{"id":2147,"date":"2026-02-27T16:12:49","date_gmt":"2026-02-27T08:12:49","guid":{"rendered":"https:\/\/www.starverse-ai.com\/guide\/archives\/2147"},"modified":"2026-02-27T16:12:49","modified_gmt":"2026-02-27T08:12:49","slug":"%e4%bb%8e0%e5%88%b01%e8%ae%ad%e7%bb%83%e5%9e%82%e7%9b%b4%e5%a4%a7%e6%a8%a1%e5%9e%8b%ef%bc%8c%e6%98%9f%e5%ae%87%e6%99%ba%e7%ae%97%e3%80%8c%e6%b5%b7%e9%87%8f%e6%95%b0%e6%8d%ae%e9%9b%86gpu%e7%a7%9f","status":"publish","type":"post","link":"https:\/\/www.starverse-ai.com\/guide\/archives\/2147","title":{"rendered":"\u4ece0\u52301\u8bad\u7ec3\u5782\u76f4\u5927\u6a21\u578b\uff0c\u661f\u5b87\u667a\u7b97\u300c\u6d77\u91cf\u6570\u636e\u96c6+GPU\u79df\u7528\u300d\u7ec4\u5408\u5305\u8ba9\u6570\u636e\u4e0d\u518d\u5361\u8116\u5b50"},"content":{"rendered":"<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.starverse-ai.com\/guide\/wp-content\/uploads\/2026\/02\/1772179968_40e6dc.png\" alt=\"\u4ece0\u52301\u8bad\u7ec3\u5782\u76f4\u5927\u6a21\u578b\uff0c\u661f\u5b87\u667a\u7b97\u300c\u6d77\u91cf\u6570\u636e\u96c6+GPU\u79df\u7528\u300d\u7ec4\u5408\u5305\u8ba9\u6570\u636e\u4e0d\u518d\u5361\u8116\u5b50\" style=\"display:block; margin:10px auto; max-width:100%; height:auto;\" \/><\/figure>\n<blockquote>\n<p>\u201c\u6570\u636e\u4e0d\u591f\uff0c\u7b97\u529b\u6765\u51d1\u201d\u7684\u65f6\u4ee3\u5df2\u7ecf\u8fc7\u53bb\u3002\u5f53\u91d1\u878d\u3001\u533b\u7597\u3001\u6cd5\u5f8b\u7b49\u5782\u76f4\u884c\u4e1a\u8bd5\u56fe\u628a\u5927\u6a21\u578b\u4ece\u901a\u7528\u73a9\u5177\u53d8\u6210\u751f\u4ea7\u5de5\u5177\u65f6\uff0c\u624d\u53d1\u73b0\u771f\u6b63\u7684\u74f6\u9888\u662f\u201c\u65e2\u6ca1\u6709\u8db3\u591f\u7684\u5408\u89c4\u8bed\u6599\uff0c\u4e5f\u79df\u4e0d\u5230\u7a33\u5b9a\u7684 GPU \u670d\u52a1\u5668\u201d\u3002<br \/>\n\u2014\u2014\u300a2024 \u4e2d\u56fd\u5782\u76f4\u5927\u6a21\u578b\u843d\u5730\u767d\u76ae\u4e66\u300b<\/p>\n<\/blockquote>\n<p>\u8fc7\u53bb\u534a\u5e74\uff0c\u5708\u5b50\u91cc\u6d41\u4f20\u7740\u4e00\u4e2a\u201c\u6050\u6016\u6545\u4e8b\u201d\uff1a\u67d0\u5238\u5546\u4e3a\u4e86\u8bad\u7ec3 70B \u7ea7\u522b\u7684\u91d1\u878d\u5408\u89c4\u6a21\u578b\uff0c\u5148\u82b1\u4e86 200 \u4e07\u4e70\u5386\u53f2\u7814\u62a5\uff0c\u53c8\u82b1\u4e86 300 \u4e07\u79df GPU \u96c6\u7fa4\uff0c\u7ed3\u679c\u6570\u636e\u6e05\u6d17\u5c31\u5361\u4e86 4 \u5468\uff0c\u6700\u7ec8\u9884\u8bad\u7ec3 token \u5229\u7528\u7387\u4e0d\u5230 55%\uff0c\u9879\u76ee\u76f4\u63a5\u964d\u7ea7\u3002\u6545\u4e8b\u80cc\u540e\uff0c\u662f\u884c\u4e1a\u5171\u540c\u7684\u75db\u70b9\u2014\u2014<strong>\u9ad8\u8d28\u91cf\u5782\u76f4\u8bed\u6599\u7a00\u7f3a\u3001\u6570\u636e\u6e05\u6d17\u94fe\u8def\u5206\u6563\u3001GPU \u670d\u52a1\u5668\u79df\u7528\u4ef7\u683c\u9ad8\u4e14\u5e38\u5e38\u201c\u4e00\u5361\u96be\u6c42\u201d<\/strong>\u3002<\/p>\n<p>\u628a\u89c6\u89d2\u62c9\u56de\u521b\u4e1a\u8005\u672c\u8eab\uff1a\u597d\u4e0d\u5bb9\u6613\u62ff\u5230\u878d\u8d44\uff0c\u5374\u53d1\u73b0\u201c\u6570\u636e+\u7b97\u529b\u201d\u4e24\u5927\u751f\u4ea7\u8d44\u6599\u90fd\u8981\u4ece\u96f6\u5543\u8d77\uff1b\u91c7\u8d2d\u670d\u52a1\u5668\u81f3\u5c11\u8981 3 \u4e2a\u6708\u4ea4\u4ed8\u5468\u671f\uff0c\u4e34\u65f6\u62b1\u4f5b\u811a\u53bb\u4e91\u5382\u5546\u7ade\u4ef7\uff0cA800 80G \u53c8\u88ab\u79d2\u5149\u3002\u4e8e\u662f\uff0c<strong>\u201c\u80fd\u5426\u50cf\u6253\u5f00\u6c34\u9f99\u5934\u4e00\u6837\uff0c\u968f\u65f6\u62e7\u5f00\u7b97\u529b\u548c\u6570\u636e\uff1f\u201d<\/strong> \u6210\u4e86\u6240\u6709 AI \u56e2\u961f\u6700\u6e34\u671b\u88ab\u89e3\u51b3\u7684\u57fa\u7840\u8bbe\u65bd\u96be\u9898\u3002<\/p>\n<h2>\u661f\u5b87\u667a\u7b97\uff1a\u628a\u201c\u6570\u636e\u8352\u201d\u4e0e\u201c\u7b97\u529b\u8352\u201d\u4e00\u6b21\u6253\u5305<\/h2>\n<p>\u53a6\u95e8\u661f\u5b87\u667a\u7b97\u667a\u80fd\u79d1\u6280\u6709\u9650\u516c\u53f8\u7ed9\u51fa\u7684\u7b54\u6848\u662f\u2014\u2014<strong>\u300c\u6d77\u91cf\u6570\u636e\u96c6 + GPU \u79df\u7528\u300d\u7ec4\u5408\u5305<\/strong>\uff0c\u8ba9\u5782\u76f4\u5927\u6a21\u578b\u8bad\u7ec3\u76f4\u63a5\u4ece 0 \u5230 1\uff0c\u8df3\u8fc7\u201c\u627e\u6570\u636e\u3001\u62a2\u663e\u5361\u3001\u5199\u6e05\u6d17\u811a\u672c\u201d\u7684\u4e5d\u4e5d\u516b\u5341\u4e00\u96be\u3002<\/p>\n<h3>\u2460 2.3PB \u5f00\u6e90&amp;\u5408\u89c4\u884c\u4e1a\u8bed\u6599\uff0c\u53ef\u5546\u7528<\/h3>\n<p>\u5e73\u53f0\u5185\u7f6e\u91d1\u878d\u5e74\u62a5\u3001\u533b\u7597\u75c5\u5386\u8131\u654f\u6587\u672c\u3001\u6cd5\u5f8b\u88c1\u5224\u6587\u4e66\u7b49 30+ \u5782\u76f4\u8bed\u6599\u5b50\u96c6\uff0c\u7d2f\u8ba1 2.3PB\uff0c\u5168\u90e8\u5b8c\u6210\u5f00\u6e90\u534f\u8bae\u4e0e\u5408\u89c4\u5ba1\u67e5\uff0c<strong>\u53ef\u76f4\u63a5\u5546\u4e1a\u5316\u4f7f\u7528<\/strong>\u3002\u65e0\u9700\u518d\u82b1\u9ad8\u4ef7\u5411\u6570\u636e\u5546\u8be2\u4ef7\uff0c\u4e5f\u4e0d\u5fc5\u62c5\u5fc3\u6388\u6743\u94fe\u8def\u4e0d\u6e05\u3002\u767b\u5f55 <a href=\"https:\/\/www.starverse-ai.com\">GPU\u4e91\u4e3b\u673a<\/a> \u63a7\u5236\u53f0\uff0c\u4e00\u952e\u6302\u8f7d\u201c\u516c\u5171\u8d44\u6e90\u5e93\u201d\uff0c<code>cp -r<\/code> \u5373\u53ef\u62c9\u53d6\u5230\u672c\u5730\u5b9e\u4f8b\u3002<\/p>\n<h3>\u2461 \u6570\u636e\u6e05\u6d17\u3001\u53bb\u91cd\u3001Tokenize \u5de5\u4f5c\u6d41\uff0c\u81ea\u52a8\u751f\u6210 .bin\/.idx<\/h3>\n<p>\u661f\u5b87\u667a\u7b97\u628a Spark \u53bb\u91cd\u3001Unicode \u5f52\u4e00\u5316\u3001BPE \u5206\u8bcd\u3001\u957f\u5ea6\u622a\u65ad\u7b49 12 \u6b65\u6d41\u7a0b\u5199\u6210\u53ef\u62d6\u62fd\u6a21\u677f\uff0c<strong>3 \u884c\u547d\u4ee4\u751f\u6210\u53ef\u76f4\u63a5\u5582\u7ed9 Megatron \u7684\u4e8c\u8fdb\u5236\u683c\u5f0f<\/strong>\u3002\u5b98\u65b9\u5b9e\u6d4b\uff1a1.2T \u539f\u59cb\u6587\u672c \u2192 960G \u9ad8\u8d28\u91cf token\uff0c\u8017\u65f6 5 \u5c0f\u65f6\uff0c\u6bd4\u81ea\u5efa\u96c6\u7fa4\u7f29\u77ed 70% \u8017\u65f6\u3002<br \/>\n\u66f4\u8d34\u5fc3\u7684\u662f\uff0c\u6a21\u677f\u5df2\u9884\u88c5 <code>sentencepiece<\/code>\u3001<code>tokenizer.perl<\/code>\u3001<code>deepmind lm_dataformat<\/code> \u7b49\u5e38\u7528\u5de5\u5177\uff0c<strong>GPU\u670d\u52a1\u5668\u79df\u7528<\/strong> \u5b9e\u4f8b\u5f00\u673a\u5373\u7528\uff0c\u4e0d\u518d\u51fa\u73b0\u201c\u88c5\u73af\u5883 2 \u5929\u3001\u8dd1\u6570\u636e 1 \u5929\u201d\u7684\u5c34\u5c2c\u3002<\/p>\n<h3>\u2462 8\u00d7A800 80G \u8282\u70b9\uff0c1.2T \u6587\u672c 3 \u5929\u5b8c\u6210 BPE \u9884\u8bad\u7ec3<\/h3>\n<p>\u5728\u7b97\u529b\u5c42\u9762\uff0c\u661f\u5b87\u667a\u7b97\u81ea\u8425\u53a6\u95e8\u3001\u5eca\u574a\u4e24\u5927\u667a\u7b97\u4e2d\u5fc3\uff0c<strong>A800 80G \u8282\u70b9\u5e38\u5907 300 \u5f20\uff0cRTX 4090 \u8d85 1000 \u5f20<\/strong>\uff0c\u652f\u6301\u6309\u5c0f\u65f6\u3001\u6309\u5929\u3001\u6309\u6708\u4e09\u79cd\u8ba1\u8d39\uff0c\u6700\u4f4e 1.8 \u5143\/\u5361\u65f6\u3002\u9488\u5bf9\u5927\u6a21\u578b\u8bad\u7ec3\uff0c\u5e73\u53f0\u63d0\u4f9b 8\u00d7A800 80G \u7684 NVLink \u5168\u4e92\u8054\u8282\u70b9\uff0c<strong>\u5355\u673a 600 GB\/s \u5e26\u5bbd<\/strong>\uff0c\u914d\u5408 RDMA \u7f51\u7edc\uff0c\u591a\u673a\u6269\u5c55\u7ebf\u6027\u52a0\u901f\u6bd4 \u226593%\u3002\u5b9e\u6d4b 70B \u6a21\u578b\u30011.2T token\u3001DeepSpeed Zero-3 \u7b56\u7565\uff0c<strong>3 \u5929\u5b8c\u6210\u4e00\u6b21 BPE \u9884\u8bad\u7ec3<\/strong>\uff0c\u6210\u672c\u4e0d\u5230 5 \u4e07\u5143\uff0c\u4ec5\u4e3a\u540c\u89c4\u683c\u516c\u6709\u4e91\u7684 42%\u3002<\/p>\n<h3>\u2463 DeepSpeed \/ FSDP \/ Megatron \u4e09\u5e76\u884c\uff0c\u4e00\u952e\u5207\u6362<\/h3>\n<p>\u5f00\u53d1\u8005\u5728 <a href=\"https:\/\/www.starverse-ai.com\">AI\u5e94\u7528<\/a> \u5e02\u573a\u9009\u62e9\u201cMegatron-LM 23.05\u201d\u955c\u50cf\uff0c\u5373\u53ef\u5f97\u5230\u5df2\u7f16\u8bd1\u597d <code>NCCL\u3001Apex\u3001FlashAttention<\/code> \u7684\u73af\u5883\uff1b\u63a7\u5236\u53f0\u63d0\u4f9b\u201c\u5e76\u884c\u7b56\u7565\u201d\u5f00\u5173\uff0c<strong>\u5355\u673a\u591a\u5361\u3001\u591a\u673a\u591a\u5361\u65e0\u7f1d\u5207\u6362<\/strong>\uff0c\u65e0\u9700\u624b\u5199 hostfile\uff0c\u4e5f\u65e0\u9700\u81ea\u5df1\u914d <code>rdma-core<\/code>\u3002\u8bad\u7ec3\u4e2d\u65ad\u540e\uff0c\u5e73\u53f0\u81ea\u52a8\u4e0a\u4f20 checkpoint \u5230\u5171\u4eab\u4e91\u786c\u76d8\uff0c<strong>\u65b0\u542f\u8282\u70b9\u53ef\u79d2\u7ea7\u6302\u8f7d<\/strong>\uff0c\u771f\u6b63\u505a\u5230\u201c\u8bad\u7ec3\u4e2d\u65ad\u4e0d\u5fc3\u614c\uff0c\u8282\u70b9\u91ca\u653e\u4e0d\u4e22\u6863\u201d\u3002<\/p>\n<h2>\u5f00\u53d1\u8005\u751f\u6001\uff1a\u8ba9\u7b97\u529b\u50cf\u6c34\u7535\u4e00\u6837\u968f\u53d6\u968f\u7528<\/h2>\n<p>\u661f\u5b87\u667a\u7b97\u63d0\u51fa\u201cAI \u65f6\u4ee3\u7684\u6c34\u7535\u7ad9\u201d\u6982\u5ff5\uff0c\u80cc\u540e\u662f\u4e09\u5f20\u7f51\uff1a<\/p>\n<ol>\n<li><strong>\u8d44\u6e90\u6c60\u7f51<\/strong>\uff1a\u805a\u5408 4090\u3001A800\u3001H800 \u591a\u68af\u961f GPU\uff0c\u6309\u201c\u5f39\u6027\u88f8\u91d1\u5c5e + \u5bb9\u5668\u201d\u53cc\u5f62\u6001\u4ea4\u4ed8\uff0c\u652f\u6301 <a href=\"https:\/\/www.starverse-ai.com\"><code>GPU\u670d\u52a1\u5668\u79df\u7528<\/code><\/a> \u4e0e <a href=\"https:\/\/www.starverse-ai.com\"><code>GPU\u4e91\u4e3b\u673a<\/code><\/a> \u4e24\u79cd\u5165\u53e3\uff0c\u6ee1\u8db3\u4e0d\u540c\u5ef6\u8fdf\u4e0e\u9694\u79bb\u9700\u6c42\u3002  <\/li>\n<li><strong>\u6570\u636e\u6e56\u7f51<\/strong>\uff1a\u516c\u5171\u6570\u636e\u96c6\u3001\u6a21\u578b\u6743\u91cd\u3001\u5fae\u8c03 checkpoint \u7edf\u4e00\u5b58\u50a8\u5728\u661f\u5b87\u4e91\u5b58\u50a8\uff0c\u7528\u6237\u53ef\u5728\u4e0d\u540c\u5b9e\u4f8b\u95f4 <code>mv<\/code> \u6570\u636e\uff0c<strong>\u8de8\u5730\u57df\u5ef6\u8fdf &lt;30 ms<\/strong>\uff0c\u5f7b\u5e95\u89e3\u51b3\u201c\u6570\u636e\u642c\u8fd0 8 \u5c0f\u65f6\uff0c\u8bad\u7ec3 2 \u5c0f\u65f6\u201d\u7684\u987d\u75be\u3002  <\/li>\n<li><strong>\u5e94\u7528\u5e02\u573a\u7f51<\/strong>\uff1a\u5e73\u53f0\u91c7\u7528\u201cPaaS + SaaS + \u5f00\u653e\u751f\u6001\u201d\u4e09\u7ea7\u706b\u7bad\uff0c\u521b\u4f5c\u8005\u4e0a\u4f20\u955c\u50cf\u5373\u53ef\u4e0a\u67b6\uff0c\u7ec8\u7aef\u7528\u6237\u70b9\u51fb\u201c\u7acb\u5373\u4f53\u9a8c\u201d\u5c31\u80fd\u62c9\u8d77\u72ec\u5360\u5bb9\u5668\uff0c<strong>\u6309\u5206\u949f\u8ba1\u8d39\uff0c\u6536\u76ca\u5206\u6210 7 \u5929\u5230\u8d26<\/strong>\uff0c\u76ee\u524d\u5df2\u4e0a\u7ebf 200+ \u70ed\u95e8 AI \u5e94\u7528\u3002<\/li>\n<\/ol>\n<h2>\u771f\u5b9e\u6848\u4f8b\uff1a\u6cd5\u5f8b\u5927\u6a21\u578b 45 \u5929\u4e0a\u7ebf<\/h2>\n<p>\u67d0\u7701\u7ea7\u5f8b\u6240\u8054\u5408\u9ad8\u6821\uff0c\u51c6\u5907\u8bad\u7ec3 33B \u4e2d\u6587\u6cd5\u5f8b\u6a21\u578b\u3002\u6b64\u524d\u81ea\u5efa 8 \u5361 A100\uff0c\u5149\u6e05\u6d17 400G \u5224\u51b3\u4e66\u5c31\u8017\u65f6 3 \u5468\uff1b\u8fc1\u79fb\u5230\u661f\u5b87\u667a\u7b97\u540e\uff0c\u76f4\u63a5\u62c9\u53d6\u5e73\u53f0\u201c\u6cd5\u5f8b\u6587\u4e66\u8131\u654f\u8bed\u6599\u201d860G\uff0c\u914d\u5408\u81ea\u5e26\u6e05\u6d17\u6a21\u677f\uff0c<strong>6 \u5c0f\u65f6\u5b8c\u6210\u53bb\u91cd + \u5206\u8bcd<\/strong>\u3002\u8bad\u7ec3\u9636\u6bb5\u4f7f\u7528 2 \u53f0 8\u00d7A800 \u8282\u70b9\uff0cDeepSpeed Zero-3 + \u68af\u5ea6\u7d2f\u79ef 2048\uff0c<strong>15 \u5929\u6536\u655b\u5230 2.18 PPL<\/strong>\uff0c\u968f\u540e\u5229\u7528\u5e73\u53f0\u201c\u6a21\u578b\u4e00\u952e\u538b\u7f29\u201d\u5de5\u5177\u4ea7\u51fa 4bit \u91cf\u5316\u7248\uff0c<strong>\u63a8\u7406\u6210\u672c\u4e0b\u964d 68%<\/strong>\u3002\u6700\u7ec8\u6574\u5957\u7cfb\u7edf 45 \u5929\u5b8c\u6210\u4ea4\u4ed8\uff0c<strong>\u9879\u76ee\u5468\u671f\u7f29\u77ed\u4e00\u534a<\/strong>\uff0c\u5ba2\u6237\u76f4\u547c\u201c\u50cf\u5f00\u4e86\u5916\u6302\u201d\u3002<\/p>\n<h2>\u65b0\u7528\u6237\u798f\u5229\uff1a10 \u5143\u4f53\u9a8c\u91d1\uff0c0 \u95e8\u69db\u8dd1\u901a 7B \u6a21\u578b<\/h2>\n<p>\u73b0\u5728\u6ce8\u518c\u661f\u5b87\u667a\u7b97\uff0c<strong>\u7acb\u9001 10 \u5143\u4f53\u9a8c\u91d1<\/strong>\uff0c\u53ef\u4efb\u9009 RTX 4090 \u6216 A800 1 \u5c0f\u65f6\u514d\u8d39\u989d\u5ea6\uff1b\u63a7\u5236\u53f0\u8f93\u5165\u5151\u6362\u7801 <code>AI2024<\/code>\uff0c\u518d\u9886 50G \u4e91\u786c\u76d8\u3002\u53ea\u9700 3 \u5206\u949f\uff0c\u5373\u53ef\u8dd1\u901a Alpaca-7B \u5fae\u8c03\u5168\u6d41\u7a0b\uff0c<strong>\u771f\u6b63 0 \u6210\u672c\u9a8c\u8bc1\u521b\u610f<\/strong>\u3002<\/p>\n<p>\u4ece\u6570\u636e\u5230\u7b97\u529b\uff0c\u4ece\u5f00\u53d1\u5230\u53d8\u73b0\uff0c\u661f\u5b87\u667a\u7b97\u628a\u5782\u76f4\u5927\u6a21\u578b\u6700\u96be\u5543\u7684\u4e24\u5757\u786c\u9aa8\u5934\u2014\u2014<strong>\u201c\u5408\u89c4\u8bed\u6599\u201d\u4e0e\u201c\u7a33\u5b9a GPU\u201d<\/strong> \u4e00\u6b21\u6027\u6253\u5305\u4e0a\u684c\u3002<br \/>\n\u522b\u518d\u8ba9\u201c\u7f3a\u6570\u636e\u3001\u62a2\u663e\u5361\u201d\u6210\u4e3a\u4f60\u4ece 0 \u5230 1 \u7684\u62e6\u8def\u864e\uff0c\u6253\u5f00 <a href=\"https:\/\/www.starverse-ai.com\">www.starverse-ai.com<\/a>\uff0c<strong>\u8ba9\u4e0b\u4e00\u6b3e\u884c\u4e1a\u5927\u6a21\u578b\u4ece\u8fd9\u91cc\u542f\u822a<\/strong>\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u201c\u6570\u636e\u4e0d\u591f\uff0c\u7b97\u529b\u6765\u51d1\u201d\u7684\u65f6\u4ee3\u5df2\u7ecf\u8fc7\u53bb\u3002\u5f53\u91d1\u878d\u3001\u533b\u7597\u3001\u6cd5\u5f8b\u7b49\u5782&hellip;<\/p>\n","protected":false},"author":2,"featured_media":2146,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-2147","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-zixun"],"views":42,"_links":{"self":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/2147","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/comments?post=2147"}],"version-history":[{"count":0,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/2147\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media\/2146"}],"wp:attachment":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media?parent=2147"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/categories?post=2147"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/tags?post=2147"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}