{"id":100566,"date":"2025-03-08T04:13:59","date_gmt":"2025-03-08T00:43:59","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/augmix-in-pytorch-1-564d\/"},"modified":"2025-03-08T04:13:59","modified_gmt":"2025-03-08T00:43:59","slug":"augmix-in-pytorch-1-564d","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/augmix-in-pytorch-1-564d\/","title":{"rendered":"Augmix \u062f\u0631 Pytorch (1) – Community Dev"},"content":{"rendered":"
\n
from<\/span> torchvision.datasets<\/span> import<\/span> OxfordIIITPet<\/span>\nfrom<\/span> torchvision.transforms.v2<\/span> import<\/span> AugMix<\/span>\nfrom<\/span> torchvision.transforms.functional<\/span> import<\/span> InterpolationMode<\/span>\n\nam<\/span> =<\/span> AugMix<\/span>()<\/span>\nam<\/span> =<\/span> AugMix<\/span>(<\/span>severity<\/span>=<\/span>3<\/span>,<\/span> mixture_width<\/span>=<\/span>3<\/span>,<\/span> chain_depth<\/span>=-<\/span>1<\/span>,<\/span> alpha<\/span>=<\/span>1.0<\/span>,<\/span> \n            all_ops<\/span>=<\/span>True<\/span>,<\/span> interpolation<\/span>=<\/span>InterpolationMode<\/span>.<\/span>BILINEAR<\/span>,<\/span>\n            fill<\/span>=<\/span>None<\/span>)<\/span>\nam<\/span>\n# AugMix(interpolation=InterpolationMode.BILINEAR, severity=3,\n#        mixture_width=3, chain_depth=-1, alpha=1.0, all_ops=True)\n<\/span>\nam<\/span>.<\/span>severity<\/span>\n# 3\n<\/span>\nam<\/span>.<\/span>mixture_width<\/span>\n# 3\n<\/span>\nam<\/span>.<\/span>chain_depth<\/span>\n# -1\n<\/span>\nam<\/span>.<\/span>alpha<\/span>\n# 1.0\n<\/span>\nam<\/span>.<\/span>all_ops<\/span>\n# True\n<\/span>\nam<\/span>.<\/span>interpolation<\/span>\n# \n<\/interpolationmode.bilinear:><\/span>\nprint<\/span>(<\/span>am<\/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\ndefault_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>AugMix<\/span>()<\/span>\n)<\/span>\n\naoFalse_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span> # `ao` is all_ops.\n<\/span>    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>AugMix<\/span>(<\/span>all_ops<\/span>=<\/span>False<\/span>)<\/span>\n    # transform=AugMix(severity=3, mixture_width=3, chain_depth=-1, \n<\/span>    #                  alpha=1.0, all_ops=True,\n<\/span>    #                  interpolation=InterpolationMode.BILINEAR,\n<\/span>    #                  fill=None)\n<\/span>)<\/span>\n\ns10cd25fgray_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span> # `s` is severity and `cd` is chain_depth.\n<\/span>    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>                   # `f` is fill.\n<\/span>    transform<\/span>=<\/span>AugMix<\/span>(<\/span>severity<\/span>=<\/span>10<\/span>,<\/span> chain_depth<\/span>=<\/span>25<\/span>,<\/span> fill<\/span>=<\/span>150<\/span>)<\/span>\n)<\/span>\n\ns10cd25fpurple_data<\/span> =<\/span> OxfordIIITPet<\/span>(<\/span>\n    root<\/span>=<\/span>\"<\/span>data<\/span>\"<\/span>,<\/span>\n    transform<\/span>=<\/span>AugMix<\/span>(<\/span>severity<\/span>=<\/span>10<\/span>,<\/span> chain_depth<\/span>=<\/span>25<\/span>,<\/span> 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>default_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>default_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>default_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>default_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>default_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>default_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>default_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>default_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>default_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>default_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>default_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>default_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>default_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>default_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>default_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>default_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>default_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>default_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>default_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>default_data<\/span>\"<\/span>)<\/span>\nprint<\/span>()<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>aoFalse_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>aoFalse_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>aoFalse_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>aoFalse_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>aoFalse_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>aoFalse_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>aoFalse_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>aoFalse_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>aoFalse_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>aoFalse_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>aoFalse_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>aoFalse_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>aoFalse_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>aoFalse_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>aoFalse_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>aoFalse_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>aoFalse_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>aoFalse_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>aoFalse_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>aoFalse_data<\/span>\"<\/span>)<\/span>\nprint<\/span>()<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>s10cd25fgray_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>s10cd25fgray_data<\/span>\"<\/span>)<\/span>\nshow_images1<\/span>(<\/span>data<\/span>=<\/span>s10cd25fpurple_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>s10cd25fpurple_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> s<\/span>=<\/span>3<\/span>,<\/span> mw<\/span>=<\/span>3<\/span>,<\/span> cd<\/span>=-<\/span>1<\/span>,<\/span> a<\/span>=<\/span>1.0<\/span>,<\/span>\n                 ao<\/span>=<\/span>True<\/span>,<\/span> ip<\/span>=<\/span>InterpolationMode<\/span>.<\/span>BILINEAR<\/span>,<\/span> 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> main_title<\/span> !=<\/span> \"<\/span>origin_data<\/span>\"<\/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            am<\/span> =<\/span> AugMix<\/span>(<\/span>severity<\/span>=<\/span>s<\/span>,<\/span> mixture_width<\/span>=<\/span>mw<\/span>,<\/span> chain_depth<\/span>=<\/span>cd<\/span>,<\/span>\n                        alpha<\/span>=<\/span>a<\/span>,<\/span> all_ops<\/span>=<\/span>ao<\/span>,<\/span> interpolation<\/span>=<\/span>ip<\/span>,<\/span> fill<\/span>=<\/span>f<\/span>)<\/span>\n            plt<\/span>.<\/span>imshow<\/span>(<\/span>X<\/span>=<\/span>am<\/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>default_data<\/span>\"<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>default_data<\/span>\"<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>default_data<\/span>\"<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>default_data<\/span>\"<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>default_data<\/span>\"<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>default_data<\/span>\"<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>default_data<\/span>\"<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>default_data<\/span>\"<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>default_data<\/span>\"<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>default_data<\/span>\"<\/span>)<\/span>\nprint<\/span>()<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>aoFalse_data<\/span>\"<\/span>,<\/span> ao<\/span>=<\/span>False<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>aoFalse_data<\/span>\"<\/span>,<\/span> ao<\/span>=<\/span>False<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>aoFalse_data<\/span>\"<\/span>,<\/span> ao<\/span>=<\/span>False<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>aoFalse_data<\/span>\"<\/span>,<\/span> ao<\/span>=<\/span>False<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>aoFalse_data<\/span>\"<\/span>,<\/span> ao<\/span>=<\/span>False<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>aoFalse_data<\/span>\"<\/span>,<\/span> ao<\/span>=<\/span>False<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>aoFalse_data<\/span>\"<\/span>,<\/span> ao<\/span>=<\/span>False<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>aoFalse_data<\/span>\"<\/span>,<\/span> ao<\/span>=<\/span>False<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>aoFalse_data<\/span>\"<\/span>,<\/span> ao<\/span>=<\/span>False<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>aoFalse_data<\/span>\"<\/span>,<\/span> ao<\/span>=<\/span>False<\/span>)<\/span>\nprint<\/span>()<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>s10cd25fgray_data<\/span>\"<\/span>,<\/span> s<\/span>=<\/span>10<\/span>,<\/span> cd<\/span>=<\/span>25<\/span>,<\/span>\n             f<\/span>=<\/span>150<\/span>)<\/span>\nshow_images2<\/span>(<\/span>data<\/span>=<\/span>origin_data<\/span>,<\/span> main_title<\/span>=<\/span>\"<\/span>s10cd25fpurple_data<\/span>\"<\/span>,<\/span> s<\/span>=<\/span>10<\/span>,<\/span> \n             cd<\/span>=<\/span>25<\/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 AugMix from torchvision.transforms.functional import InterpolationMode am = AugMix() am = AugMix(severity=3, mixture_width=3, chain_depth=-1, alpha=1.0, all_ops=True, interpolation=InterpolationMode.BILINEAR, fill=None) am # AugMix(interpolation=InterpolationMode.BILINEAR, severity=3, # mixture_width=3, chain_depth=-1, alpha=1.0, all_ops=True) am.severity # 3 am.mixture_width # 3 am.chain_depth # -1 am.alpha # 1.0 am.all_ops # True am.interpolation # print(am.fill) # None origin_data = …<\/p>\n","protected":false},"author":2,"featured_media":100567,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"","fifu_image_alt":"","footnotes":""},"categories":[339],"tags":[],"class_list":["post-100566","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\/100566","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=100566"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/100566\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/100567"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=100566"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=100566"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=100566"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}