{"id":39343,"date":"2023-07-31T16:10:00","date_gmt":"2023-07-31T08:10:00","guid":{"rendered":"https:\/\/www.ioiotimes.com\/?p=39343"},"modified":"2023-07-31T18:59:30","modified_gmt":"2023-07-31T10:59:30","slug":"aws%e5%ae%a3%e5%b8%83amazon-ec2-p5%e5%9f%b7%e8%a1%8c%e5%80%8b%e9%ab%94%e6%ad%a3%e5%bc%8f%e5%8f%af%e7%94%a8%ef%bc%8c%e5%8a%a0%e9%80%9f%e7%94%9f%e6%88%90%e5%bc%8fai%e5%92%8c%e9%ab%98%e6%95%88%e8%83%bd","status":"publish","type":"post","link":"https:\/\/www.ioiotimes.com\/?p=39343","title":{"rendered":"AWS\u5ba3\u5e03Amazon EC2 P5\u57f7\u884c\u500b\u9ad4\u6b63\u5f0f\u53ef\u7528\uff0c\u52a0\u901f\u751f\u6210\u5f0fAI\u548c\u9ad8\u6548\u80fd\u904b\u7b97\u61c9\u7528\uff0c\u7531NVIDIA H100 Tensor Core GPU\u9a45\u52d5"},"content":{"rendered":"\n<p>\u4e9e\u99ac\u905c\u65d7\u4e0b\u516c\u53f8 Amazon Web Services\uff08AWS\uff09\u8fd1\u65e5\u5728\u7d10\u7d04\u5cf0\u6703\u4e0a\u5ba3\u5e03 Amazon Elastic Compute Cloud\uff08EC2\uff09P5 \u57f7\u884c\u500b\u9ad4\u6b63\u5f0f\u53ef\u7528\u3002\u9019\u662f\u4e00\u6b3e\u4e0b\u4e16\u4ee3 GPU \u57f7\u884c\u500b\u9ad4\uff0c\u7531\u6700\u65b0\u7684 NVIDIA H100 Tensor Core GPU \u9a45\u52d5\uff0c\u53ef\u4ee5\u6eff\u8db3\u5ba2\u6236\u5728\u57f7\u884c\u4eba\u5de5\u667a\u6167\u3001\u6a5f\u5668\u5b78\u7fd2\u548c\u9ad8\u6548\u80fd\u904b\u7b97\u5de5\u4f5c\u8ca0\u8f09\u6642\u5c0d\u9ad8\u6548\u80fd\u548c\u9ad8\u64f4\u5c55\u6027\u7684\u9700\u6c42\u3002\u8207\u4e0a\u4e00\u4ee3\u57fa\u65bc GPU \u7684\u57f7\u884c\u500b\u9ad4\u76f8\u6bd4\uff0cAmazon EC2 P5 \u57f7\u884c\u500b\u9ad4\u53ef\u4ee5\u5c07\u8a13\u7df4\u6642\u9593\u7e2e\u6e1b 6 \u500d\uff08\u5f9e\u5e7e\u5929\u7e2e\u77ed\u5230\u5e7e\u5c0f\u6642\uff09\uff0c\u5e6b\u52a9\u5ba2\u6236\u7bc0\u7701\u9ad8\u9054 40% \u7684\u8a13\u7df4\u6210\u672c\u3002<\/p>\n\n\n\n<p>Amazon EC2 P5 \u57f7\u884c\u500b\u9ad4\u63d0\u4f9b 8 \u500b NVIDIA H100 Tensor Core GPU\uff0c\u5177\u6709 640 GB \u9ad8\u5e36\u5bec GPU \u8a18\u61b6\u9ad4\uff0c\u540c\u6642\u63d0\u4f9b\u7b2c\u4e09\u4ee3AMD EPYC \u8655\u7406\u5668\u30012TB \u7cfb\u7d71\u8a18\u61b6\u9ad4\u548c 30 TB \u672c\u5730 NVMe \u5132\u5b58\u3002\u00a0Amazon EC2 P5 \u57f7\u884c\u500b\u9ad4\u9084\u63d0\u4f9b 3200 Gbps \u7684\u805a\u5408\u7db2\u8def\u983b\u5bec\u4e26\u652f\u63f4 GPUDirect RDMA\uff0c\u9032\u800c\u80fd\u5920\u7e5e\u904e CPU \u9032\u884c\u7bc0\u9ede\u9593\u901a\u8a0a\uff0c\u5be6\u73fe\u66f4\u4f4e\u7684\u5ef6\u9072\u548c\u9ad8\u6548\u7684\u6a6b\u5411\u64f4\u5c55\u6548\u80fd\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.ioiotimes.com\/wordpress\/wp-content\/uploads\/2023\/07\/20230731-aws02.jpg\" alt=\"\" class=\"wp-image-39348\" title=\"\" srcset=\"https:\/\/www.ioiotimes.com\/wordpress\/wp-content\/uploads\/2023\/07\/20230731-aws02.jpg 1024w, https:\/\/www.ioiotimes.com\/wordpress\/wp-content\/uploads\/2023\/07\/20230731-aws02-300x169.jpg 300w, https:\/\/www.ioiotimes.com\/wordpress\/wp-content\/uploads\/2023\/07\/20230731-aws02-768x432.jpg 768w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>AWS<\/strong><strong>\u8207<\/strong><strong>NVIDIA<\/strong><strong>\u651c\u624b\u958b\u767c\u4e0b\u4e00\u4ee3\u57fa\u790e\u8a2d\u65bd<\/strong><strong><\/strong><\/h3>\n\n\n\n<p>AWS \u548c NVIDIA \u5728\u4eca\u5e74 3 \u6708\u5ba3\u5e03\u4e86\u4e00\u9805\u591a\u65b9\u5408\u4f5c\uff0c\u6253\u9020\u5168\u7403\u6700\u5177\u53ef\u64f4\u5c55\u6027\u4e14\u6309\u9700\u4ed8\u8cbb\u7684\u4eba\u5de5\u667a\u6167\u57fa\u790e\u8a2d\u65bd\uff0c\u4ee5\u4fbf\u8a13\u7df4\u65e5\u76ca\u8907\u96dc\u7684\u5927\u8a9e\u8a00\u6a21\u578b\u548c\u958b\u767c\u751f\u6210\u5f0f AI \u61c9\u7528\u7a0b\u5f0f\u3002<\/p>\n\n\n\n<p>\u7576\u6642\uff0cAWS \u9810\u767c\u5e03\u4e86\u7531 NVIDIA H100 Tensor Core GPU \u9a45\u52d5\u7684 Amazon EC2 P5 \u57f7\u884c\u500b\u9ad4\uff0c\u53ef\u70ba\u6253\u9020\u548c\u8a13\u7df4\u66f4\u5927\u898f\u6a21\u7684\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\u63d0\u4f9b\u9ad8\u9054 20 exaFLOPS \u7684\u7b97\u529b\u3002AWS \u548c NVIDIA \u5408\u4f5c\u5341\u591a\u5e74\u4f86\u6210\u679c\u8c50\u78a9\uff0c\u63a8\u51fa\u4e86\u5305\u62ec\u652f\u63f4\u8996\u89ba\u904b\u7b97\u3001\u4eba\u5de5\u667a\u6167\u548c\u9ad8\u6548\u80fd\u904b\u7b97\u96c6\u7fa4\u7684\u5404\u7a2e GPU \u57f7\u884c\u500b\u9ad4\uff0c\u5982 CG1 \u57f7\u884c\u500b\u9ad4\uff082010\u5e74\uff09\u3001G2\uff082013\u5e74\uff09\u3001P2\uff082016\u5e74\uff09\u3001P3\uff082017\u5e74\uff09\u3001G3\uff082017\u5e74\uff09\u3001P3dn\uff082018\u5e74\uff09\u3001G4\uff082019\u5e74\uff09\u3001P4\uff082020\u5e74\uff09\u3001G5\uff082021\u5e74\uff09\u548c P4de\uff082022\u5e74\uff09\u57f7\u884c\u500b\u9ad4\u3002<\/p>\n\n\n\n<p>\u73fe\u5728\uff0c\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\u7684\u898f\u6a21\u5df2\u7d93\u9054\u5230\u6578\u842c\u5104\u53c3\u6578\uff0c\u9019\u7a2e\u8907\u96dc\u6027\u5927\u5927\u589e\u52a0\u5ba2\u6236\u8a13\u7df4\u6a21\u578b\u6240\u9700\u7684\u6642\u9593\u3002\u4f8b\u5982\uff0c\u6700\u65b0\u7684\u5927\u8a9e\u8a00\u6a21\u578b\u8a13\u7df4\u6642\u9593\u9577\u9054\u6578\u6708\u4e4b\u4e45\u3002\u985e\u4f3c\u7684\u8da8\u52e2\u4e5f\u51fa\u73fe\u5728\u9ad8\u6548\u80fd\u904b\u7b97\u9818\u57df\u3002\u96a8\u8457\u9ad8\u6548\u80fd\u904b\u7b97\u5ba2\u6236\u8cc7\u6599\u6536\u96c6\u6e96\u78ba\u5ea6\u7684\u63d0\u9ad8\u4ee5\u53ca\u8cc7\u6599\u96c6\u9054\u5230EB\u7d1a\u898f\u6a21\uff0c\u5ba2\u6236\u5df2\u5728\u5c0b\u627e\u89e3\u6c7a\u65e5\u76ca\u8907\u96dc\u61c9\u7528\u7a0b\u5f0f\u7684\u66f4\u5feb\u65b9\u6cd5\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"544\" src=\"https:\/\/www.ioiotimes.com\/wordpress\/wp-content\/uploads\/2023\/07\/20230731-aws01.jpg\" alt=\"\" class=\"wp-image-39346\" title=\"\" srcset=\"https:\/\/www.ioiotimes.com\/wordpress\/wp-content\/uploads\/2023\/07\/20230731-aws01.jpg 1024w, https:\/\/www.ioiotimes.com\/wordpress\/wp-content\/uploads\/2023\/07\/20230731-aws01-300x159.jpg 300w, https:\/\/www.ioiotimes.com\/wordpress\/wp-content\/uploads\/2023\/07\/20230731-aws01-768x408.jpg 768w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u95dc\u65bc<\/strong><strong>Amazon EC2 P5<\/strong><strong>\u57f7\u884c\u500b\u9ad4<\/strong><strong><\/strong><\/h3>\n\n\n\n<p>Amazon EC2 P5 \u57f7\u884c\u500b\u9ad4\u975e\u5e38\u9069\u5408\u8a13\u7df4\u548c\u57f7\u884c\u8d8a\u4f86\u8d8a\u8907\u96dc\u7684\u5927\u8a9e\u8a00\u6a21\u578b\u548c\u96fb\u8166\u8996\u89ba\u6a21\u578b\uff0c\u4ee5\u6eff\u8db3\u6700\u82db\u523b\u7684\u904b\u7b97\u5bc6\u96c6\u578b\u751f\u6210\u5f0f AI \u61c9\u7528\u7684\u9700\u6c42\uff0c\u5305\u62ec\u554f\u7b54\u3001\u7a0b\u5f0f\u78bc\u751f\u6210\u3001\u5f71\u7247\u548c\u5716\u50cf\u751f\u6210\u3001\u8a9e\u97f3\u8b58\u5225\u7b49\u3002\u8207\u4e0a\u4e00\u4ee3\u57fa\u65bc GPU \u7684\u57f7\u884c\u500b\u9ad4\u76f8\u6bd4\uff0cAmazon EC2 P5 \u57f7\u884c\u500b\u9ad4\u5728\u9019\u4e9b\u61c9\u7528\u4e2d\u7684\u8a13\u7df4\u6642\u9593\u7e2e\u77ed\u4e86 6 \u500d\u3002\u90a3\u4e9b\u53ef\u4ee5\u5728\u5de5\u4f5c\u8ca0\u8f09\u4e2d\u4f7f\u7528\u8f03\u4f4e\u7cbe\u5ea6 FP8 \u8cc7\u6599\u985e\u578b\u7684\u5ba2\u6236\uff0c\u4f8b\u5982\u4f7f\u7528 Transformer \u6a21\u578b\u67b6\u69cb\u7684\u8a9e\u8a00\u6a21\u578b\uff0c\u5c07\u900f\u904e NVIDIA Transformer Engine \u7684\u652f\u63f4\u7372\u5f97\u9ad8\u9054 6 \u500d\u7684\u6548\u80fd\u63d0\u5347\u3002<\/p>\n\n\n\n<p>\u9ad8\u6548\u80fd\u904b\u7b97\u5ba2\u6236\u900f\u904e\u4f7f\u7528 Amazon EC2 P5 \u57f7\u884c\u500b\u9ad4\u53ef\u4ee5\u66f4\u5927\u898f\u6a21\u5730\u90e8\u7f72\u5728\u85e5\u7269\u958b\u767c\u3001\u5730\u9707\u5206\u6790\u3001\u5929\u6c23\u9810\u5831\u548c\u91d1\u878d\u5efa\u6a21\u7b49\u9ad8\u9700\u6c42\u7684\u61c9\u7528\u7a0b\u5f0f\u3002\u6b64\u5916\uff0c\u5c0d\u65bc\u4f7f\u7528\u57fa\u65bc\u52d5\u614b\u898f\u5283\uff08Dynamic Programming\uff09\u7b97\u6cd5\u9032\u884c\u57fa\u56e0\u7d44\u6e2c\u5e8f\u6216\u52a0\u901f\u8cc7\u6599\u5206\u6790\u7b49\u61c9\u7528\u7684\u5ba2\u6236\uff0cAmazon EC2 P5 \u5c07\u900f\u904e\u65b0\u7684 DPX \u6307\u4ee4\u96c6\u63d0\u4f9b\u652f\u63f4\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u7b2c\u4e8c\u4ee3<\/strong><strong>Amazon EC2 UltraClusters<\/strong><strong>\u548c<\/strong><strong>Elastic Fabric Adapter<\/strong><\/h3>\n\n\n\n<p>Amazon EC2 P5 \u57f7\u884c\u500b\u9ad4\u70ba\u591a\u7bc0\u9ede\u5206\u4f48\u5f0f\u8a13\u7df4\u548c\u7dca\u5bc6\u8026\u5408\u7684\u9ad8\u6548\u80fd\u904b\u7b97\u5de5\u4f5c\u8ca0\u8f09\u63d0\u4f9b\u5148\u9032\u7684\u6a6b\u5411\u64f4\u5c55\u529f\u80fd\uff0c\u5176\u4f7f\u7528\u7684\u7b2c\u4e8c\u4ee3 Elastic Fabric Adapter\uff08EFA\uff09\u7db2\u8def\u8a2d\u5099\u63d0\u4f9b\u9ad8\u9054 3200 Gbps \u7684\u7db2\u8def\u901f\u5ea6\uff0c\u662f Amazon EC2 P4d \u57f7\u884c\u500b\u9ad4\u7684 8 \u500d\u3002<\/p>\n\n\n\n<p>\u70ba\u4e86\u6eff\u8db3\u5ba2\u6236\u5c0d\u5927\u898f\u6a21\u548c\u4f4e\u5ef6\u9072\u7684\u9700\u6c42\uff0cAmazon EC2 P5 \u57f7\u884c\u500b\u9ad4\u90e8\u7f72\u5728\u7b2c\u4e8c\u4ee3 Amazon EC2 UltraClusters \u4e2d\uff0c\u8a72\u96c6\u7fa4\u76ee\u524d\u53ef\u5728\u8d85\u904e 2 \u842c\u500b NVIDIA H100 Tensor Core GPU \u4e0a\u70ba\u5ba2\u6236\u63d0\u4f9b\u66f4\u4f4e\u7684\u5ef6\u9072\u3002\u4f5c\u70ba\u96f2\u7aef\u6700\u5927\u898f\u6a21\u7684\u6a5f\u5668\u5b78\u7fd2\u57fa\u790e\u8a2d\u65bd\u4e4b\u4e00\uff0cAmazon EC2 UltraClusters \u4e2d\u7684 Amazon EC2 P5 \u57f7\u884c\u500b\u9ad4\u53ef\u63d0\u4f9b\u9ad8\u9054 20 exaFLOPS \u7684\u805a\u5408\u904b\u7b97\u80fd\u529b\u3002<\/p>\n\n\n\n<p>Amazon EC2 UltraClusters \u4f7f\u7528\u4e86 Amazon FSx for Lustre\uff0c\u9019\u662f\u4e00\u7a2e\u5b8c\u5168\u8a17\u7ba1\u7684\u5171\u4eab\u5132\u5b58\uff0c\u5efa\u7acb\u5728\u5e38\u7528\u7684\u9ad8\u6548\u80fd\u4e26\u884c\u6587\u4ef6\u7cfb\u7d71\u4e0a\u3002\u5ba2\u6236\u900f\u904e Amazon FSx for Lustre\uff0c\u53ef\u4ee5\u6309\u9700\u8981\u5927\u898f\u6a21\u5feb\u901f\u8655\u7406\u6d77\u91cf\u8cc7\u6599\u96c6\uff0c\u4e26\u5be6\u73fe\u4e9e\u6beb\u79d2\u7d1a\u5ef6\u9072\u3002\u00a0Amazon FSx for Lustre \u7684\u4f4e\u5ef6\u9072\u548c\u9ad8\u541e\u5410\u91cf\u7279\u6027\u7d93\u904e\u512a\u5316\uff0c\u53ef\u5728 Amazon EC2 UltraCluster \u4e0a\u70ba\u6df1\u5ea6\u5b78\u7fd2\u3001\u751f\u6210\u5f0f AI \u548c\u9ad8\u6548\u80fd\u904b\u7b97\u5de5\u4f5c\u8ca0\u8f09\u63d0\u4f9b\u652f\u63f4\u3002<\/p>\n\n\n\n<p>Amazon FSx for Lustre \u53ef\u4ee5\u70ba Amazon EC2 UltraCluster \u4e2d\u7684 GPU \u548c\u6a5f\u5668\u5b78\u7fd2\u52a0\u901f\u5668\u6301\u7e8c\u63d0\u4f9b\u8cc7\u6599\uff0c\u9032\u800c\u52a0\u901f\u6700\u82db\u523b\u7684\u5de5\u4f5c\u8ca0\u8f09\uff0c\u5305\u62ec\u5927\u8a9e\u8a00\u6a21\u578b\u8a13\u7df4\u3001\u751f\u6210\u5f0f AI \u63a8\u7406\uff0c\u4ee5\u53ca\u57fa\u56e0\u7d44\u5b78\u548c\u91d1\u878d\u98a8\u96aa\u5efa\u6a21\u7b49\u9ad8\u6548\u80fd\u904b\u7b97\u8ca0\u8f09\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"547\" src=\"https:\/\/www.ioiotimes.com\/wordpress\/wp-content\/uploads\/2023\/07\/20230731-aws03.jpg\" alt=\"\" class=\"wp-image-39349\" title=\"\" srcset=\"https:\/\/www.ioiotimes.com\/wordpress\/wp-content\/uploads\/2023\/07\/20230731-aws03.jpg 1024w, https:\/\/www.ioiotimes.com\/wordpress\/wp-content\/uploads\/2023\/07\/20230731-aws03-300x160.jpg 300w, https:\/\/www.ioiotimes.com\/wordpress\/wp-content\/uploads\/2023\/07\/20230731-aws03-768x410.jpg 768w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Amazon EC2 P5<\/strong><strong>\u57f7\u884c\u500b\u9ad4\u73fe\u5df2\u6b63\u5f0f\u53ef\u7528<\/strong><strong><\/strong><\/h3>\n\n\n\n<p>Amazon EC2 P5 \u57f7\u884c\u500b\u9ad4\u73fe\u5df2\u5728\u4ee5\u4e0b\u5340\u57df\u6b63\u5f0f\u53ef\u7528\uff1a\u7f8e\u570b\u6771\u90e8\uff08\u5317\u7dad\u5409\u5c3c\u4e9e\uff09\u548c\u7f8e\u570b\u897f\u90e8\uff08\u5967\u52d2\u5ca1\uff09\u3002\u66f4\u591a\u8a0a\u606f\u53ef\u53c3\u8003\uff1a<a href=\"https:\/\/aws.amazon.com\/ec2\/pricing\" target=\"_blank\" rel=\"noreferrer noopener\">Amazon EC2\u5b9a\u50f9<\/a>\u548c Amazon EC2 P5 \u57f7\u884c\u500b\u9ad4\u3002<\/p>\n\n\n\n<p>\u5ba2\u6236\u4e5f\u53ef\u4ee5\u9078\u64c7 AWS \u63d0\u4f9b\u7684\u5404\u7a2e\u5167\u5efa\u751f\u6210\u5f0f AI \u96f2\u7aef\u670d\u52d9\uff0c\u5b83\u5011\u90fd\u57f7\u884c\u5728\u5177\u6709\u6210\u672c\u6548\u76ca\u7684\u751f\u6210\u5f0f AI \u96f2\u7aef\u57fa\u790e\u8a2d\u65bd\u4e0a\uff0c\u5e6b\u52a9\u5ba2\u6236\u52a0\u5feb\u5275\u65b0\u548c\u91cd\u5851\u61c9\u7528\u3002<a href=\"https:\/\/aws.amazon.com\/generative-ai\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u66f4\u591a\u8a0a\u606f\u8acb\u53c3\u8003AWS\u751f\u6210\u5f0fAI<\/a>\u9801\u9762\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h4 class=\"wp-block-heading has-text-align-right has-very-light-gray-to-cyan-bluish-gray-gradient-background has-background\"><br>\ud83d\udfe6<strong>\u73fe\u5728\u5c31\u52a0\u5165&nbsp;<a href=\"https:\/\/www.facebook.com\/profile.php?id=100086628162118\" target=\"_blank\" rel=\"noreferrer noopener\">ioioTIMES \u81c9\u66f8\u7c89\u7d72\u5718<\/a>&nbsp;\u66f4\u591a\u4e92\u52d5\u3001\u66f4\u591a\u597d\u5eb7\u650f\u62b5\u52a0!!<\/strong><br>\ud83d\udfe6<strong>\u6211\u5011\u6709<a href=\"https:\/\/today.line.me\/tw\/v2\/publisher\/103117\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">LINE TODAY<\/a>\u983b\u9053\u4e86\uff0c\u5feb\u4f86\u8ffd\u8e2a\u6211\u5011\u5427!!&#8211;\u6700\u65b0\u79d1\u6280\u65b0\u805e \u76e1\u5728\u4f60\u624b<\/strong><\/h4>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4e9e\u99ac\u905c\u65d7\u4e0b\u516c\u53f8 Amazon Web<\/p>\n","protected":false},"author":3,"featured_media":39346,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"rank_math_lock_modified_date":false,"footnotes":""},"categories":[13],"tags":[35,5346,255,5361],"class_list":["post-39343","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-news","tag-ai","tag-amazon-ec2-p5","tag-aws","tag-nvidia-h100"],"_links":{"self":[{"href":"https:\/\/www.ioiotimes.com\/index.php?rest_route=\/wp\/v2\/posts\/39343"}],"collection":[{"href":"https:\/\/www.ioiotimes.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.ioiotimes.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.ioiotimes.com\/index.php?rest_route=\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/www.ioiotimes.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=39343"}],"version-history":[{"count":3,"href":"https:\/\/www.ioiotimes.com\/index.php?rest_route=\/wp\/v2\/posts\/39343\/revisions"}],"predecessor-version":[{"id":39350,"href":"https:\/\/www.ioiotimes.com\/index.php?rest_route=\/wp\/v2\/posts\/39343\/revisions\/39350"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.ioiotimes.com\/index.php?rest_route=\/wp\/v2\/media\/39346"}],"wp:attachment":[{"href":"https:\/\/www.ioiotimes.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=39343"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.ioiotimes.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=39343"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.ioiotimes.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=39343"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}