3011\u4e2d\u5f00\u542f\u3010\u4e2a\u4eba\u77e5\u8bc6\u5e93\u3011<\/h6>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/c10616ee56283c8e6a7b0b69d5d92a0c.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<hr>\n<h3 data-id=\"heading-7\">\u4f53\u9a8c\u65b9\u5f0f\uff1a\u901a\u8fc7\u4e0b\u9762\u7b2c2\u6761\u7684\u7f51\u5740\u5373\u53ef\u9a6c\u4e0a\u4f53\u9a8c<\/h3>\n<ol>\n<li>OpenAI API SDK java\u7248\u672c\uff0c\u53ef\u8bbf\u95ee <a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fgithub.com%2Fforestwanglin%2Fopenai-java\" title=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fgithub.com%2Fforestwanglin%2Fopenai-java\" target=\"_blank\" rel=\"noopener\">github\uff1aopenai-java<\/a><\/li>\n<li>\u7528VUE3\u5199\u4e86\u4e00\u4e2a\u7f51\u7ad9\u5e94\u7528\uff0c\u5305\u62ecH5\u548cPC\u4e24\u4e2a\u7248\u672c\uff08\u7f51\u5740\u90fd\u662f <a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fweb.felh.xyz\" title=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fweb.felh.xyz\" target=\"_blank\" rel=\"noopener\">web.felh.xyz<\/a> \uff09\uff0c\u8fd8\u6709\u5c0f\u7a0b\u5e8f\u7248\u3010FELH AI\u3011\uff08\u540e\u7eed\u4e0d\u4f1a\u66f4\u65b0\u4e86\uff0c\u56e0\u4e3a\u4e0d\u8981face\u7684\u5fae\u4fe1\u5f00\u59cb\u5bf9\u4e2a\u4eba\u5c0f\u7a0b\u5e8f\u4e5f\u5f00\u59cb\u6536\u5e74\u5ba1\u7684\u8d39\u7528\u4e86\uff09<\/li>\n<\/ol>\n<p>\u5230\u76ee\u524d\u4e3a\u6b62SDK\u5df2\u7ecf\u652f\u6301\u6240\u67092023-11-06 API\u66f4\u65b0\u540e\u65b0\u52a0\u7684\u63a5\u53e3\uff08Assistants, Threads, Messages, Runs\uff09\uff0c\u79fb\u9664\u4e86\u5e9f\u5f03\u548c\u8fc7\u65f6\u63a5\u53e3(Completions, Edits, Fine-tunes)\u3002<strong>\u6b64SDK\u5b8c\u5168\u662f\u4e2a\u4eba\u5229\u7528\u4e1a\u52a1\u65f6\u95f4\u5728\u7ef4\u62a4\uff0c\u5982\u679c\u60a8\u89c9\u5f97\u6709\u7528\uff0c\u8bf7\u987a\u624b\u70b9\u4e2astar\uff0c\u611f\u8c22\uff01<\/strong><\/p>\n<hr>\n<h6 data-id=\"heading-8\">\u5f53\u7136Embedding\u8fd8\u53ef\u4ee5\u505a\u5f88\u591a\u4e8b\u60c5\uff1a<\/h6>\n<ul>\n<li><strong>Search<\/strong>&nbsp;(where results are ranked by relevance to a query string)<\/li>\n<li><strong>Clustering<\/strong>&nbsp;(where text strings are grouped by similarity)<\/li>\n<li><strong>Recommendations<\/strong>&nbsp;(where items with related text strings are recommended)<\/li>\n<li><strong>Anomaly detection<\/strong>&nbsp;(where outliers with little relatedness are identified)<\/li>\n<li><strong>Diversity measurement<\/strong>&nbsp;(where similarity distributions are analyzed)<\/li>\n<li><strong>Classification<\/strong>&nbsp;(where text strings are classified by their most similar label)<\/li>\n<\/ul>\n<p>\u5177\u4f53\u53ef\u4ee5\u53c2\u8003\u5b98\u65b9\u6587\u6863 <a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fplatform.openai.com%2Fdocs%2Fguides%2Fembeddings\" target=\"_blank\" title=\"https:\/\/platform.openai.com\/docs\/guides\/embeddings\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">Embeddings<\/a>\u3002<\/p>","protected":false},"excerpt":{"rendered":"<p>\u968f\u7740OpenAI\u5c06 gpt-3.5-turbo \u5207\u6362\u5230 gpt-3.5-turbo-1106 \u8fd9\u4e2a\u7248\u672c\uff0c\u4e5f\u5c31\u662ftoken\u4ef7\u683c\u548c\u4e4b\u524d\u4e00\u6837\uff0c\u4f46\u662f\u957f\u5ea6\u6210\u4e8616K\uff0c\u8db3\u8db3\u662f\u4e4b\u524d\u7684\u56db\u500d\uff0c\u90a3\u4e48embedding\u8fd9\u79cd<\/p>\n","protected":false},"author":1,"featured_media":10709,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"rank_math_title":"","rank_math_description":"","rank_math_focus_keyword":"","views":"3","footnotes":""},"categories":[3],"tags":[136,126,127,128,129],"collection":[],"class_list":["post-1501","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-fenlei2","tag-136","tag-gpt","tag-ai","tag-128","tag-129"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/posts\/1501","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/comments?post=1501"}],"version-history":[{"count":0,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/posts\/1501\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/media\/10709"}],"wp:attachment":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/media?parent=1501"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/categories?post=1501"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/tags?post=1501"},{"taxonomy":"collection","embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/collection?post=1501"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}