{"id":100026,"date":"2025-03-04T10:37:45","date_gmt":"2025-03-04T07:07:45","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/autoaugment-%d8%af%d8%b1-pytorch-community-dev\/"},"modified":"2025-03-04T10:37:45","modified_gmt":"2025-03-04T07:07:45","slug":"autoaugment-%d8%af%d8%b1-pytorch-community-dev","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/autoaugment-%d8%af%d8%b1-pytorch-community-dev\/","title":{"rendered":"AutoAugment \u062f\u0631 Pytorch – Community Dev"},"content":{"rendered":"
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from<\/span> torchvision.datasets<\/span> import<\/span> OxfordIIITPet<\/span>\nfrom<\/span> torchvision.transforms.v2<\/span> import<\/span> AutoAugment<\/span>\nfrom<\/span> torchvision.transforms.v2<\/span> import<\/span> AutoAugmentPolicy<\/span>\nfrom<\/span> torchvision.transforms.functional<\/span> import<\/span> InterpolationMode<\/span>\n\naa<\/span> =<\/span> AutoAugment<\/span>()<\/span>\naa<\/span> =<\/span> AutoAugment<\/span>(<\/span>policy<\/span>=<\/span>AutoAugmentPolicy<\/span>.<\/span>IMAGENET<\/span>,<\/span>\n                 interpolation<\/span> =<\/span> InterpolationMode<\/span>.<\/span>NEAREST<\/span>,<\/span>\n                 fill<\/span>=<\/span>None<\/span>)<\/span>\naa<\/span>\n# AutoAugment(interpolation=InterpolationMode.NEAREST,\n#             policy=AutoAugmentPolicy.IMAGENET)\n<\/span>\naa<\/span>.<\/span>policy<\/span>\n# \n<\/autoaugmentpolicy.imagenet:><\/span>\naa<\/span>.<\/span>interpolation<\/span>\n# \n<\/interpolationmode.nearest:><\/span>\nprint<\/span>(<\/span>aa<\/span>.<\/span>fill<\/span>)<\/span>\n# None\n<\/span>\norigin_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>None<\/span>\n)<\/span>\n\npIMAGENET_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span> # `p` is policy.\n<\/span>    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>AutoAugment<\/span>(<\/span>policy<\/span>=<\/span>AutoAugmentPolicy<\/span>.<\/span>IMAGENET<\/span>)<\/span>\n)<\/span>\n\npCIFAR10_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>AutoAugment<\/span>(<\/span>policy<\/span>=<\/span>AutoAugmentPolicy<\/span>.<\/span>CIFAR10<\/span>)<\/span>\n)<\/span>\n\npSVHN_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>AutoAugment<\/span>(<\/span>policy<\/span>=<\/span>AutoAugmentPolicy<\/span>.<\/span>SVHN<\/span>)<\/span>\n)<\/span>\n\npIMAGENETf150_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>AutoAugment<\/span>(<\/span>policy<\/span>=<\/span>AutoAugmentPolicy<\/span>.<\/span>IMAGENET<\/span>,<\/span> fill<\/span>=<\/span>150<\/span>)<\/span>\n)<\/span>\n\npIMAGENETf160_32_240_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>AutoAugment<\/span>(<\/span>policy<\/span>=<\/span>AutoAugmentPolicy<\/span>.<\/span>IMAGENET<\/span>,<\/span>\n                          fill<\/span>=<\/span>[<\/span>160<\/span>,<\/span> 32<\/span>,<\/span> 240<\/span>])<\/span>\n)<\/span>\n\npCIFAR10f150_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>AutoAugment<\/span>(<\/span>policy<\/span>=<\/span>AutoAugmentPolicy<\/span>.<\/span>CIFAR10<\/span>,<\/span> fill<\/span>=<\/span>150<\/span>)<\/span>\n)<\/span>\n\npCIFAR10f160_32_240_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>AutoAugment<\/span>(<\/span>policy<\/span>=<\/span>AutoAugmentPolicy<\/span>.<\/span>CIFAR10<\/span>,<\/span>\n                          fill<\/span>=<\/span>[<\/span>160<\/span>,<\/span> 32<\/span>,<\/span> 240<\/span>])<\/span>\n)<\/span>\n\npSVHNf150_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>AutoAugment<\/span>(<\/span>policy<\/span>=<\/span>AutoAugmentPolicy<\/span>.<\/span>SVHN<\/span>,<\/span> fill<\/span>=<\/span>150<\/span>)<\/span>\n)<\/span>\n\npSVHNf160_32_240_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>AutoAugment<\/span>(<\/span>policy<\/span>=<\/span>AutoAugmentPolicy<\/span>.<\/span>SVHN<\/span>,<\/span>\n                          fill<\/span>=<\/span>[<\/span>160<\/span>,<\/span> 32<\/span>,<\/span> 240<\/span>])<\/span>\n)<\/span>\n\nimport<\/span> matplotlib.pyplot<\/span> as<\/span> plt<\/span>\n\ndef<\/span> show_images1<\/span>(<\/span>data<\/span>,<\/span> main_title<\/span>=<\/span>None<\/span>):<\/span>\n    plt<\/span>.<\/span>figure<\/span>(<\/span>figsize<\/span>=<\/span>[<\/span>10<\/span>,<\/span> 5<\/span>])<\/span>\n    plt<\/span>.<\/span>suptitle<\/span>(<\/span>t<\/span>=<\/span>main_title<\/span>,<\/span> y<\/span>=<\/span>0.8<\/span>,<\/span> fontsize<\/span>=<\/span>14<\/span>)<\/span>\n    for<\/span> i<\/span>,<\/span> (<\/span>im<\/span>,<\/span> _<\/span>)<\/span> in<\/span> zip<\/span>(<\/span>range<\/span>(<\/span>1<\/span>,<\/span> 6<\/span>),<\/span> data<\/span>):<\/span>\n        plt<\/span>.<\/span>subplot<\/span>(<\/span>1<\/span>,<\/span> 5<\/span>,<\/span> i<\/span>)<\/span>\n        plt<\/span>.<\/span>imshow<\/span>(<\/span>X<\/span>=<\/span>im<\/span>)<\/span>\n        plt<\/span>.<\/span>xticks<\/span>(<\/span>ticks<\/span>=<\/span>[])<\/span>\n        plt<\/span>.<\/span>yticks<\/span>(<\/span>ticks<\/span>=<\/span>[])<\/span>\n    plt<\/span>.<\/span>tight_layout<\/span>()<\/span>\n    plt<\/span>.<\/span>show<\/span>()<\/span>\n\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>origin_data<\/span>\"<\/span>)<\/span>\nprint<\/span>()<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>pIMAGENET_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>pIMAGENET_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>pIMAGENET_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>pIMAGENET_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>pIMAGENET_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>pIMAGENET_data<\/span>\"<\/span>)<\/span>\nprint<\/span>()<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>pCIFAR10_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>pCIFAR10_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>pCIFAR10_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>pCIFAR10_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>pCIFAR10_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>pCIFAR10_data<\/span>\"<\/span>)<\/span>\nprint<\/span>()<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>pSVHN_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>pSVHN_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>pSVHN_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>pSVHN_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>pSVHN_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>pSVHN_data<\/span>\"<\/span>)<\/span>\nprint<\/span>()<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>pIMAGENETf150_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>pIMAGENETf150_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>pIMAGENETf160_32_240_data<\/span>,<\/span>\n             main_title<\/span>=<\/span>\"<\/span>pIMAGENETf160_32_240_data<\/span>\"<\/span>)<\/span>\nprint<\/span>()<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>pCIFAR10f150_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>pCIFAR10f150_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>pCIFAR10f160_32_240_data<\/span>,<\/span>\n             main_title<\/span>=<\/span>\"<\/span>pCIFAR10f160_32_240_data<\/span>\"<\/span>)<\/span>\nprint<\/span>()<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>pSVHNf150_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>pSVHNf150_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>pSVHNf160_32_240_data<\/span>,<\/span>\n             main_title<\/span>=<\/span>\"<\/span>pSVHNf160_32_240_data<\/span>\"<\/span>)<\/span>\n\n# \u2193 \u2193 \u2193 \u2193 \u2193 \u2193 The code below is identical to the code above. \u2193 \u2193 \u2193 \u2193 \u2193 \u2193\n<\/span>def<\/span> show_images2<\/span>(<\/span>data<\/span>,<\/span> main_title<\/span>=<\/span>None<\/span>,<\/span> p<\/span>=<\/span>None<\/span>,<\/span>\n                 ip<\/span>=<\/span>InterpolationMode<\/span>.<\/span>NEAREST<\/span>,<\/span>\n                 f<\/span>=<\/span>None<\/span>):<\/span>\n    plt<\/span>.<\/span>figure<\/span>(<\/span>figsize<\/span>=<\/span>[<\/span>10<\/span>,<\/span> 5<\/span>])<\/span>\n    plt<\/span>.<\/span>suptitle<\/span>(<\/span>t<\/span>=<\/span>main_title<\/span>,<\/span> y<\/span>=<\/span>0.8<\/span>,<\/span> fontsize<\/span>=<\/span>14<\/span>)<\/span>\n    if<\/span> p<\/span> !=<\/span> None<\/span>:<\/span>\n        for<\/span> i<\/span>,<\/span> (<\/span>im<\/span>,<\/span> _<\/span>)<\/span> in<\/span> zip<\/span>(<\/span>range<\/span>(<\/span>1<\/span>,<\/span> 6<\/span>),<\/span> data<\/span>):<\/span>\n            plt<\/span>.<\/span>subplot<\/span>(<\/span>1<\/span>,<\/span> 5<\/span>,<\/span> i<\/span>)<\/span>\n            aa<\/span> =<\/span> AutoAugment<\/span>(<\/span>policy<\/span>=<\/span>p<\/span>,<\/span> interpolation<\/span>=<\/span>ip<\/span>,<\/span> fill<\/span>=<\/span>f<\/span>)<\/span>\n            plt<\/span>.<\/span>imshow<\/span>(<\/span>X<\/span>=<\/span>aa<\/span>(<\/span>im<\/span>))<\/span>\n            plt<\/span>.<\/span>xticks<\/span>(<\/span>ticks<\/span>=<\/span>[])<\/span>\n            plt<\/span>.<\/span>yticks<\/span>(<\/span>ticks<\/span>=<\/span>[])<\/span>\n    else<\/span>:<\/span>\n        for<\/span> i<\/span>,<\/span> (<\/span>im<\/span>,<\/span> _<\/span>)<\/span> in<\/span> zip<\/span>(<\/span>range<\/span>(<\/span>1<\/span>,<\/span> 6<\/span>),<\/span> data<\/span>):<\/span>\n            plt<\/span>.<\/span>subplot<\/span>(<\/span>1<\/span>,<\/span> 5<\/span>,<\/span> i<\/span>)<\/span>\n            plt<\/span>.<\/span>imshow<\/span>(<\/span>X<\/span>=<\/span>im<\/span>)<\/span>\n            plt<\/span>.<\/span>xticks<\/span>(<\/span>ticks<\/span>=<\/span>[])<\/span>\n            plt<\/span>.<\/span>yticks<\/span>(<\/span>ticks<\/span>=<\/span>[])<\/span>\n    plt<\/span>.<\/span>tight_layout<\/span>()<\/span>\n    plt<\/span>.<\/span>show<\/span>()<\/span>\n\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>origin_data<\/span>\"<\/span>)<\/span>\nprint<\/span>()<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>pIMAGENET_data<\/span>\"<\/span>,<\/span> \n             p<\/span>=<\/span>AutoAugmentPolicy<\/span>.<\/span>IMAGENET<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>pIMAGENET_data<\/span>\"<\/span>,<\/span> \n             p<\/span>=<\/span>AutoAugmentPolicy<\/span>.<\/span>IMAGENET<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>pIMAGENET_data<\/span>\"<\/span>,<\/span> \n             p<\/span>=<\/span>AutoAugmentPolicy<\/span>.<\/span>IMAGENET<\/span>)<\/span>\nprint<\/span>()<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>pCIFAR10_data<\/span>\"<\/span>,<\/span> \n             p<\/span>=<\/span>AutoAugmentPolicy<\/span>.<\/span>CIFAR10<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>pCIFAR10_data<\/span>\"<\/span>,<\/span> \n             p<\/span>=<\/span>AutoAugmentPolicy<\/span>.<\/span>CIFAR10<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>pCIFAR10_data<\/span>\"<\/span>,<\/span> \n             p<\/span>=<\/span>AutoAugmentPolicy<\/span>.<\/span>CIFAR10<\/span>)<\/span>\nprint<\/span>()<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>pSVHN_data<\/span>\"<\/span>,<\/span> \n             p<\/span>=<\/span>AutoAugmentPolicy<\/span>.<\/span>SVHN<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>pSVHN_data<\/span>\"<\/span>,<\/span> \n             p<\/span>=<\/span>AutoAugmentPolicy<\/span>.<\/span>SVHN<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>pSVHN_data<\/span>\"<\/span>,<\/span> \n             p<\/span>=<\/span>AutoAugmentPolicy<\/span>.<\/span>SVHN<\/span>)<\/span>\nprint<\/span>()<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>pIMAGENETf150_data<\/span>\"<\/span>,<\/span> \n             p<\/span>=<\/span>AutoAugmentPolicy<\/span>.<\/span>IMAGENET<\/span>,<\/span> f<\/span>=<\/span>150<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>pIMAGENETf160_32_240_data<\/span>\"<\/span>,<\/span> \n             p<\/span>=<\/span>AutoAugmentPolicy<\/span>.<\/span>IMAGENET<\/span>,<\/span> f<\/span>=<\/span>[<\/span>160<\/span>,<\/span> 32<\/span>,<\/span> 240<\/span>])<\/span>\nprint<\/span>()<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>pCIFAR10f150_data<\/span>\"<\/span>,<\/span> \n             p<\/span>=<\/span>AutoAugmentPolicy<\/span>.<\/span>CIFAR10<\/span>,<\/span> f<\/span>=<\/span>150<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>pCIFAR10f160_32_240_data<\/span>\"<\/span>,<\/span> \n             p<\/span>=<\/span>AutoAugmentPolicy<\/span>.<\/span>CIFAR10<\/span>,<\/span> f<\/span>=<\/span>[<\/span>160<\/span>,<\/span> 32<\/span>,<\/span> 240<\/span>])<\/span>\nprint<\/span>()<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>pSVHNf150_data<\/span>\"<\/span>,<\/span> \n             p<\/span>=<\/span>AutoAugmentPolicy<\/span>.<\/span>SVHN<\/span>,<\/span> f<\/span>=<\/span>150<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>pSVHNf160_32_240_data<\/span>\"<\/span>,<\/span> \n             p<\/span>=<\/span>AutoAugmentPolicy<\/span>.<\/span>SVHN<\/span>,<\/span> f<\/span>=<\/span>[<\/span>160<\/span>,<\/span> 32<\/span>,<\/span> 240<\/span>])<\/span>\n<\/code><\/pre>\n
\n
\n    \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n
    \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    \n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"
from torchvision.datasets import OxfordIIITPet from torchvision.transforms.v2 import AutoAugment from torchvision.transforms.v2 import AutoAugmentPolicy from torchvision.transforms.functional import InterpolationMode aa = AutoAugment() aa = AutoAugment(policy=AutoAugmentPolicy.IMAGENET, interpolation = InterpolationMode.NEAREST, fill=None) aa # AutoAugment(interpolation=InterpolationMode.NEAREST, # policy=AutoAugmentPolicy.IMAGENET) aa.policy # aa.interpolation # print(aa.fill) # None origin_data = OxfordIIITPet( root=”data”, transform=None ) pIMAGENET_data = OxfordIIITPet( # `p` is policy. root=”data”, transform=AutoAugment(policy=AutoAugmentPolicy.IMAGENET) ) pCIFAR10_data …<\/p>\n","protected":false},"author":2,"featured_media":100027,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"https:\/\/media2.dev.to\/dynamic\/image\/width=1000,height=500,fit=cover,gravity=auto,format=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F5eticsjm5hehic2970ot.png","fifu_image_alt":"","footnotes":""},"categories":[339],"tags":[],"class_list":["post-100026","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-dev"],"_links":{"self":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/100026","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/comments?post=100026"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/100026\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/100027"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=100026"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=100026"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=100026"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}