{"id":5606,"date":"2023-11-01T19:48:32","date_gmt":"2023-11-01T11:48:32","guid":{"rendered":"https:\/\/aict.nkust.edu.tw\/digitrans\/?p=5606"},"modified":"2024-12-13T20:35:58","modified_gmt":"2024-12-13T12:35:58","slug":"%e8%87%aa%e6%9e%b6%e9%9b%a2%e7%b7%9a%e7%89%88chatgpt%ef%bc%9fmeta%e7%9a%84llama%e9%96%8b%e6%ba%90%e5%a4%a7%e5%9e%8b%e8%aa%9e%e8%a8%80%e6%a8%a1%e5%9e%8b%e8%88%87%e7%9b%b8%e9%97%9c%e8%bb%9f%e9%ab%94","status":"publish","type":"post","link":"https:\/\/aict.nkust.edu.tw\/digitrans\/?p=5606","title":{"rendered":"\u81ea\u67b6\u96e2\u7dda\u7248ChatGPT\uff1fMeta\u7684LLaMA\u958b\u6e90\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u8207\u76f8\u95dc\u8edf\u9ad4\u4ecb\u7d39"},"content":{"rendered":"\n<p>2023-11-01 | Ivon Huang<\/p>\n\n\n\n<p>\u672c\u6587\u7c21\u4ecbMeta LLaMA AI\u804a\u5929\u6a21\u578b\u7684\u80cc\u666f\u8cc7\u8a0a\uff0c\u4e26\u89e3\u8aaa\u5982\u4f55\u5728\u60a8\u7684\u96fb\u8166\u4e0a\u8dd1\u96e2\u7dda\u7248LLaMA AI\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">1. LLaMA\u662f\u4ec0\u9ebc\uff1f<\/h2>\n\n\n\n<p>\u96a8\u8457OpenAI ChatGPT\u7684\u51fa\u73fe\uff0c\u8b93\u4eba\u5011\u4e86\u89e3\u5230\u901a\u7528\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u7684\u61c9\u7528\u6f5b\u529b\u3002\u4e0d\u904eChatGPT\u6709\u4e00\u500b\u5f88\u5927\u7f3a\u9ede\uff0c\u5c31\u662f\u5b83\u8dd1\u5728OpenAI\u7684\u4f3a\u670d\u5668\u3002\u8a9e\u8a00\u6a21\u578b\u9f90\u5927\u9700\u8981\u4f3a\u670d\u5668\u7b49\u7d1a\u7684\u786c\u9ad4\u652f\u6490\uff0c\u9019\u9ede\u53ef\u4ee5\u7406\u89e3\uff0c\u4f46\u662f\u4f7f\u7528\u6703\u53d7\u5230\u5ee0\u5546\u9650\u5236\uff0c\u5c0e\u81f4\u4e0d\u80fd\u8086\u610f\u5984\u70ba\uff0c\u751a\u81f3\u8981\u300c\u50ac\u7720\u300d\u4e00\u4e0b\u624d\u6703\u807d\u8a71(\u5582)\u3002\u90a3\u9ebc\u6709\u6c92\u6709\u53ef\u80fd\u5728\u500b\u4eba\u96fb\u8166\u8dd1\u300c\u89e3\u9664\u5c01\u5370\u300d\u7684\u8a9e\u8a00\u6a21\u578b\u5462\uff1fLLaMA\u662f\u76ee\u524d\u6700\u65b0\u7684\u9078\u64c7\u3002<\/p>\n\n\n\n<p>LLaMA\u662fMeta\u63a8\u51fa\u7684\u901a\u7528\u5927\u578b\u8a9e\u8a00\u6a21\u578b(large language model)\uff0c\u5176\u786c\u9ad4\u9700\u6c42\u8f03\u4f4e\uff0c\u53ef\u5b89\u88dd\u5728\u500b\u4eba\u96fb\u8166\uff0c\u96e2\u7dda\u8207AI\u804a\u5929\uff0c\u7576\u4f5cOpenAI ChatGPT\u7684\u4f4e\u968e\u66ff\u4ee3\u54c1\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter is-resized\"><img data-recalc-dims=\"1\" decoding=\"async\" src=\"https:\/\/i0.wp.com\/ivonblog.com\/posts\/meta-llama-introduction\/images\/title.webp?w=640&#038;ssl=1\" alt=\"\" style=\"width:749px;height:auto\"\/><figcaption class=\"wp-element-caption\">LLaMA\u5373\u70ba\u82f1\u6587\u7684\u7f8a\u99dd\u4e4b\u610f\u3002\u5716\u7247\u4f86\u81eaBusinessFocus<\/figcaption><\/figure>\n<\/div>\n\n\n<p>2023\u5e742\u6708\uff0cMeta\u7814\u767c\u7684\u901a\u7528\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u300cLLaMA\u300d\u5728\u767c\u8868\u524d\u6158\u906d\u5916\u6d29\uff0c\u9020\u6210\u8f5f\u52d5\uff0c\u5438\u5f15\u8a31\u591a\u4eba\u70ba\u5176\u64b0\u5beb\u7a0b\u5f0f\u3002\u5118\u7ba1Meta\u8981\u6c42\u5404\u5927\u7db2\u7ad9\u4e0b\u67b6\uff0c\u4ecd\u963b\u64cb\u4e0d\u4e86\u76f8\u95dc\u7a0b\u5f0f\u7684\u63a8\u51fa\u3002\u6240\u4ee5Meta\u7b49\u65bc\u300c\u88ab\u8feb\u300d\u5c07LLaMA\u958b\u6e90\uff0c\u53ea\u4e0d\u904e\u6a21\u578b\u7684\u5b8c\u6574\u6b0a\u91cd(weights)\u4ecd\u9700\u8981\u5411Meta\u586b\u8868\u683c\u7d22\u53d6\u3002<\/p>\n\n\n\n<p>Meta\u8a13\u7df4\u4e86\u4e0d\u540c\u7b49\u7d1a\u7684LLaMA\u6a21\u578b\uff0c\u4f9d\u8a13\u7df4\u53c3\u6578\u6578\u91cf\u5206\u70ba7B\u300113B\u300130B\u300165B\u3002Meta\u5728\u4ed6\u5011\u7684\u8ad6\u6587\u5ba3\u7a31LLaMA 13B\u7684\u6a21\u578b\u6027\u80fd\u8d85\u8d8aGPT-3\u6a21\u578b\u3002<\/p>\n\n\n\n<p>2023\u5e747\u6708\uff0cMeta\u548cMicrosoft\u5171\u540c\u767c\u8868\u65b0\u4e00\u4ee3\u6a21\u578b\u300cLLaMA 2\u300d\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter is-resized\"><img data-recalc-dims=\"1\" decoding=\"async\" src=\"https:\/\/i0.wp.com\/ivonblog.com\/posts\/meta-llama-introduction\/images\/title2.webp?w=640&#038;ssl=1\" alt=\"\" style=\"width:811px;height:auto\"\/><\/figure>\n<\/div>\n\n\n<p>\u5728\u90a3\u4e4b\u5f8c\uff0c\u57fa\u65bcLLaMA\u8a13\u7df4\u7684\u6a21\u578b\u5982\u96e8\u5f8c\u6625\u7b4d\u51fa\u73fe\uff0c\u4eba\u5011\u9935\u7d66LLaMA\u5404\u5f0f\u5404\u6a23\u7684\u8cc7\u6599\uff0c\u5f9e\u800c\u5f37\u5316\u4e86LLaMA\u7684\u804a\u5929\u80fd\u529b\uff0c\u751a\u81f3\u4f7f\u5176\u652f\u63f4\u4e2d\u6587\u5c0d\u7b54\u3002<\/p>\n\n\n\n<p>\u5373\u4f7f\u5982\u6b64\uff0cLLaMA\u7684\u8a13\u7df4\u53c3\u6578\u9084\u662f\u5deeChatGPT\u4e00\u622a\uff0c\u6240\u4ee5\u4e0d\u80fd\u9810\u671f\u56de\u7b54\u54c1\u8cea\u8d85\u8d8aChatGPT\uff0c\u66f4\u4f55\u6cc1GPT 4\u4e86\u3002<\/p>\n\n\n\n<p>\u8a13\u7df4\u53c3\u6578\u8d8a\u591a\u7684LLaMA\u6a21\u578b\u7406\u8ad6\u4e0a\u8d8a\u8070\u660e\uff0c\u4f46\u662f\u6700\u5927\u7684\uff0865B\uff09\u8dd1\u8d77\u4f86\u4ecd\u9700\u8981\u4f3a\u670d\u5668\u7b49\u7d1a\u7684\u786c\u9ad4\uff1b\u800c\u8f03\u5c0f\u7684\u6a21\u578b\uff087B\u300113B\uff09\u96d6\u7136\u6bd4\u8f03\u7b28\uff0c\u537b\u662f\u500b\u4eba\u96fb\u8166\u8dd1\u5f97\u52d5\u7684\u7b49\u7d1a\uff0c\u6709\u4e9b\u6a21\u578b\u751a\u81f3\u4e0d\u7528\u986f\u793a\u5361\u4e5f\u80fd\u8dd1\u3002<\/p>\n\n\n\n<p>\u6240\u4ee5LLaMA\u4f7f\u500b\u4eba\u96fb\u8166\u3001\u624b\u6a5f\u8dd1\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u6210\u70ba\u53ef\u80fd\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">2. LLmMA\u53ef\u4ee5\u505a\u7684\u4e8b\u60c5<\/h2>\n\n\n\n<p>\u4f5c\u70ba\u5927\u578b\u8a9e\u8a00\u6a21\u578b\uff0cLLaMA\u53ef\u4ee5\u5b8c\u6210\u4ee5\u4e0b\u9019\u4e9b\u985e\u4f3cChatGPT\u7684\u4efb\u52d9\uff1a<\/p>\n\n\n\n<p>\u89e3\u91cb\u5b78\u8853\u6982\u5ff5\uff0c\u4f8b\u5982\uff1a\u89e3\u91cbSkinner\u884c\u70ba\u4e3b\u7fa9\u5fc3\u7406\u5b78\u7406\u8ad6\u7684\u512a\u7f3a\u9ede\uff0c\u4e26\u8209\u51fa\u4e94\u500b\u4f8b\u5b50<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter is-resized\"><img data-recalc-dims=\"1\" decoding=\"async\" src=\"https:\/\/i0.wp.com\/ivonblog.com\/posts\/\/meta-llama-introduction\/images\/Screenshot_20231101_200649.webp?w=640&#038;ssl=1\" alt=\"\" style=\"width:714px;height:auto\"\/><\/figure>\n<\/div>\n\n\n<p>\u5beb\u4e00\u500bPython\u7a0b\u5f0f\uff0c\u89e3\u6c7a\u516b\u7687\u540e\u6f14\u7b97\u6cd5\u554f\u984c(Eight queens puzzle)\u4e26\u7d66\u51fa\u89e3\u91cb<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter is-resized\"><img data-recalc-dims=\"1\" decoding=\"async\" src=\"https:\/\/i0.wp.com\/ivonblog.com\/posts\/\/meta-llama-introduction\/images\/Screenshot_20231101_201726.webp?w=640&#038;ssl=1\" alt=\"\" style=\"width:712px;height:auto\"\/><\/figure>\n<\/div>\n\n\n<p>\u5e6b\u6211\u60f3\u4e94\u500b\u4e2d\u6587\u7684\u6587\u7ae0\u6a19\u984c\uff1a\u5728\u96fb\u5f71\u9662\u5403\u9e79\u9165\u96de\u662f\u4e0d\u662f\u5408\u7406\u7684\u884c\u70ba\uff1f<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter is-resized\"><img data-recalc-dims=\"1\" decoding=\"async\" src=\"https:\/\/i0.wp.com\/ivonblog.com\/posts\/\/meta-llama-introduction\/images\/Screenshot_20231101_202310.webp?w=640&#038;ssl=1\" alt=\"\" style=\"width:715px;height:auto\"\/><\/figure>\n<\/div>\n\n\n<p>\u6bb5\u843d\u6293\u91cd\u9ede\uff1a\u8acb\u6293\u51fa\u4ee5\u4e0b\u4e2d\u592e\u793e\u65b0\u805e\u6bb5\u843d\u7684\u91cd\u9ede\uff0c\u4e26\u752850\u500b\u5b57\u4ee5\u5167\u89e3\u91cb\u4e8b\u4ef6\u8d77\u56e0\uff0c\u4ee5\u53ca\u6700\u5f8c\u7d50\u679c\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter is-resized\"><img data-recalc-dims=\"1\" decoding=\"async\" src=\"https:\/\/i0.wp.com\/ivonblog.com\/posts\/meta-llama-introduction\/images\/Screenshot_20231101_203543.webp?w=640&#038;ssl=1\" alt=\"\" style=\"width:730px;height:auto\"\/><\/figure>\n<\/div>\n\n\n<p class=\"has-text-align-center\">\u6587\u5b57\u7ffb\u8b6f\uff08\u53d6\u81ea\u00a0\u6fa4\u9023\u65af\u57faTwitter\uff09<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter is-resized\"><img data-recalc-dims=\"1\" decoding=\"async\" src=\"https:\/\/i0.wp.com\/ivonblog.com\/posts\/meta-llama-introduction\/images\/Screenshot_20231101_204747.webp?w=640&#038;ssl=1\" alt=\"\" style=\"width:740px;height:auto\"\/><\/figure>\n<\/div>\n\n\n<h2 class=\"wp-block-heading\">3. \u57fa\u65bcLLaMA\u8a13\u7df4\u7684\u5927\u578b\u8a9e\u8a00\u6a21\u578b<\/h2>\n\n\n\n<p>\u5728Meta\u767c\u8868LLaMA\u5f8c\uff0c\u958b\u59cb\u6709\u57fa\u65bcLLaMA\u8a13\u7df4\u7684\u6a21\u578b\u51fa\u73fe\uff0c\u6211\u5011\u59d1\u4e14\u628a\u4ed6\u5011\u7a31\u4f5c\u300cLLaMA\u7cfb\u5217\u6a21\u578b\u300d\u5427\uff0c\u5217\u8209\u90e8\u4efd\u5982\u4e0b\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Nomic AI\u7684\u00a0GPT4ALL\u6a21\u578b\u70ba\u57fa\u65bcLLaMA \uff0b 800k GPT-3.5-Turbo\u6240\u8a13\u7df4\u3002\u9019\u500b\u6a21\u578b\u7684\u540d\u5b57\u6709\u9ede\u8aa4\u5c0e\uff0c\u5176\u5be6\u5b83\u8ddfOpenAI\u7684GPT-4\u662f\u6c92\u6709\u95dc\u4fc2\u7684\u3002<\/li>\n\n\n\n<li>OpenLM Research\u7684\u00a0OpenLLaMA\u662f\u5b8c\u5168\u958b\u6e90\u7248\u7684LLaMA\u5be6\u4f5c\uff0cdataset\u4e5f\u4e00\u4f75\u958b\u6e90\u3002<\/li>\n\n\n\n<li>WizardLM\uff0c\u4f7f\u6a21\u578b\u80fd\u5920\u6309\u7167\u8907\u96dc\u6307\u4ee4\u56de\u7b54\u3002<\/li>\n\n\n\n<li>\u4e2d\u570b\u7684\u7c21\u9ad4\u4e2d\u6587\u00a0Chinese-LLaMA-Alpaca\u5927\u6a21\u578b<\/li>\n\n\n\n<li>\u53f0\u7063\u4e2d\u7814\u9662\u7814\u767c\u7684\u6b63\u9ad4\u4e2d\u6587\u6a21\u578b\u00a0CKIP-Llama-2-7b<\/li>\n\n\n\n<li>\u53f0\u7063\u9084\u5728\u7814\u767c\u7684\u570b\u79d1\u6703\u00a0TAIDE<\/li>\n<\/ul>\n\n\n\n<p>\u60f3\u77e5\u9053\u66f4\u591a\u60c5\u5831\uff1f\u5230\u00a0Reddit r\/localLLaMA\u677f\u5427\uff0c\u6bcf\u500b\u79ae\u62dc\u90fd\u6703\u6709\u65b0\u6a21\u578b\u7684\u60c5\u5831\u51fa\u73fe\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">4. \u5982\u4f55\u5b89\u88dd\u4f7f\u7528LLaMA\u7cfb\u5217\u6a21\u578b\uff1f<\/h2>\n\n\n\n<p>\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u4e0d\u80fd\u76f4\u63a5\u4f7f\u7528\uff0c\u9084\u9700\u8981\u6709\u4eba\u958b\u767c\u7a0b\u5f0f\u65b9\u4fbf\u8207\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u5c0d\u8a71\u3002<\/p>\n\n\n\n<p>oobabooga\u7684Text Generation WebUI\u63d0\u4f9bGradio\u7db2\u9801\u754c\u9762\uff0c\u652f\u63f4\u66f4\u591aLLaMA\u4ee5\u5916\u7684\u8a9e\u8a00\u6a21\u578b\uff0c\u4ee5\u53ca\u64f4\u5145\u529f\u80fd\u3002<\/p>\n\n\n\n<p>\u958b\u767c\u8005nsarrazin\u63a8\u51fa\u7684serge\u7db2\u9801\u7248\u7a0b\u5f0f\uff0c\u754c\u9762\u4eff\u9020ChatGPT\uff0c\u7528Docker\u5bb9\u5668\u5c31\u80fd\u8f15\u9b06\u67b6\u8a2d\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">5. LLaMA\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u512a\u7f3a\u9ede\u7e3d\u7d50<\/h2>\n\n\n\n<p>\u512a\u9ede<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5728\u500b\u4eba\u96fb\u8166\u8dd1\u4e00\u500b\u5c0f\u578bChatGPT\uff0c\u4e0d\u9700\u8981\u8d85\u9ad8\u7d1a\u7684\u786c\u9ad4\u3002\u53c3\u6578\u6700\u5c11\u7684LLaMA 7B\u6a21\u578b\u53ea\u89814GB\u7684RAM\u5c31\u80fd\u8dd1\u3002<\/li>\n\n\n\n<li>\u4e0d\u7528\u300c\u50ac\u7720\u300d\u5c31\u80fd\u7e5e\u904e\u9053\u5fb7\u9650\u5236\uff0c\u56de\u7b54\u5404\u5f0f\u5404\u6a23\u7684\u554f\u984c\uff0c<\/li>\n\n\n\n<li>LLaMA 7B\u53ef\u4ee5\u53ea\u75286GB VRAM\u7684GPU\u8dd1\uff0c\u4e5f\u53ef\u4ee5\u53ea\u7528CPU\u8dd1(<code>llama.cpp<\/code>)\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u7f3a\u9ede<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>LLaMA\u7684\u6027\u80fd\u6bd4OpenAI\u7684ChatGPT\u5f31\uff0c\u8a13\u7df4\u53c3\u6578\u8d8a\u5c11\u7684\u8d8a\u5bb9\u6613\u4e82\u56de\u7b54\uff0c\u53ef\u80fd\u56de\u7b54\u725b\u982d\u4e0d\u5c0d\u99ac\u5634\u3002<\/li>\n\n\n\n<li>LLaMA\u9810\u8a2d\u53ea\u652f\u63f4\u82f1\u6587\u5c0d\u7b54\u3002\u4e0d\u904e\u5df2\u6709\u7528LoRA\u6280\u8853\u5fae\u8abf\u7684\u4e2d\u6587\u3001\u65e5\u6587\u6a21\u578b\u51fa\u73fe\u3002<\/li>\n\n\n\n<li>\u6309\u7167Meta\u7684\u6388\u6b0a\u689d\u6b3e\uff0cLLaMA\u6a21\u578b\u7981\u6b62\u5546\u7528\uff0c\u4e14\u5b8c\u6574\u6a21\u578b\u6b0a\u91cd\u5c1a\u672a\u5b8c\u5168\u958b\u653e\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u53c3\u8003\u8cc7\u6599<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>r\/LocalLLMA &#8211; Reddit<\/li>\n\n\n\n<li>facebookresearch\/llama: Inference code for LLaMA models &#8211; Github<\/li>\n\n\n\n<li>Meta and Microsoft Introduce the Next Generation of Llama<\/li>\n<\/ul>\n\n\n\n<p>\u8cc7\u6599\u4f86\u6e90:<a href=\"https:\/\/ivonblog.com\/posts\/meta-llama-introduction\/\" data-type=\"link\" data-id=\"https:\/\/ivonblog.com\/posts\/meta-llama-introduction\/\">https:\/\/ivonblog.com\/posts\/meta-llama-introduction\/<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>2023-11-01 | Ivon Huang \u672c\u6587\u7c21\u4ecbMeta LLaMA AI\u804a\u5929\u6a21\u578b\u7684\u80cc\u666f\u8cc7\u8a0a\uff0c\u4e26\u89e3\u8aaa\u5982\u4f55\u5728\u60a8\u7684\u96fb\u8166\u4e0a\u8dd1\u96e2\u7dda\u7248LLaMA AI\u3002 1. LLaMA\u662f\u4ec0\u9ebc\uff1f \u96a8&hellip;<\/p>\n","protected":false},"author":9,"featured_media":5607,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[579,4],"tags":[26,40],"class_list":["post-5606","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-579","category-industry-news","tag-ai","tag-40"],"gutentor_comment":0,"jetpack_featured_media_url":"https:\/\/i0.wp.com\/aict.nkust.edu.tw\/digitrans\/wp-content\/uploads\/2024\/03\/title.webp?fit=1000%2C350&ssl=1","jetpack-related-posts":[],"jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/posts\/5606","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/users\/9"}],"replies":[{"embeddable":true,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=5606"}],"version-history":[{"count":1,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/posts\/5606\/revisions"}],"predecessor-version":[{"id":5608,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/posts\/5606\/revisions\/5608"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/media\/5607"}],"wp:attachment":[{"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=5606"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=5606"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=5606"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}