{"id":1222,"date":"2024-04-26T21:32:33","date_gmt":"2024-04-26T21:32:33","guid":{"rendered":"https:\/\/www.nicekj.com\/?p=1222"},"modified":"2024-04-26T21:33:04","modified_gmt":"2024-04-26T21:33:04","slug":"beiaidaihuodexiangliangshujukushishenme","status":"publish","type":"post","link":"https:\/\/www.nicekj.com\/beiaidaihuodexiangliangshujukushishenme.html","title":{"rendered":"\u88ab AI \u5e26\u706b\u7684\u5411\u91cf\u6570\u636e\u5e93\u662f\u4ec0\u4e48"},"content":{"rendered":"<blockquote>\n<p><strong>\u516c\u4f17\u53f7\u300c\u53e4\u65f6\u7684\u98ce\u7b5d\u300d\uff0c\u4e13\u6ce8\u4e8e\u540e\u7aef\u6280\u672f\uff0c\u5c24\u5176\u662f Java \u53ca\u5468\u8fb9\u751f\u6001\u3002<\/strong><\/p>\n<\/blockquote>\n<p><strong>\u5927\u5bb6\u597d\uff0c\u6211\u662f\u98ce\u7b5d<\/strong><\/p>\n<p>\u6700\u8fd1\u6709\u670b\u53cb\u9762\u8bd5\u7684\u65f6\u5019\u88ab\u9762\u8bd5\u5b98\u95ee\u4e86\u6709\u5173\u5411\u91cf\u6570\u636e\u5e93\u7684\u95ee\u9898\uff0c\u670b\u53cb\u8bf4\u5565\u662f\u5411\u91cf\u6570\u636e\u5e93\uff0c\u548b\u6ca1\u542c\u8fc7\u5462\u3002<\/p>\n<p>\u6700\u8fd1 ChatGPT \u4ee5\u53ca\u7c7b\u4f3c\u7684 AI \u4ea7\u54c1\u5927\u706b\uff0c\u4e0d\u4ec5\u5e26\u706b\u4e86\u82f1\u4f1f\u8fbe\u7684 GPU \u82af\u7247\uff0c\u4e5f\u5e26\u706b\u4e86\u5411\u91cf\u6570\u636e\u5e93\u3002<\/p>\n<p>\u5176\u5b9e\u5411\u91cf\u6570\u636e\u5e93\u5427\uff0c\u5f88\u65e9\u5c31\u4e4b\u524d\u5c31\u6709\u4e86\uff0c\u800c\u4e14\u5f88\u591a\u516c\u53f8\u4e5f\u5728\u7528\uff0c\u53ea\u4e0d\u8fc7\u6700\u8fd1\u501f\u7740AI\u7684\u4e1c\u98ce\uff0c\u88ab\u63a8\u5230\u4e86\u53f0\u524d\uff0c\u6bd4\u5982 Pinecone \u8fd9\u5bb6\u5411\u91cf\u6570\u636e\u5e93\u516c\u53f8\uff0c\u4f30\u503c\u7ea6\u4e3a 10 \u4ebf\u7f8e\u5143\uff0c\u521a\u521a\u878d\u8d44 1 \u4ebf\u7f8e\u5143\u3002<\/p>\n<p>\u518d\u6bd4\u5982\uff0c\u8fd9\u4e2a&#8230;&#8230;<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/e49c97d63bf814c0a4003a44edb02fab.png\" alt=\"\u88ab AI \u5e26\u706b\u7684\u5411\u91cf\u6570\u636e\u5e93\u662f\u4ec0\u4e48\" \/><\/figure>\n<\/p>\n<h2 data-id=\"heading-0\">\u4ec0\u4e48\u662f\u5411\u91cf\u548c\u5411\u91cf\u5316<\/h2>\n<p>\u5411\u91cf\u6570\u636e\u5e93\uff0c\u987e\u540d\u601d\u4e49\uff0c\u5b58\u50a8\u7684\u5185\u5bb9\u662f\u5411\u91cf\u3002<\/p>\n<p>\u90a3\u4ec0\u4e48\u53c8\u662f\u5411\u91cf\u5462\uff1f<\/p>\n<p>\u6211\u4eec\u6700\u65e9\u63a5\u89e6\u5411\u91cf\u5e94\u8be5\u662f\u5728\u6570\u5b66\u91cc\u9762\uff0c\u4f8b\u5982\u4e00\u4e2a\u4e8c\u7ef4\u7684\u5411\u91cf\u7528(x,y)\u8868\u793a\u5728x\u8f74\u548cy\u8f74\u7684\u503c\uff0c\u7528(x,y,z)\u8868\u662f\u5728x\u8f74\u3001y\u8f74\u548cz\u8f74\u7684\u4e09\u7ef4\u5411\u91cf\u3002\u8fd8\u53ef\u4ee5\u6709\u66f4\u591a\u7684\u7ef4\u5ea6\u8868\u793a\u591a\u7ef4\u5411\u91cf\u3002<\/p>\n<p>\u5411\u91cf\u6570\u636e\u5e93\u5e94\u7528\u6700\u591a\u7684\u573a\u666f\u5c31\u662f\u76f8\u4f3c\u5ea6\u641c\u7d22\uff0c\u5c31\u662f\u6839\u636e\u7528\u6237\u7684\u4e00\u4e2a\u8f93\u5165\u5339\u914d\u51fa\u51e0\u4e2a\u76f8\u4f3c\u5ea6\u6700\u9ad8\u7684\u7ed3\u679c\u3002\u6709\u70b9\u513f\u50cf\u6a21\u7cca\u67e5\u8be2\u6216\u8005\u5168\u6587\u68c0\u7d22\u7684\u610f\u601d\uff0c\u4f46\u662f\u539f\u7406\u53c8\u4e0d\u4e00\u6837\uff0c\u5168\u6587\u68c0\u7d22\u7684\u6838\u5fc3\u6280\u672f\u5e94\u8be5\u662f\u5206\u8bcd+\u7d22\u5f15 \uff0c\u800c\u5411\u91cf\u6570\u636e\u5e93\u662f\u5411\u91cf\u5316\uff08Embedding\uff09+\u7d22\u5f15\u3002<\/p>\n<p>\u7d22\u5f15\u5c31\u4e0d\u7528\u591a\u8bf4\u4e86\uff0c\u53ea\u8981\u6d89\u53ca\u5230\u5b58\u50a8\u7684\uff0c\u4e00\u5b9a\u4f1a\u7528\u5230\u7d22\u5f15\u3002<\/p>\n<h3 data-id=\"heading-1\">\u5411\u91cf\u5316\uff08Embedding\uff09<\/h3>\n<p>\u5728 OpenAI \u5b98\u7f51\u4e0a\u4e13\u95e8\u6709 Embedding \u7684\u4ecb\u7ecd\uff0c\u5e76\u4e14\u63d0\u4f9b\u4e86\u76f8\u5173\u7684\u6a21\u578bAPI\uff0c\u53eb\u505a ada\uff0c\u4e13\u95e8\u5c06\u6570\u636e Embedding\u3002<\/p>\n<p>Embedding \u662f\u7528\u4e00\u4e2a\u4f4e\u7ef4\u7a20\u5bc6\u5411\u91cf\u6765\u8868\u793a\u4e00\u4e2a\u5bf9\u8c61\uff0c\u4f7f\u5f97\u8fd9\u4e2a\u5411\u91cf\u80fd\u591f\u8868\u8fbe\u76f8\u5e94\u5bf9\u8c61\u7684\u67d0\u4e9b\u7279\u5f81\uff0c\u540c\u65f6\u5411\u91cf\u4e4b\u95f4\u7684\u8ddd\u79bb\u80fd\u53cd\u5e94\u5bf9\u8c61\u4e4b\u95f4\u7684\u76f8\u4f3c\u6027\u3002<\/p>\n<p>Embedding \u662f\u4e00\u4e2a\u591a\u7ef4\u5411\u91cf\u6570\u7ec4\uff0c\u7531\u4e00\u7cfb\u5217\u6570\u5b57\u7ec4\u6210\uff0c\u901a\u8fc7\u76f8\u5173\u7684\u7b97\u6cd5\u53ef\u4ee5\u5c06\u6587\u672c\u3001\u97f3\u9891\u3001\u89c6\u9891\u7b49\u5185\u5bb9\u8f6c\u6362\u4e3a\u591a\u7ef4\u5411\u91cf\u6570\u7ec4\uff0c\u5e76\u6700\u7ec8\u5b58\u50a8\u5230\u5411\u91cf\u6570\u636e\u5e93\u4e2d\u3002<\/p>\n<p>\u5047\u8bbe <code>man<\/code>\u7684\u5411\u91cf\u6570\u7ec4\u53ef\u8868\u793a\u4e3a [0.1,0.2,0.1]\uff0c<code>woman<\/code>\u7684\u5411\u91cf\u6570\u7ec4\u53ef\u8868\u793a\u4e3a[0.3,0.1,0.1]\u3002<\/p>\n<p>\u4e0b\u56fe\u4e2d\u53ef\u4ee5\u770b\u5230\u8fd9\u4e9b\u591a\u7ef4\u5411\u91cf\u5728\u5411\u91cf\u7a7a\u95f4\u4e2d\u7684\u5173\u7cfb\uff0cman\u548cwoman\u4e4b\u95f4\u3001king\u548cqueen\u4e4b\u95f4\uff0cChina\u548cBeijing\u4e4b\u95f4\u3002<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/8e39524a00ebde5b98557deb78c658e4.png\" alt=\"\u88ab AI \u5e26\u706b\u7684\u5411\u91cf\u6570\u636e\u5e93\u662f\u4ec0\u4e48\" \/><\/figure>\n<\/p>\n<p>\u5404\u79cd\u5404\u6837\u7684\u5185\u5bb9\u8fdb\u884c\u5411\u91cf\u5316\u4e4b\u540e\uff0c\u6700\u7ec8\u5728\u5411\u91cf\u7a7a\u95f4\u4f1a\u5f62\u6210\u6216\u8fd1\u6216\u758f\u7684\u5173\u7cfb\u3002\u6bd4\u5982\u4e0b\u9762\u8fd9\u5e45\u56fe\u4e2d\u53ef\u4ee5\u770b\u51fa\uff0c\u5982\u679c\u4f60\u641c\u7d22\u4e00\u4e2a\u52a8\u7269\u76f8\u5173\u7684\u5185\u5bb9\uff0c\u80af\u5b9a\uff08\u5927\u6982\u7387\uff09\u4e0d\u4f1a\u5339\u914d\u5230\u8fd0\u52a8\u5458\u7684\u90a3\u4e00\u5806\u6570\u636e\u4e2d\u3002<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/6d1ba8cd23bd41016255b68a04b7fe78.png\" alt=\"\u88ab AI \u5e26\u706b\u7684\u5411\u91cf\u6570\u636e\u5e93\u662f\u4ec0\u4e48\" \/><\/figure>\n<\/p>\n<p>\u5411\u91cf\u5316\u7684\u8fc7\u7a0b\u662f\u4e00\u4e2a\u590d\u6742\u7684\u8fc7\u7a0b\uff0c\u901a\u5e38\u4f1a\u7528\u5230\u7ecf\u8fc7\u5927\u91cf\u8bad\u7ec3\u548c\u4f18\u5316\u7684\u5927\u6a21\u578b\u4ee5\u53ca\u795e\u7ecf\u7f51\u7edc\u7b49\u5389\u5bb3\u7684\u6280\u672f\uff0c\u6240\u4ee5\uff0c\u4e2a\u4eba\u6216\u666e\u901a\u516c\u53f8\u53ea\u80fd\u7528\u5927\u5382\u63d0\u4f9b\u7684\u4ed8\u8d39\u670d\u52a1\uff0c\u4f8b\u5982OpenAI \u7684 Ada \u6a21\u578b\u3002<\/p>\n<p>\u4e3a\u4ec0\u4e48\u8fd9\u4e48\u590d\u6742\u5462\uff0c\u6bd4\u5982\u57fa\u4e8e\u81ea\u7136\u8bed\u8a00\u5904\u7406\u7684\u65b9\u5f0f\u5411\u91cf\u5316\uff0c\u4e0d\u4ec5\u8981\u5206\u6790\u6587\u672c\u672c\u8eab\u7684\u610f\u601d\uff0c\u8fd8\u4f1a\u5305\u62ec\u60c5\u611f\u5206\u6790\u3001\u7ffb\u8bd1\u7b49\u5de5\u4f5c\u8981\u5904\u7406\uff0c\u4f8b\u5982\u4f60\u641c\u7d22\u82f1\u6587\u7684 <code>apple<\/code>,\u4e5f\u8981\u80fd\u5339\u914d\u4e0a\u4e2d\u6587\u7684<code>\u82f9\u679c<\/code>\u6216\u5176\u4ed6\u7684\u8bed\u79cd\u3002\u8fd8\u6709\u5982\u679c\u4f60\u641c\u7d22<code>\u82f9\u679c\u592a\u96be\u5403\u4e86<\/code>\uff0c\u8981\u4e0d\u80fd\u5339\u914d\u51fa<code>\u82f9\u679c\u592a\u68d2\u4e86<\/code>\u8fd9\u79cd\u7ed3\u679c\u5427\u3002<\/p>\n<p>\u76ee\u524d\u4e3b\u6d41\u7684Embedding \u65b9\u6cd5\u4e3b\u8981\u6709\u5982\u4e0b\u8fd9\u4e09\u7c7b\uff1a<\/p>\n<h4 data-id=\"heading-2\">\u77e9\u9635\u5206\u89e3\u6cd5<\/h4>\n<p>\u77e9\u9635\u5206\u89e3\u6cd5\u662f\u4e00\u79cd\u5e38\u89c1\u7684 Embedding \u65b9\u6cd5\uff0c\u5b83\u53ef\u4ee5\u5c06\u9ad8\u7ef4\u7684\u77e9\u9635\u6620\u5c04\u6210\u4e24\u4e2a\u4f4e\u7ef4\u77e9\u9635\u7684\u4e58\u79ef\uff0c\u5f88\u597d\u5730\u89e3\u51b3\u4e86\u6570\u636e\u7a00\u758f\u7684\u95ee\u9898\u3002<\/p>\n<h4 data-id=\"heading-3\">\u57fa\u4e8e\u81ea\u7136\u8bed\u8a00\u5904\u7406\u7684\u65b9\u6cd5<\/h4>\n<p>\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u662f\u4e00\u79cd\u4eba\u5de5\u667a\u80fd\u6280\u672f\uff0c\u5b83\u6d89\u53ca\u8ba1\u7b97\u673a\u5bf9\u4eba\u7c7b\u8bed\u8a00\u7684\u7406\u89e3\u548c\u751f\u6210\u3002NLP \u5305\u62ec\u8bb8\u591a\u4efb\u52a1\uff0c\u5982\u6587\u672c\u5206\u7c7b\u3001\u60c5\u611f\u5206\u6790\u3001\u547d\u540d\u5b9e\u4f53\u8bc6\u522b\u3001\u673a\u5668\u7ffb\u8bd1\u548c\u81ea\u52a8\u6458\u8981\u7b49\u3002NLP \u6280\u672f\u53ef\u4ee5\u5e2e\u52a9\u8ba1\u7b97\u673a\u5904\u7406\u548c\u5206\u6790\u5927\u91cf\u7684\u6587\u672c\u6570\u636e\uff0c\u4ece\u800c\u4f7f\u8ba1\u7b97\u673a\u80fd\u591f\u66f4\u597d\u5730\u7406\u89e3\u4eba\u7c7b\u8bed\u8a00\u5e76\u4f5c\u51fa\u66f4\u51c6\u786e\u7684\u9884\u6d4b\u548c\u51b3\u7b56\u3002\u800c\u57fa\u4e8e NLP \u7684 Embedding \u65b9\u6cd5\u7684\u4e3b\u8981\u601d\u60f3\u662f\u5c06\u6bcf\u4e2a\u5355\u8bcd\u6216\u77ed\u8bed\u6620\u5c04\u5230\u4e00\u4e2a\u4f4e\u7ef4\u5411\u91cf\u7a7a\u95f4\u4e2d\uff0c\u4f7f\u5f97\u5728\u8fd9\u4e2a\u5411\u91cf\u7a7a\u95f4\u4e2d\uff0c\u76f8\u4f3c\u7684\u5355\u8bcd\u6216\u77ed\u8bed\u5728\u8ddd\u79bb\u4e0a\u66f4\u52a0\u63a5\u8fd1\uff0c\u4ee5\u4fbf\u4e8e\u652f\u6301\u8bed\u4e49\u67e5\u627e\u4e0e\u5206\u6790\u5de5\u4f5c\u3002\u5e38\u89c1\u7684\u65b9\u6cd5\u5305\u62ec\uff1a<\/p>\n<ol>\n<li>Word2vec<\/li>\n<li>GloVe\uff08Global Vectors for Word Representation\uff09<\/li>\n<li>FastText<\/li>\n<\/ol>\n<h4 data-id=\"heading-4\">\u57fa\u4e8e\u56fe\u7684\u65b9\u6cd5<\/h4>\n<p>\u4e0a\u8ff0\u65b9\u6cd5\u90fd\u662f\u9488\u5bf9\u5e8f\u5217\u6587\u672c\u800c\u8bbe\u8ba1\u7684\uff0c\u800c\u5bf9\u4e8e\u8bf8\u5982\u793e\u4ea4\u7f51\u7edc\u5206\u6790\u3001\u63a8\u8350\u7cfb\u7edf\u3001\u77e5\u8bc6\u56fe\u8c31\u7b49\u9886\u57df\u4e2d\u7684\u95ee\u9898\uff0c\u5982\u4e0b\u56fe\u6240\u793a\uff0c\u6570\u636e\u5bf9\u8c61\u4e4b\u95f4\u66f4\u591a\u5448\u73b0\u51fa\u56fe\u7ed3\u6784\uff1a<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/1431125584273c5b538cf7bf3cc7527e.png\" alt=\"\u88ab AI \u5e26\u706b\u7684\u5411\u91cf\u6570\u636e\u5e93\u662f\u4ec0\u4e48\" \/><\/figure>\n<\/p>\n<p>\u57fa\u4e8e\u56fe\u7684 Embedding \u6280\u672f\u662f\u4e00\u79cd\u5c06\u56fe\u6570\u636e\uff08\u901a\u5e38\u4e3a\u9ad8\u7ef4\u7a20\u5bc6\u7684\u77e9\u9635\uff09\u6620\u5c04\u4e3a\u4f4e\u5fae\u7a20\u5bc6\u5411\u91cf\u7684\u8fc7\u7a0b\uff0c\u80fd\u591f\u5f88\u597d\u5730\u89e3\u51b3\u56fe\u6570\u636e\u96be\u4ee5\u9ad8\u6548\u8f93\u5165\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u7684\u95ee\u9898\u3002Graph Embedding \u6280\u672f\u5c06\u56fe\u4e2d\u7684\u8282\u70b9\u4ee5\u4f4e\u7ef4\u7a20\u5bc6\u5411\u91cf\u7684\u5f62\u5f0f\u8fdb\u884c\u8868\u8fbe\uff0c\u8981\u6c42\u5728\u539f\u59cb\u56fe\u4e2d\u76f8\u4f3c (\u4e0d\u540c\u7684\u65b9\u6cd5\u5bf9\u76f8\u4f3c\u7684\u5b9a\u4e49\u4e0d\u540c) \u7684\u8282\u70b9\u5176\u5728\u4f4e\u7ef4\u8868\u8fbe\u7a7a\u95f4\u4e5f\u63a5\u8fd1\u3002\u5e38\u89c1\u7684\u65b9\u6cd5\u5305\u62ec\uff1a<\/p>\n<ol>\n<li>DeepWalk<\/li>\n<li>Node2vec<\/li>\n<li>Metapath2vec<\/li>\n<\/ol>\n<h2 data-id=\"heading-5\">\u5411\u91cf\u6570\u636e\u5e93\u7684\u7279\u70b9<\/h2>\n<p>\u5411\u91cf\u6570\u636e\u5e93\u7684\u5e94\u7528\u573a\u666f\u51b3\u5b9a\u4e86\u5176\u5927\u6982\u7387\u9700\u8981\u5b58\u50a8\u6d77\u91cf\u7684\u6570\u636e\uff0c\u800c\u4e0d\u662f\u60f3\u5173\u7cfb\u578b\u6570\u636e\u5e93\u90a3\u6837\u5b58\u50a8\u786e\u5b9a\u7684\u591a\u5c11\u6761\u6570\u636e\u3002<\/p>\n<ul>\n<li>\u5411\u91cf\u6570\u636e\u5e93\u8981\u5177\u5177\u6709\u9ad8\u53ef\u7528\u3001\u9ad8\u6269\u5c55\u6027\u7684\u67b6\u6784\uff1b<\/li>\n<li>\u5411\u91cf\u6570\u636e\u5e93\u662f\u8ba1\u7b97\u5bc6\u96c6\u578b\u5e94\u7528\uff0c\u9700\u8981\u826f\u597d\u7684\u786c\u4ef6\u8bbe\u5907\u52a0\u901f\uff1b<\/li>\n<li>\u9ad8\u5e76\u53d1\u3001\u4f4e\u5ef6\u8fdf<\/li>\n<\/ul>\n<h2 data-id=\"heading-6\">\u5e94\u7528\u573a\u666f<\/h2>\n<p>\u5411\u91cf\u6570\u636e\u5e93\u7684\u6838\u5fc3\u529f\u80fd\u5c31\u662f\u76f8\u4f3c\u6027\u5339\u914d\uff0c\u6240\u4ee5\uff0c\u5b83\u7684\u5e94\u7528\u573a\u666f\u4e5f\u662f\u56f4\u7ed5\u7740\u8fd9\u4e2a\u529f\u80fd\u6765\u7684\u3002<\/p>\n<ul>\n<li>\u6587\u672c\u641c\u7d22\uff08\u5305\u542b\u8bed\u4e49\u7684\u90a3\u79cd\uff09\uff0c\u6700\u5e38\u89c1\u7684\u529f\u80fd\uff1b<\/li>\n<li>\u56fe\u7247\u3001\u8bed\u97f3\u3001\u89c6\u9891\u641c\u7d22\uff0c\u4f8b\u5982\u90a3\u79cd\u4ee5\u56fe\u641c\u56fe\u7684\u529f\u80fd\uff0c\u5f53\u7136\uff0c\u4e0e\u4e4b\u5339\u914d\u7684\u5411\u91cf\u5316\u7684\u8fc7\u7a0b\u4e5f\u6bd4\u6587\u5b57\u66f4\u590d\u6742\uff0c\u4f8b\u5982\u8bed\u97f3\u7684\u5411\u91cf\u5316\u8981\u5305\u62ec\u5bf9\u8bed\u97f3\u8fdb\u884c\u7279\u5f81\u5316\u7684\u63d0\u53d6\uff0c\u6bd4\u5982\u58f0\u7eb9\u7b49\u7b49\u3002\u6b4c\u66f2\u8bc6\u522b\uff08\u975e\u6b4c\u8bcd\u7684\u90a3\u79cd\uff09\u5c31\u53ef\u4ee5\u7528\u5411\u91cf\u5316\u548c\u5411\u91cf\u6570\u636e\u5e93\uff1b<\/li>\n<li>\u63a8\u8350\u7cfb\u7edf\uff0c\u6839\u636e\u7cfb\u7edf\u7ed9\u7528\u6237\u6253\u7684\u6807\u7b7e\uff0c\u7ed9\u7528\u6237\u63a8\u8350\u76f8\u4f3c\u5ea6\u6700\u9ad8\u7684\u5546\u54c1\u3001\u670d\u52a1\u7b49\uff1b<\/li>\n<li>\u5f02\u5e38\u68c0\u6d4b\uff0c\u76f8\u4f3c\u5ea6\u8fc7\u4f4e\u53ef\u4ee5\u5224\u65ad\u4e3a\u5f02\u5e38\uff0c\u4f8b\u5982\u4eba\u8138\u8bc6\u522b\u529f\u80fd\uff0c\u5982\u679c\u76f8\u4f3c\u5ea6\u8fc7\u4f4e\uff0c\u90a3\u53ef\u80fd\u5c31\u662f\u975e\u672c\u4eba\uff1b<\/li>\n<\/ul>\n<p>\u6700\u8fd1\u7684AI\u70ed\u6f6e\u6380\u8d77\u4e86\u4e0d\u5c11\u65b0\u6280\u672f\uff0c\u611f\u89c9\u5feb\u8981\u5b66\u4e0d\u8fc7\u6765\uff0c\u4e0d\u8fc7\u5927\u591a\u6570\u7684\u5185\u5bb9\u60f3\u5b66\u4e5f\u5b66\u4e0d\u4f1a\u4e86\uff0c\u53ea\u80fd\u5b66\u5b66\u5468\u8fb9\u6280\u672f\uff0c\u7528\u7528\u4eba\u5bb6\u7684API\u4e86\u3002<\/p>\n<p>\u6bd5\u7adf\u50cfOpenAI\u8fd9\u79cd\uff0c\u91cc\u9762\u7684\u5458\u5de5\u7684\u804c\u4f4d\u90fd\u662fxxx\u79d1\u5b66\u5bb6\uff0c\u4e0d\u662fxxx\u5de5\u7a0b\u5e08\u4e86\u3002<\/p>\n<p>\u4f46\u662f\uff0c\u8be5\u5173\u6ce8\u8fd8\u662f\u8981\u5173\u6ce8\u4e00\u4e0b\uff0c\u8bf4\u4e0d\u597d\u54ea\u5929\u5c31\u7528\u5230\u81ea\u5df1\u7684\u4ea7\u54c1\u91cc\u4e86\u3002<\/p>\n<p><strong>\u4e2a\u4eba\u535a\u5ba2\uff1a<a href=\"https:\/\/link.juejin.cn?target=http%3A%2F%2Fwww.moonkite.cn\" target=\"_blank\" title=\"http:\/\/www.moonkite.cn\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">www.moonkite.cn<\/a><\/strong><\/p>","protected":false},"excerpt":{"rendered":"<p>\u5927\u5bb6\u597d\uff0c\u6211\u662f\u98ce\u7b5d \u6700\u8fd1\u6709\u670b\u53cb\u9762\u8bd5\u7684\u65f6\u5019\u88ab\u9762\u8bd5\u5b98\u95ee\u4e86\u6709\u5173\u5411\u91cf\u6570\u636e\u5e93\u7684\u95ee\u9898\uff0c\u670b\u53cb\u8bf4\u5565\u662f\u5411\u91cf\u6570\u636e\u5e93\uff0c\u548b\u6ca1\u542c\u8fc7\u5462\u3002 \u6700\u8fd1 ChatGPT \u4ee5\u53ca\u7c7b\u4f3c\u7684 AI \u4ea7\u54c1\u5927\u706b\uff0c\u4e0d\u4ec5\u5e26\u706b\u4e86\u82f1\u4f1f\u8fbe\u7684 GPU \u82af\u7247\uff0c\u4e5f\u5e26\u706b\u4e86<\/p>\n","protected":false},"author":1,"featured_media":2524,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"rank_math_title":"\u5411\u91cf | \u6570\u636e\u5e93 | 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