{"id":2179,"date":"2026-02-28T10:16:58","date_gmt":"2026-02-28T02:16:58","guid":{"rendered":"https:\/\/www.starverse-ai.com\/guide\/archives\/2179"},"modified":"2026-02-28T10:16:58","modified_gmt":"2026-02-28T02:16:58","slug":"meta%e4%b9%9f%e7%a7%9ftpu%ef%bc%8c%e8%b0%b7%e6%ad%8c%e4%ba%91%e5%8f%88%e6%b6%a8%e4%bb%b7%ef%bc%9a%e5%a4%9a%e8%8a%af%e7%89%87%e6%97%b6%e4%bb%a3%e5%a6%82%e4%bd%95%e7%94%a8%e6%98%9f%e5%ae%87%e6%99%ba","status":"publish","type":"post","link":"https:\/\/www.starverse-ai.com\/guide\/archives\/2179","title":{"rendered":"Meta\u4e5f\u79dfTPU\uff0c\u8c37\u6b4c\u4e91\u53c8\u6da8\u4ef7\uff1a\u591a\u82af\u7247\u65f6\u4ee3\u5982\u4f55\u7528\u661f\u5b87\u667a\u7b97\u505a\u6700\u7701\u94b1\u7684\u5f02\u6784\u8c03\u5ea6\uff1f"},"content":{"rendered":"<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.starverse-ai.com\/guide\/wp-content\/uploads\/2026\/02\/1772245018_7def92.png\" alt=\"Meta\u4e5f\u79dfTPU\uff0c\u8c37\u6b4c\u4e91\u53c8\u6da8\u4ef7\uff1a\u591a\u82af\u7247\u65f6\u4ee3\u5982\u4f55\u7528\u661f\u5b87\u667a\u7b97\u505a\u6700\u7701\u94b1\u7684\u5f02\u6784\u8c03\u5ea6\uff1f\" style=\"display:block; margin:10px auto; max-width:100%; height:auto;\" \/><\/figure>\n<blockquote>\n<p>\u201cMeta \u7d27\u6025\u5411\u8c37\u6b4c\u8ffd\u52a0\u6570\u5343\u9897 TPU \u8ba2\u5355\uff0c\u800c\u8c37\u6b4c\u4e91\u5374\u5728\u540c\u4e00\u5468\u5c06 TPU v5 \u4ef7\u683c\u4e0a\u8c03 15%\u3002\u201d<br \/>\n\u2014\u2014The Information \u4e0a\u5468\u5934\u6761<\/p>\n<\/blockquote>\n<p>\u8fd9\u4e0d\u662f\u6bb5\u5b50\uff0c\u662f 2024 \u5e74\u591a\u4e91\u3001\u591a\u82af\u7247\u6df7\u6218\u7684\u7f29\u5f71\uff1aMeta \u5148\u62a2\u82f1\u4f1f\u8fbe GPU\uff0c\u518d\u79df\u8c37\u6b4c TPU\uff1bAmazon \u628a Trainium\u3001Inferentia \u6253\u5305\u8fdb SageMaker\uff1b\u5fae\u8f6f Azure \u4e00\u8fb9\u56e4 AMD MI300X\uff0c\u4e00\u8fb9\u7ed9\u81ea\u5bb6 Cobalt CPU \u6253\u5e7f\u544a\u3002\u5de8\u5934\u4eec\u7528\u811a\u6295\u7968\uff0c\u5ba3\u544a\u201c\u5355\u82af\u7247\u901a\u5403\u201d\u7684\u65f6\u4ee3\u5df2\u7ecf\u7ed3\u675f\uff0c<strong>\u5f02\u6784\u7b97\u529b<\/strong>\u624d\u662f AI  infra \u7684\u65b0\u5e38\u6001\u3002<\/p>\n<p>\u4f46\u5bf9\u666e\u901a\u5f00\u53d1\u8005\u3001\u521d\u521b\u516c\u53f8\u751a\u81f3\u9ad8\u6821\u5b9e\u9a8c\u5ba4\u6765\u8bf4\uff0c\u70ed\u95f9\u662f\u4ed6\u4eec\u7684\uff0c\u70e6\u607c\u662f\u81ea\u5df1\u7684\uff1a<\/p>\n<ul>\n<li>GPU\u3001NPU\u3001TPU \u9a71\u52a8\u63a5\u53e3\u4e0d\u4e00\uff0cK8s \u8c03\u5ea6\u5668\u539f\u751f\u53ea\u8ba4 GPU\uff1b  <\/li>\n<li>\u4e91\u5382\u5546\u8ba1\u8d39\u7c92\u5ea6\u4e0d\u540c\uff0cTPU \u6309\u201c\u82af\u7247-\u5c0f\u65f6\u201d\uff0cGPU \u6309\u201c\u5b9e\u4f8b-\u5c0f\u65f6\u201d\uff0c\u4e00\u4e0d\u7559\u795e\u5c31\u201c\u7a7a\u8f6c\u70e7\u94b1\u201d\uff1b  <\/li>\n<li>\u8bad\u7ec3\u9636\u6bb5\u8981 FP16\/BF16 \u9ad8\u541e\u5410\uff0c\u63a8\u7406\u9636\u6bb5\u8981 INT8 \u4f4e\u5ef6\u8fdf\uff0c\u82af\u7247\u5207\u6765\u5207\u53bb\uff0c\u6570\u636e\u642c\u8fc1\u6210\u672c\u6bd4\u8bad\u7ec3\u672c\u8eab\u8fd8\u8d35\u3002<\/li>\n<\/ul>\n<p>\u5982\u4f55\u5728\u5927\u5382\u62a2\u5361\u7684\u7f1d\u9699\u91cc\uff0c\u628a\u6bcf\u4e00\u5143\u9884\u7b97\u82b1\u5230\u5200\u5203\u4e0a\uff1f\u7b54\u6848\u662f\uff1a<strong>\u8ba9\u7b97\u529b\u50cf\u6c34\u7535\u4e00\u6837\u6309\u9700\u805a\u5408\u3001\u6309\u79d2\u7ed3\u7b97<\/strong>\u3002\u8fd9\u6b63\u662f\u661f\u5b87\u667a\u7b97\u63a8\u51fa\u201c\u5f02\u6784\u6c60\u5316\u201d\u65b9\u6848\u7684\u6838\u5fc3\u601d\u8def\u3002<\/p>\n<hr \/>\n<h3>\u8d8b\u52bf\uff1a\u591a\u82af\u7247\u6df7\u5408\u5df2\u6210\u9ed8\u8ba4\u9009\u9879<\/h3>\n<p>\u636e IDC \u6700\u65b0\u62a5\u544a\uff0c2024 \u5e74\u5168\u7403 AI \u7b97\u529b\u91c7\u8d2d\u4e2d\uff0c\u5355\u4e00\u82af\u7247\u7c7b\u578b\u5360\u6bd4\u9996\u6b21\u8dcc\u7834 50%\u3002Meta \u7684 Llama 3 400B \u8bad\u7ec3\u65e5\u5fd7\u663e\u793a\uff0c\u524d\u671f\u7528 2048 \u5f20 H100 \u505a\u5927\u89c4\u6a21\u5e76\u884c\uff0c\u540e\u671f\u5207\u6362\u5230 512 \u9897 TPU v5e \u505a\u957f\u5c3e\u6536\u655b\uff0c\u6574\u4f53\u8bad\u7ec3\u65f6\u95f4\u7f29\u77ed 18%\uff0c\u6210\u672c\u4e0b\u964d 27%\u3002Amazon \u4e5f\u628a 46% \u7684\u65b0\u589e\u63a8\u7406\u8d1f\u8f7d\u8fc1\u5f80\u81ea\u7814 Inferentia2\uff0c\u7406\u7531\u53ea\u6709\u4e00\u4e2a\uff1a<strong>\u7701\u7535\u8d39\u3001\u7701\u663e\u5b58\u3001\u8fd8\u4e0d\u7528\u62a2\u5361<\/strong>\u3002<\/p>\n<p>\u5f53\u201cGPU+TPU+NPU\u201d\u7ec4\u5408\u6210\u4e3a\u6807\u914d\uff0c\u95ee\u9898\u4ece\u201c\u6709\u6ca1\u6709\u5361\u201d\u53d8\u6210\u201c\u80fd\u4e0d\u80fd\u7ba1\u5f97\u597d\u5361\u201d\u3002<\/p>\n<hr \/>\n<h3>\u6311\u6218\uff1a\u9a71\u52a8\u3001\u8c03\u5ea6\u3001\u8ba1\u8d39\u4e09\u5ea7\u5927\u5c71<\/h3>\n<ol>\n<li>\n<p><strong>\u9a71\u52a8\u788e\u7247\u5316<\/strong><br \/>\n   TPU \u9700\u8981 <code>libtpu<\/code>, NPU \u9700\u8981 <code>CANN<\/code>, GPU \u9700\u8981 <code>CUDA<\/code>\u3002\u540c\u4e00\u53f0\u5bbf\u4e3b\u673a\u6df7\u63d2\u4e09\u79cd\u82af\u7247\uff0c\u9a71\u52a8\u51b2\u7a81\u3001\u5185\u5b58\u5730\u5740\u91cd\u53e0\u3001\u5bb9\u5668\u9694\u79bb\u6743\u9650\uff0c\u80fd\u628a\u8fd0\u7ef4\u903c\u75af\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u8c03\u5ea6\u9ed1\u7bb1\u5316<\/strong><br \/>\n   \u539f\u751f K8s \u53ea\u80fd\u901a\u8fc7 <code>nvidia.com\/gpu<\/code> \u8fd9\u7c7b\u6269\u5c55\u8d44\u6e90\u505a\u9759\u6001\u8c03\u5ea6\uff0c\u65e0\u6cd5\u611f\u77e5 TPU\/NPU \u7684\u62d3\u6251\u4eb2\u548c\u5ea6\u3002\u7ed3\u679c\u5c31\u662f\uff1a\u8bad\u7ec3\u4efb\u52a1\u660e\u660e\u53ef\u4ee5\u8dd1\u5728 8 \u9897 TPU \u4e0a\uff0c\u5374\u88ab\u9519\u8bef\u5730\u5206\u5230 4 \u9897 TPU+4 \u9897 GPU\uff0c\u6027\u80fd\u8170\u65a9\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u8ba1\u8d39\u5272\u88c2\u5316<\/strong><br \/>\n   \u8c37\u6b4c\u4e91 TPU \u6309\u201c\u82af\u7247-\u5c0f\u65f6\u201d\u8ba1\u8d39\uff0c\u6700\u4f4e 1 \u5206\u949f\u8d77\u8df3\uff1bAWS GPU \u5b9e\u4f8b\u6309\u201c\u5b9e\u4f8b-\u5c0f\u65f6\u201d\uff0c\u4e0d\u8db3\u4e00\u5c0f\u65f6\u6309\u4e00\u5c0f\u65f6\u7b97\uff1b\u963f\u91cc NPU \u7ade\u4ef7\u5b9e\u4f8b\u53c8\u641e\u201c\u51c6\u9884\u7559\u201d\u6a21\u5f0f\u3002\u540c\u4e00 Pipeline \u8de8\u4e09\u5bb6\u4e91\uff0c\u8d22\u52a1\u5bf9\u8d26\u5148\u6655\u4e00\u534a\u3002<\/p>\n<\/li>\n<\/ol>\n<hr \/>\n<h3>\u661f\u5b87\u667a\u7b97\u7edf\u4e00\u8c03\u5ea6\uff1aGPU+NPU+TPU \u4e00\u952e\u6c60\u5316<\/h3>\n<p>\u9762\u5bf9\u4e09\u5ea7\u5927\u5c71\uff0c\u661f\u5b87\u667a\u7b97\u9009\u62e9<strong>\u7528\u8f6f\u4ef6\u5b9a\u4e49\u5f02\u6784\u7b97\u529b<\/strong>\uff1a<\/p>\n<ul>\n<li><strong>\u9a71\u52a8\u5c42<\/strong>\uff1a\u57fa\u4e8e\u8f7b\u91cf\u865a\u62df\u673a + \u7528\u6237\u6001\u8f6c\u53d1\uff0c\u628a GPU\u3001TPU\u3001NPU \u7684\u9a71\u52a8\u5b8c\u5168\u9694\u79bb\u5f00\uff0c\u540c\u4e00\u8282\u70b9\u53ef\u6df7\u63d2\u4e0d\u540c\u82af\u7247\uff0c\u4e92\u4e0d\u5f71\u54cd\u3002  <\/li>\n<li><strong>\u8c03\u5ea6\u5c42<\/strong>\uff1a\u81ea\u7814 <code>Hybrid-scheduler<\/code> \u63d2\u4ef6\uff0c\u539f\u751f\u517c\u5bb9 K8s\uff0c\u652f\u6301 <code>gpu.starverse-ai.com<\/code>\u3001<code>tpu.starverse-ai.com<\/code>\u3001<code>npu.starverse-ai.com<\/code> \u4e09\u79cd\u8d44\u6e90\u7ef4\u5ea6\uff0c\u53ef\u81ea\u52a8\u611f\u77e5\u82af\u7247\u62d3\u6251\u3001\u529f\u8017\u4e0a\u9650\u3001\u7f51\u7edc\u62d3\u6251\uff0c\u5b9e\u73b0<strong>\u6700\u4f18\u4eb2\u548c\u8c03\u5ea6<\/strong>\u3002  <\/li>\n<li><strong>\u8ba1\u8d39\u5c42<\/strong>\uff1a\u6240\u6709\u82af\u7247\u7edf\u4e00\u62bd\u8c61\u4e3a <code>Compute-Unit(CU)<\/code>\uff0c\u6309\u5b9e\u9645<strong>\u8ba1\u7b97\u65f6\u957f<\/strong>\u79d2\u7ea7\u51fa\u8d26\uff0c\u7a7a\u95f2\u81ea\u52a8\u4e0b\u7535\uff0c<strong>0 \u8d44\u6e90\u7a7a\u8f6c<\/strong>\u3002  <\/li>\n<\/ul>\n<p>\u4e00\u53e5\u8bdd\uff0c\u5f00\u53d1\u8005\u53ea\u9700\u5728 YAML \u91cc\u5199\uff1a<\/p>\n<pre><code class=\"language-yaml\">resources:\n  hybrid.starverse-ai.com\/cu: &quot;8000&quot;\n<\/code><\/pre>\n<p>\u7cfb\u7edf\u4f1a\u81ea\u52a8\u5339\u914d\u6027\u4ef7\u6bd4\u6700\u9ad8\u7684\u82af\u7247\u7ec4\u5408\uff1a\u9700\u8981\u9ad8\u5185\u5b58\u5e26\u5bbd\uff1f\u4f18\u5148\u6392 H100\uff1b\u8981\u6574\u6570\u63a8\u7406\uff1f\u5207\u5230 TPU v5e\uff1b\u6df1\u591c\u4f4e\u8c37\uff1f\u628a\u90e8\u5206\u8d1f\u8f7d\u8fc1\u79fb\u5230\u4ef7\u683c\u53ea\u6709 30% \u7684\u56fd\u4ea7 NPU\u3002\u5168\u7a0b\u65e0\u611f\uff0c\u50cf\u6253\u5f00\u81ea\u6765\u6c34\u4e00\u6837\u7b80\u5355\u3002<\/p>\n<hr \/>\n<h3>\u8ba1\u8d39\uff1a\u6309\u79d2\u8ba1\u8d39\uff0c\u81ea\u52a8\u4e0b\u7535<\/h3>\n<p>\u5f88\u591a\u540c\u5b66\u4e60\u60ef\u6027\u628a\u4e91\u4e3b\u673a\u5f53\u7269\u7406\u673a\uff0c\u8dd1\u5b8c\u4ee3\u7801\u4e5f\u4e0d\u5173\uff0c\u7ed3\u679c\u6708\u5e95\u8d26\u5355\u201c\u60ca\u559c\u201d\u3002\u661f\u5b87\u667a\u7b97\u63d0\u4f9b<strong>\u5b9a\u65f6\u5173\u673a<\/strong>\u4e0e<strong>\u667a\u80fd\u4f11\u7720<\/strong>\u53cc\u91cd\u7b56\u7565\uff1a<\/p>\n<ul>\n<li>\u53ef\u8bbe\u7f6e\u6700\u957f 7\u00d724 \u5c0f\u65f6\u5b9a\u65f6\u5173\u673a\uff0c\u5230\u70b9\u81ea\u52a8\u4fdd\u5b58 Checkpoint \u5e76\u65ad\u7535\uff1b  <\/li>\n<li>\u5e73\u53f0\u76d1\u6d4b\u5230 GPU \u5229\u7528\u7387 &lt;5% \u4e14\u6301\u7eed 10 \u5206\u949f\uff0c\u81ea\u52a8\u89e6\u53d1\u201c\u4f11\u7720\u201d\uff0c<strong>\u505c\u6b62 GPU \u670d\u52a1\u5668\u79df\u7528\u8ba1\u8d39<\/strong>\uff0c\u4f46\u4fdd\u7559\u5185\u5b58\u955c\u50cf\uff1b\u518d\u6b21\u63d0\u4ea4\u4efb\u52a1 3 \u79d2\u5185\u70ed\u542f\u52a8\u3002  <\/li>\n<\/ul>\n<p>\u5b9e\u6d4b\u663e\u793a\uff0c\u540c\u4e00 CV \u8bad\u7ec3\u4efb\u52a1\uff0c\u5728\u201c\u6309\u91cf\u4ed8\u8d39+\u667a\u80fd\u4f11\u7720\u201d\u6a21\u5f0f\u4e0b\uff0c<strong>GPU\u4e91\u4e3b\u673a<\/strong>\u6709\u6548\u8ba1\u8d39\u65f6\u957f\u4ec5\u5360\u8fd0\u884c\u603b\u65f6\u957f\u7684 78%\uff0c<strong>\u76f4\u63a5\u8282\u7701 22% \u8d39\u7528<\/strong>\u3002<\/p>\n<hr \/>\n<h3>Demo\uff1a\u5148 GPU \u8bad\u7ec3\u2192TPU \u63a8\u7406\uff0c\u603b\u6210\u672c\u4e0b\u964d 52%<\/h3>\n<p>\u4ee5 70 \u4ebf\u53c2\u6570\u89c6\u89c9-\u8bed\u8a00\u6a21\u578b\u4e3a\u4f8b\uff0c\u6d41\u7a0b\u5982\u4e0b\uff1a<\/p>\n<ol>\n<li>\n<p><strong>\u9884\u8bad\u7ec3\u9636\u6bb5<\/strong><br \/>\n   2048 \u5f20\u56fe\u7247 \u00d7 100 \u4e07\u6b65\uff0c\u9700 FP32 \u7d2f\u79ef\u3002\u661f\u5b87\u667a\u7b97\u81ea\u52a8\u8c03\u5ea6 16 \u5f20 <strong>RTX 4090 GPU\u670d\u52a1\u5668\u79df\u7528<\/strong> \u5b9e\u4f8b\uff0c\u5229\u7528 24 GB \u5927\u663e\u5b58 + \u9ad8\u901f NVLink\uff0c\u8bad\u7ec3 12 \u5c0f\u65f6\uff0cCU \u6d88\u8017 76800\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u5fae\u8c03\u9636\u6bb5<\/strong><br \/>\n   \u5207\u6362\u81f3 8 \u9897 TPU v5e\uff0c\u5229\u7528 256 GB HBM \u505a BF16 \u5fae\u8c03\uff0c\u8017\u65f6 3 \u5c0f\u65f6\uff0cCU \u6d88\u8017 12800\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u63a8\u7406\u9636\u6bb5<\/strong><br \/>\n   \u901a\u8fc7 <code>starverse-autoscaler<\/code> \u628a\u6a21\u578b\u7f16\u8bd1\u4e3a <code>tf.lite<\/code> + <code>EdgeTPU<\/code> \u683c\u5f0f\uff0c\u81ea\u52a8\u5206\u53d1\u5230 4 \u9897 TPU \u505a INT8 \u63a8\u7406\uff0c\u6301\u7eed 48 \u5c0f\u65f6\uff0cCU \u6d88\u8017 15360\u3002<\/p>\n<\/li>\n<\/ol>\n<p>\u82e5\u5168\u7a0b\u4f7f\u7528\u5355\u4e00 H100 \u5b9e\u4f8b\uff0c\u5b98\u65b9\u4ef7 4.7 \u7f8e\u5143\/\u5c0f\u65f6\uff0c\u603b\u6210\u672c\u7ea6 295 \u7f8e\u5143\uff1b\u91c7\u7528\u661f\u5b87\u667a\u7b97\u5f02\u6784\u8c03\u5ea6\uff0c<strong>\u540c\u7b49\u7cbe\u5ea6\u4e0b\u53ea\u9700 141 \u7f8e\u5143<\/strong>\uff0c<strong>\u8282\u7701 52%<\/strong>\u3002\u66f4\u91cd\u8981\u7684\u662f\uff0c\u5f00\u53d1\u8005\u5168\u7a0b\u53ea\u63d0\u4ea4\u4e86\u4e00\u6b21\u5de5\u4f5c\u6d41\uff0c\u82af\u7247\u5207\u6362\u3001\u955c\u50cf\u4fdd\u5b58\u3001\u7f51\u7edc\u6253\u901a\u5168\u90e8\u81ea\u52a8\u5316\u5b8c\u6210\uff0c<strong>\u771f\u6b63\u505a\u5230\u201c\u5199\u4e00\u6b21\uff0c\u5230\u5904\u7701\u94b1\u201d<\/strong>\u3002<\/p>\n<hr \/>\n<h3>\u7acb\u5373\u4f53\u9a8c\uff1a\u65b0\u7528\u6237\u6ce8\u518c\u5373\u9001 10 \u5143\u4f53\u9a8c\u91d1<\/h3>\n<p>\u60f3\u4eb2\u81ea\u9a8c\u8bc1\u201c\u591a\u82af\u7247\u7701\u94b1\u201d\u9b54\u6cd5\uff1f\u73b0\u5728\u767b\u5f55 <a href=\"https:\/\/www.starverse-ai.com\">\u661f\u5b87\u667a\u7b97<\/a> \u6ce8\u518c\u8d26\u6237\uff0c\u5373\u53ef\u83b7\u5f97 <strong>10 \u5143\u65e0\u95e8\u69db\u4f53\u9a8c\u91d1<\/strong>\uff0c\u53ef\u76f4\u63a5\u62b5\u6263 <strong>GPU\u670d\u52a1\u5668\u79df\u7528<\/strong> \u6216 <strong>AI\u5e94\u7528<\/strong> \u955c\u50cf\u8d39\u7528\u3002\u5e73\u53f0\u5df2\u5185\u7f6e Stable Diffusion\u3001Llama3\u3001ChatGLM \u7b49 50+ \u70ed\u95e8\u6a21\u578b\uff0c\u4e00\u952e\u542f\u52a8\uff0c\u65e0\u9700\u518d\u88c5\u9a71\u52a8\u3001\u914d\u73af\u5883\u3002<\/p>\n<p>\u591a\u82af\u7247\u65f6\u4ee3\uff0c\u7b97\u529b\u4e0d\u518d\u662f\u5927\u5382\u7684\u4e13\u5229\u3002\u628a\u8c03\u5ea6\u4ea4\u7ed9\u661f\u5b87\u667a\u7b97\uff0c\u628a\u521b\u610f\u7559\u7ed9\u81ea\u5df1\u2014\u2014<strong>\u7701\u94b1\u3001\u7701\u5fc3\u3001\u7701\u65f6\u95f4<\/strong>\uff0c\u5269\u4e0b\u7684\u4ea4\u7ed9\u4ee3\u7801\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u201cMeta \u7d27\u6025\u5411\u8c37\u6b4c\u8ffd\u52a0\u6570\u5343\u9897 TPU \u8ba2\u5355\uff0c\u800c\u8c37\u6b4c\u4e91\u5374\u5728&hellip;<\/p>\n","protected":false},"author":2,"featured_media":2178,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-2179","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-zixun"],"views":34,"_links":{"self":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/2179","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=2179"}],"version-history":[{"count":0,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/2179\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media\/2178"}],"wp:attachment":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media?parent=2179"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/categories?post=2179"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/tags?post=2179"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}