{"id":50159,"date":"2023-02-23T07:52:15","date_gmt":"2023-02-22T22:52:15","guid":{"rendered":"https:\/\/jirak.net\/wp\/aws%ec%99%80-hugging-face-%ec%83%9d%ec%84%b1%ed%98%95-ai-%ec%a0%91%ea%b7%bc%ec%84%b1-%eb%b0%8f-%eb%b9%84%ec%9a%a9-%ed%9a%a8%ec%9c%a8%ec%84%b1%ec%9d%84-%ec%9c%84%ed%95%9c-%ed%98%91%eb%a0%a5-%eb%b0%9c\/"},"modified":"2023-02-23T08:34:21","modified_gmt":"2023-02-22T23:34:21","slug":"aws%ec%99%80-hugging-face-%ec%83%9d%ec%84%b1%ed%98%95-ai-%ec%a0%91%ea%b7%bc%ec%84%b1-%eb%b0%8f-%eb%b9%84%ec%9a%a9-%ed%9a%a8%ec%9c%a8%ec%84%b1%ec%9d%84-%ec%9c%84%ed%95%9c-%ed%98%91%eb%a0%a5-%eb%b0%9c","status":"publish","type":"post","link":"https:\/\/jirak.net\/wp\/aws%ec%99%80-hugging-face-%ec%83%9d%ec%84%b1%ed%98%95-ai-%ec%a0%91%ea%b7%bc%ec%84%b1-%eb%b0%8f-%eb%b9%84%ec%9a%a9-%ed%9a%a8%ec%9c%a8%ec%84%b1%ec%9d%84-%ec%9c%84%ed%95%9c-%ed%98%91%eb%a0%a5-%eb%b0%9c\/","title":{"rendered":"AWS\uc640 Hugging Face, \uc0dd\uc131\ud615 AI  \uc811\uadfc\uc131 \ubc0f \ube44\uc6a9 \ud6a8\uc728\uc131\uc744 \uc704\ud55c \ud611\ub825 \ubc1c\ud45c"},"content":{"rendered":"<p>AWS\uc640 Hugging Face, \uc0dd\uc131\ud615 AI  \uc811\uadfc\uc131 \ubc0f \ube44\uc6a9 \ud6a8\uc728\uc131\uc744 \uc704\ud55c \ud611\ub825 \ubc1c\ud45c<\/p>\n<p>\uc0dd\uc131\ud615 AI (Generative AI) \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \ub9cc\ub4dc\ub294 \ub370 \uc0ac\uc6a9\ub418\ub294 \ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubc0f \ube44\uc804 \ubaa8\ub378 \ud6c8\ub828, \ubbf8\uc138 \uc870\uc815 \ubc0f \ubc30\ud3ec\ub97c \uac00\uc18d\ud654\ud558\uae30 \uc704\ud574 AWS\uc640 Hugging Face \uac04\uc758 \ud655\uc7a5\ub41c \ud611\uc5c5\uc744 \ubc1c\ud45c\ud569\ub2c8\ub2e4. \uc0dd\uc131\ud615 AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc740 \ud14d\uc2a4\ud2b8 \uc694\uc57d, \uc9c8\ubb38\uc5d0 \ub2f5\ud558\uae30, \ucf54\ub4dc \uc0dd\uc131, \uc774\ubbf8\uc9c0 \uc0dd\uc131, \uc5d0\uc138\uc774 \ubc0f \uae30\uc0ac \uc791\uc131 \ub4f1 \ub2e4\uc591\ud55c \uc791\uc5c5\uc744 \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>AWS\ub294 \uc0dd\uc131\ud615 AI \ubd84\uc57c\uc5d0\uc11c \uae4a\uc740 \ud601\uc2e0\uc758 \uc5ed\uc0ac\ub97c \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4 Amazon\uc740 AI\ub97c \uc0ac\uc6a9\ud558\uc5ec \uace0\uac1d\uc774 \ub9e4\uc8fc \uc218\uc2ed\uc5b5 \ubc88 \uc0c1\ud638 \uc791\uc6a9\ud558\ub294 Alexa\uc640\uc758 \ub300\ud654 \uacbd\ud5d8\uc744 \uc81c\uacf5\ud558\uace0, <a href=\"https:\/\/www.aboutamazon.com\/news\/devices\/what-is-create-with-alexa\">Create with Alexa<\/a>\uc640 \uac19\uc740 \uc0c8\ub85c\uc6b4 \uacbd\ud5d8\uc758 \uc77c\ubd80\ub85c \uc0dd\uc131\ud615 AI\ub97c \uc810\uc810 \ub354 \ub9ce\uc774 \uc0ac\uc6a9\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c M5\ub294 Amazon\uc758 \uc5ec\ub7ec \ud300\uc774 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \ub300\ud615 \ubaa8\ub378\uc744 \uac00\uc838\uc62c \uc218 \uc788\ub3c4\ub85d \ub3d5\uace0 <a href=\"https:\/\/aws.amazon.com\/solutions\/case-studies\/amazon-search-ml-case-study\/\">Amazon.com \uac80\uc0c9 \uacb0\uacfc<\/a>\ub97c \uac1c\uc120\ud558\ub3c4\ub85d \ud6c8\ub828\ub41c \ub300\ud615 \ubaa8\ub378\uc744 \uc9c0\uc6d0\ud558\ub294 Amazon Search \ub0b4\uc758 \uadf8\ub8f9\uc785\ub2c8\ub2e4.<\/p>\n<p>AWS\ub294 \uae00\ub85c\ubc8c \uc778\ud504\ub77c, <a href=\"https:\/\/aws.amazon.com\/sagemaker\/\">Amazon SageMaker<\/a>, \ud1b5\ud569 \uac1c\ubc1c \ud658\uacbd(IDE) \ucf54\ub4dc \ubc0f \uc8fc\uc11d\uc744 \uae30\ubc18\uc73c\ub85c \ucf54\ub4dc \uad8c\uc7a5 \uc0ac\ud56d\uc744 \uc0dd\uc131\ud558\uc5ec \uac1c\ubc1c\uc790 \uc0dd\uc0b0\uc131\uc744 \ud5a5\uc0c1\uc2dc\ud0a4\ub294 \uc11c\ube44\uc2a4\uc778 <a href=\"https:\/\/aws.amazon.com\/codewhisperer\/\">Amazon CodeWhisperer<\/a>\uc640 \uac19\uc740 AI \uc11c\ube44\uc2a4\ub97c \ud3ec\ud568\ud558\uc5ec \uae30\uacc4 \ud559\uc2b5\uc758 \ubaa8\ub4e0 \uc601\uc5ed\uc5d0\uc11c \uc9c0\uc18d\uc801\uc73c\ub85c \ud601\uc2e0\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c, AWS\uc5d0\uc11c \ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubc0f \ube44\uc804 \ubaa8\ub378 \ud6c8\ub828(<a href=\"https:\/\/aws.amazon.com\/machine-learning\/trainium\/\">AWS Trainium<\/a>) \ubc0f \ucd94\ub860(<a href=\"https:\/\/aws.amazon.com\/machine-learning\/inferentia\/\">AWS Inferentia<\/a>)\uc744 \uc704\ud574 \ud2b9\ubcc4\ud788 \uad6c\ucd95\ub41c ML \uac00\uc18d\uae30\ub97c \ub9cc\ub4e4\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n<p>Hugging Face\ub294 AWS\uac00 Amazon SageMaker, AWS Trainium \ubc0f AWS Inferentia\ub97c \ud3ec\ud568\ud558\uc5ec Hugging Face \ubaa8\ub378\uc744 \ud6c8\ub828, \ubbf8\uc138 \uc870\uc815 \ubc0f \ubc30\ud3ec\ud560 \uc218 \uc788\ub294 \ucd5c\uc2e0 \ub3c4\uad6c \uc804\ubc18\uc5d0 \uac78\uccd0 \uc720\uc5f0\uc131\uc744 \uc81c\uacf5\ud558\uae30 \ub54c\ubb38\uc5d0 AWS\ub97c \uc120\ud0dd\ud588\uc2b5\ub2c8\ub2e4. Hugging Face\ub97c \uc0ac\uc6a9\ud558\ub294 \uac1c\ubc1c\uc790\ub294 \uc774\uc81c \uc131\ub2a5\uc744 \uc27d\uac8c \ucd5c\uc801\ud654\ud558\uace0 \ube44\uc6a9\uc744 \uc808\uac10\ud558\uc5ec \uc0dd\uc131\ud615 AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uc0dd\uc0b0\uc5d0 \ub354 \ube60\ub974\uac8c \ub3c4\uc785\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>\uace0\uc131\ub2a5 \ubc0f \ube44\uc6a9 \ud6a8\uc728\uc801\uc778 \uc0dd\uc131\ud615 AI \uad6c\ucd95<\/h3>\n<p>\ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubc0f \ube44\uc804 \ubaa8\ub378\uc744 \uad6c\ucd95, \ud6c8\ub828 \ubc0f \ubc30\ud3ec\ud558\ub294 \uac83\uc740 \uae30\uacc4 \ud559\uc2b5(ML)\uc5d0 \ub300\ud55c \uae4a\uc740 \uc804\ubb38 \uc9c0\uc2dd\uc774 \ud544\uc694\ud55c \ube44\uc6a9\uacfc \uc2dc\uac04\uc774 \ub9ce\uc774 \uc18c\uc694\ub418\ub294 \ud504\ub85c\uc138\uc2a4\uc785\ub2c8\ub2e4. \ubaa8\ub378\uc774 \ub9e4\uc6b0 \ubcf5\uc7a1\ud558\uace0 \uc218\ucc9c\uc5b5 \uac1c\uc758 \ub9e4\uac1c\ubcc0\uc218\ub97c \ud3ec\ud568\ud560 \uc218 \uc788\uae30 \ub54c\ubb38\uc5d0 \uc0dd\uc131 AI\ub294 \ub9ce\uc740 \uac1c\ubc1c\uc790\uac00 \uc811\uadfc\ud560 \uc218 \uc5c6\ub294 \uc601\uc5ed\uc785\ub2c8\ub2e4.<\/p>\n<p>\uc774\ub7ec\ud55c \uaca9\ucc28\ub97c \uc904\uc774\uae30 \uc704\ud574 Hugging Face\ub294 \uc774\uc81c AWS\uc640 \ud611\ub825\ud558\uc5ec \uac1c\ubc1c\uc790\uac00 AWS \uc11c\ube44\uc2a4\uc5d0 \ub354 \uc27d\uac8c \uc561\uc138\uc2a4\ud558\uace0 \uc0dd\uc131 AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc6a9\uc73c\ub85c \ud2b9\ubcc4\ud788 Hugging Face \ubaa8\ub378\uc744 \ubc30\ud3ec\ud560 \uc218 \uc788\ub3c4\ub85d \ud569\ub2c8\ub2e4.&nbsp; \uc9e7\uc740 \uc9c0\uc5f0 \uc2dc\uac04\uacfc \ub192\uc740 \ucc98\ub9ac\ub7c9 \ucd94\ub860\uc73c\ub85c \ub354 \ube60\ub978 \ud6c8\ub828 \ubc0f \ud655\uc7a5\uc5d0 \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4.<\/p>\n<p>\uc608\ub97c \ub4e4\uc5b4 AWS Trainium\uc73c\ub85c \uad6c\ub3d9\ub418\ub294 Amazon EC2 Trn1 \uc778\uc2a4\ud134\uc2a4\ub294 \ube44\uad50 \uac00\ub2a5\ud55c GPU \uae30\ubc18 \uc778\uc2a4\ud134\uc2a4\uc5d0 \ube44\ud574 \ucd5c\ub300 50%\uc758 \uad50\uc721 \ube44\uc6a9 \uc808\uac10\uc744 \uc81c\uacf5\ud558\uba74\uc11c \ub354 \ube60\ub978 \uad50\uc721 \uc2dc\uac04\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \ucd5c\uc2e0 \uc138\ub300\uc758 AWS Inferentia\ub85c \uad6c\ub3d9\ub418\ub294 Amazon EC2\uc758 \uc0c8\ub85c\uc6b4 Inf2 \uc778\uc2a4\ud134\uc2a4\ub294 \ucd5c\uc2e0 \uc138\ub300\uc758 \ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubc0f \ube44\uc804 \ubaa8\ub378\uc744 \ubc30\ud3ec\ud558\uace0 \ucd5c\ub300 4\ubc30 \ub354 \ub192\uc740 \ucc98\ub9ac\ub7c9\uacfc \ucd5c\ub300 10\ubc30 \ub354 \ub0ae\uc740 \uc9c0\uc5f0 \uc2dc\uac04\uc744 \uc81c\uacf5\ud558\uc5ec Inf1\uc758 \uc131\ub2a5\uc744 \ub192\uc774\uae30 \uc704\ud574 \ud2b9\ubcc4\ud788 \uc81c\uc791\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uac1c\ubc1c\uc790\ub294 ML\uc6a9 \ub3c4\uad6c \ubc0f \uc6cc\ud06c\ud50c\ub85c\uac00 \ud3ec\ud568\ub41c \uc11c\ube44\uc2a4\uc778 Amazon SageMaker\uc640 \uac19\uc740 \uad00\ub9ac\ud615 \uc11c\ube44\uc2a4\ub97c \ud1b5\ud574 AWS Trainium \ubc0f AWS Inferentia\ub97c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ub294 Amazon EC2\uc5d0\uc11c \uc790\uccb4 \uad00\ub9ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>\uc9c0\uae08 \uc2dc\uc791\ud574\ubcf4\uc138\uc694!<\/h3>\n<p>AWS \uace0\uac1d\uc740 <a href=\"https:\/\/aws.amazon.com\/blogs\/machine-learning\/run-text-generation-with-gpt-and-bloom-models-on-amazon-sagemaker-jumpstart\/\">Amazon SageMaker JumpStart<\/a>, <a href=\"https:\/\/aws.amazon.com\/machine-learning\/hugging-face\/\">Hugging Face AWS Deep Learning Containers (DLC)<\/a> \ub610\ub294 AWS Trainium \ub610\ub294 AWS Inferentia\uc5d0 \ubaa8\ub378\uc744 \ubc30\ud3ec\ud558\ub294 <a href=\"https:\/\/awsdocs-neuron.readthedocs-hosted.com\/en\/latest\/frameworks\/torch\/index.html\">\uc2e4\uc2b5 \uc790\uc2b5\uc11c<\/a>\ub97c \ud1b5\ud574 AWS\uc5d0\uc11c Hugging Face \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. Hugging Face DLC\uc5d0\ub294 \ucd5c\uc801\ud654\ub41c \ubcc0\ud658\uae30, \ub370\uc774\ud130 \uc138\ud2b8 \ubc0f \ud1a0\ud06c\ub098\uc774\uc800 \ub77c\uc774\ube0c\ub7ec\ub9ac\uac00 \ud3ec\ud568\ub418\uc5b4 \uc788\uc5b4 \ucd5c\uc18c\ud55c\uc758 \ucf54\ub4dc \ubcc0\uacbd\uc73c\ub85c \uba87 \uc8fc\uac00 \uc544\ub2cc \uba87 \uc2dc\uac04 \ub0b4\uc5d0 \uc0dd\uc131 AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \ub300\uaddc\ubaa8\ub85c \ubbf8\uc138 \uc870\uc815\ud558\uace0 \ubc30\ud3ec\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. SageMaker JumpStart \ubc0f Hugging Face DLC\ub294 Amazon SageMaker\uac00 \uc81c\uacf5\ub418\ub294 \ubaa8\ub4e0 \uc9c0\uc5ed\uc5d0\uc11c \ucd94\uac00 \ube44\uc6a9 \uc5c6\uc774 \uc81c\uacf5\ub429\ub2c8\ub2e4. <a href=\"https:\/\/docs.aws.amazon.com\/sagemaker\/latest\/dg\/hugging-face.html\">\uc81c\ud488 \uc124\uba85\uc11c<\/a> \ubc0f <a href=\"https:\/\/discuss.huggingface.co\/c\/sagemaker\/17\">\ud1a0\ub860 \ud3ec\ub7fc<\/a>\uc744 \uc77d\uace0 \uc790\uc138\ud55c \ub0b4\uc6a9\uc744 \uc54c\uc544\ubcf4\uac70\ub098 \uc9c0\uae08 \ubc14\ub85c <a href=\"https:\/\/github.com\/huggingface\/notebooks\/tree\/sagemaker-deployment-nb\/sagemaker\">\uc0d8\ud50c \ub178\ud2b8\ubd81<\/a>\uc744 \uc0ac\uc6a9\ud574 \ubcf4\uc138\uc694.<\/p>\n<p>AWS\uc640 Hugging Face\uc758 \ud30c\ud2b8\ub108\uc27d\uc5d0 \ub300\ud55c \ub354 \uc790\uc138\ud55c \uac83\uc740 <a href=\"https:\/\/huggingface.co\/blog\/aws-partnership\">Hugging Face and AWS partner to make AI more accessible<\/a>\uc744 \ucc38\uace0\ud558\uc138\uc694.<\/p>\n<p>Source: <a href=\"https:\/\/aws.amazon.com\/ko\/blogs\/korea\/aws-and-hugging-face-collaborate-to-make-generative-ai-more-accessible-and-cost-efficient\/\" target=\"_blank\" rel=\"noopener\">AWS\uc640 Hugging Face, \uc0dd\uc131\ud615 AI  \uc811\uadfc\uc131 \ubc0f \ube44\uc6a9 \ud6a8\uc728\uc131\uc744 \uc704\ud55c \ud611\ub825 \ubc1c\ud45c<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<div class=\"mh-excerpt\"><p>AWS\uc640 Hugging Face, \uc0dd\uc131\ud615 AI \uc811\uadfc\uc131 \ubc0f \ube44\uc6a9 \ud6a8\uc728\uc131\uc744 \uc704\ud55c \ud611\ub825 \ubc1c\ud45c \uc0dd\uc131\ud615 AI (Generative AI) \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \ub9cc\ub4dc\ub294 \ub370 \uc0ac\uc6a9\ub418\ub294 \ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubc0f \ube44\uc804 \ubaa8\ub378 \ud6c8\ub828, \ubbf8\uc138 \uc870\uc815 \ubc0f \ubc30\ud3ec\ub97c \uac00\uc18d\ud654\ud558\uae30 \uc704\ud574 AWS\uc640 Hugging Face \uac04\uc758 \ud655\uc7a5\ub41c \ud611\uc5c5\uc744 \ubc1c\ud45c\ud569\ub2c8\ub2e4. \uc0dd\uc131\ud615 AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc740 \ud14d\uc2a4\ud2b8 \uc694\uc57d, \uc9c8\ubb38\uc5d0 \ub2f5\ud558\uae30, \ucf54\ub4dc \uc0dd\uc131, \uc774\ubbf8\uc9c0 \uc0dd\uc131, \uc5d0\uc138\uc774 \ubc0f \uae30\uc0ac \uc791\uc131 \ub4f1 \ub2e4\uc591\ud55c \uc791\uc5c5\uc744 \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. AWS\ub294 \uc0dd\uc131\ud615 AI \ubd84\uc57c\uc5d0\uc11c \uae4a\uc740 \ud601\uc2e0\uc758 \uc5ed\uc0ac\ub97c \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4 Amazon\uc740 AI\ub97c \uc0ac\uc6a9\ud558\uc5ec \uace0\uac1d\uc774 \ub9e4\uc8fc \uc218\uc2ed\uc5b5 \ubc88 \uc0c1\ud638 \uc791\uc6a9\ud558\ub294 Alexa\uc640\uc758 \ub300\ud654 \uacbd\ud5d8\uc744 \uc81c\uacf5\ud558\uace0, Create with Alexa\uc640 \uac19\uc740 \uc0c8\ub85c\uc6b4 \uacbd\ud5d8\uc758 \uc77c\ubd80\ub85c \uc0dd\uc131\ud615 AI\ub97c \uc810\uc810 \ub354 \ub9ce\uc774 \uc0ac\uc6a9\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c M5\ub294 Amazon\uc758 \uc5ec\ub7ec \ud300\uc774 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \ub300\ud615 \ubaa8\ub378\uc744 \uac00\uc838\uc62c \uc218 \uc788\ub3c4\ub85d \ub3d5\uace0 Amazon.com \uac80\uc0c9 \uacb0\uacfc\ub97c \uac1c\uc120\ud558\ub3c4\ub85d \ud6c8\ub828\ub41c \ub300\ud615 \ubaa8\ub378\uc744 \uc9c0\uc6d0\ud558\ub294 Amazon Search \ub0b4\uc758 \uadf8\ub8f9\uc785\ub2c8\ub2e4. AWS\ub294 \uae00\ub85c\ubc8c \uc778\ud504\ub77c, Amazon SageMaker, \ud1b5\ud569 \uac1c\ubc1c \ud658\uacbd(IDE) \ucf54\ub4dc \ubc0f \uc8fc\uc11d\uc744 \uae30\ubc18\uc73c\ub85c \ucf54\ub4dc \uad8c\uc7a5 \uc0ac\ud56d\uc744 \uc0dd\uc131\ud558\uc5ec \uac1c\ubc1c\uc790 \uc0dd\uc0b0\uc131\uc744 <a class=\"mh-excerpt-more\" href=\"https:\/\/jirak.net\/wp\/aws%ec%99%80-hugging-face-%ec%83%9d%ec%84%b1%ed%98%95-ai-%ec%a0%91%ea%b7%bc%ec%84%b1-%eb%b0%8f-%eb%b9%84%ec%9a%a9-%ed%9a%a8%ec%9c%a8%ec%84%b1%ec%9d%84-%ec%9c%84%ed%95%9c-%ed%98%91%eb%a0%a5-%eb%b0%9c\/\" title=\"AWS\uc640 Hugging Face, \uc0dd\uc131\ud615 AI  \uc811\uadfc\uc131 \ubc0f \ube44\uc6a9 \ud6a8\uc728\uc131\uc744 \uc704\ud55c \ud611\ub825 \ubc1c\ud45c\">[ more&#8230; ]<\/a><\/p>\n<\/div>","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[169],"tags":[656],"class_list":["post-50159","post","type-post","status-publish","format-standard","hentry","category-news","tag-aws"],"amp_enabled":true,"_links":{"self":[{"href":"https:\/\/jirak.net\/wp\/wp-json\/wp\/v2\/posts\/50159","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/jirak.net\/wp\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/jirak.net\/wp\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/jirak.net\/wp\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/jirak.net\/wp\/wp-json\/wp\/v2\/comments?post=50159"}],"version-history":[{"count":1,"href":"https:\/\/jirak.net\/wp\/wp-json\/wp\/v2\/posts\/50159\/revisions"}],"predecessor-version":[{"id":50160,"href":"https:\/\/jirak.net\/wp\/wp-json\/wp\/v2\/posts\/50159\/revisions\/50160"}],"wp:attachment":[{"href":"https:\/\/jirak.net\/wp\/wp-json\/wp\/v2\/media?parent=50159"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/jirak.net\/wp\/wp-json\/wp\/v2\/categories?post=50159"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/jirak.net\/wp\/wp-json\/wp\/v2\/tags?post=50159"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}